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Add SetFit model
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---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
- text: this bitch
- text: many people have died this country because fucking blacks, need seek revenge
- text: mr. stemonitis, you are stupid botanist, who does not know the taxonomy dipterous.
for that, you must leave the corrections made the definition the superfamille.
- text: kroger grocery store gunman tried enter predominantly black church before
shooting, police say
- text: sudeep, did she invite him though? right? why are you getting worded up? you're
okay with parvesh verma cause speaks against muslims but against idiot like imam
because called for chakka jam?
pipeline_tag: text-classification
inference: true
base_model: sentence-transformers/all-mpnet-base-v2
model-index:
- name: SetFit with sentence-transformers/all-mpnet-base-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.5722326454033771
name: Accuracy
---
# SetFit with sentence-transformers/all-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/all-mpnet-base-v2](https://huggingface.co./sentence-transformers/all-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/all-mpnet-base-v2](https://huggingface.co./sentence-transformers/all-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 384 tokens
- **Number of Classes:** 11 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co./datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### 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 |
|:------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| adult content | <ul><li>'gay men ring free gay tube for mature gay men updated with gay porn videos and gay sex movies'</li><li>'seemomsuck packed with the best amateur step mom blowjobs download hot x000d mom and teen blowjob videos seemomsuck'</li><li>'xreview com provides depth porn site reviews and offers discount codes and links off some the top porn sites the internet'</li></ul> |
| suicide | <ul><li>"wife threatening suiciderecently left wife for good because she has cheated twice and lied much that have decided refuse back her. few days ago, she began threatening suicide. have tirelessly spent these paat few days talking her out and she keeps hesitating because she wants believe i'll come back. know lot people will threaten this order get their way, but what happens she really does? what and how supposed handle her death hands? still love wife but cannot deal with getting cheated again and constantly feeling insecure. i'm worried today may the day she does and hope much doesn't happen."</li><li>'need helpjust help crying hard'</li><li>'i’m losthello, name adam and i’ve been struggling for years and i’m afraid. through these past years thoughts suicide, fear, anxiety i’m close limit i’ve been quiet for long and i’m too scared come out family about these feelings. about years ago losing aunt triggered all. everyday feeling hopeless lost, guilty, and remorseful over her and all the things i’ve done life,but thoughts like these with the little i’ve experienced life? only time i’ve revealed these feelings family when broke down where they saw cuts. watching them get worried over something portrayed average day made feel absolutely dreadful. they later found out was attempt survivor from attempt od(overdose from pills) and attempt hanging. all that happened was blackout from the pills and never went through with the noose because i’m still afraid. during first therapy was diagnosed with severe depression, social anxiety, and eating disorder. was later transferred fucken group therapy for some reason which made feel more anxious. eventually before last session with therapy she showed results from daily check feelings(which was step survey for and mom/dad come find out i’ve been putting feeling horrible and afraid/anxious everyday mom has been doing i’ve been doing absolutely amazing with described “happiest she’s ever seen me, therapy has helped him” eventually was put sertaline (anti anxiety anti depression i’m sorry forgot) but never finished first prescription nor ever found the right type anti depressant because mom thought only wanted the drugs she took off recommended pill schedule after week and stopped from taking them. all this time i’ve been feeling worse afraid the damage/ worry i’ve caused them even more. now here with everything going on, i’m afraid i’ve ever been i’ve relapsed cutting and have developed severe insomnia day after day feeling more hopeless, worthless questioning why still here? what’s motivation move out bed and keep going? ask these myself nearly every night almost having break down everytime. please please please someone.. anyone help me. i’m scared might something drastic, i’ve been shaped fear and anxiety. idk what anymore'</li></ul> |
| gun violence | <ul><li>'anti-gun student walkout included stomping american flag and jumping cop car'</li><li>'parkland students brand firearm ban during pence speech nra hypocrisy'</li><li>'oliver north and the nra deserve each other'</li></ul> |
| discrimination | <ul><li>"we're looking for someone with more aesthetically pleasing face for this role"</li><li>"we're looking for someone with more appealing body type for this position"</li><li>"we're looking for someone with more attractive appearance for this role"</li></ul> |
| sexual harassment | <ul><li>'was walking along crowded street, holding mums hand, when elderly man groped butt, turned look h7m and looked away, and did again after while.i was yrs old then.'</li><li>'poor street lighting'</li><li>"this happened bus, public transport. was broad daylight. was way college and the bus wasn't that crowded. there was enough space for two people stand back back with big bags 'em. this particular male was standing next seat. there was enough and more space behind him. but noooooo... started rubbing his crotch against shoulder, subtly first and then very obviously. made discomfort very apparent. but didn't seem get it. shifted inside seat and did he. think the lady beside knew what was going but didn't say word, neither did the people behind nor the bus conductor. well neither did the first place, was frozen and gripped shock and fear. think now better prepared make shit down someone tries the same feat with me. but i'll never know."</li></ul> |
| derogatory | <ul><li>'fuck that dont wanna watch tranny porn.'</li><li>'opie just wanted have good time. the same old rant about africans from ant and the same old joke about tranny cock from jim. opie admitted and accepted his place the show. was the two other queens who couldnâ€t keep together. opie ✚'</li><li>'fuck that faggot fallon. fucking sissy boy acting like year old playing slumber party games. put norm amp louis tour together. see how much fucking money they make together.'</li></ul> |
| hate | <ul><li>'dalits are lowlives'</li><li>'gay people are burden our society'</li><li>'arabs are not welcome'</li></ul> |
| toxic | <ul><li>'cocksucker before you piss around work'</li><li>'hey... what it.. talk what it... exclusive group some talibans...who are good destroying, self-appointed purist who gang any one who asks them questions abt their anti-social and destructive (non)-contribution wp? ask sityush clean his behavior than issue nonsensical warnings...'</li><li>"bye don't look, come think comming back tosser."</li></ul> |
| physical violence | <ul><li>'husband beats frequently, wife tells court'</li><li>'best thing for do, remain silent when return work today. nobody wants hear anything from me, unless husband beats me.'</li><li>'husband will never beat me, bambam denies rumour that teddya beats her'</li></ul> |
| bullying | <ul><li>"here home. neighbors pick family and mind you son autistic. feels like high school. they call names attack for reason and bully all the time. can't step front porch without them doing something"</li><li>'being bullied school: high-achieving boys use further strategies maintain masculinity, for example becoming bullies themselves, disrupting the lessons, devaluing girls’ achievements https://www.bipartisanalliance.com///being-bullied-at-school-high-achieving.html?spref=tw'</li><li>'there was girl class 6th grade who was little autistic, and her parents thought it’d better send her public school. she didn’t fit with the class and was lowkey bullied (it was actually high key but the teacher downplayed and did nothing)'</li></ul> |
| offensive | <ul><li>'the world will rejoice when you die. murderer classless'</li><li>'destroy our country? more like defending our country against treasonous traitor the white house trumpisatraitor trumptaxes trumpsaninternationaldisgrace trumpmustresign'</li><li>'looks like the lying incompetent homophobic racist borisjohnson will the next tory leader...well least we’ll get generalelection boris? borisjohnsonshouldnotbepm torydrugoff toryleadershipcontest https://t.co/ho4hibto7a'</li></ul> |
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.5722 |
## 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("Nikhilbendre/my-awesome-setfit-model")
# Run inference
preds = model("this bitch")
```
<!--
### Downstream Use
*List how someone could finetune this model on their own dataset.*
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:--------|:-----|
| Word count | 1 | 31.7855 | 1331 |
| Label | Training Sample Count |
|:------------------|:----------------------|
| adult content | 100 |
| bullying | 100 |
| derogatory | 100 |
| discrimination | 100 |
| gun violence | 100 |
| hate | 100 |
| offensive | 100 |
| physical violence | 100 |
| sexual harassment | 100 |
| suicide | 100 |
| toxic | 100 |
### Training Hyperparameters
- batch_size: (4, 4)
- num_epochs: (10, 10)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- 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 |
|:------:|:------:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.2443 | - |
| 0.0045 | 50 | 0.3281 | - |
| 0.0091 | 100 | 0.3332 | - |
| 0.0136 | 150 | 0.2277 | - |
| 0.0182 | 200 | 0.2349 | - |
| 0.0227 | 250 | 0.1334 | - |
| 0.0273 | 300 | 0.2644 | - |
| 0.0318 | 350 | 0.2592 | - |
| 0.0364 | 400 | 0.1887 | - |
| 0.0409 | 450 | 0.1979 | - |
| 0.0455 | 500 | 0.2129 | - |
| 0.05 | 550 | 0.0973 | - |
| 0.0545 | 600 | 0.2668 | - |
| 0.0591 | 650 | 0.1174 | - |
| 0.0636 | 700 | 0.1916 | - |
| 0.0682 | 750 | 0.1189 | - |
| 0.0727 | 800 | 0.2277 | - |
| 0.0773 | 850 | 0.1881 | - |
| 0.0818 | 900 | 0.1465 | - |
| 0.0864 | 950 | 0.1099 | - |
| 0.0909 | 1000 | 0.1549 | - |
| 0.0955 | 1050 | 0.1248 | - |
| 0.1 | 1100 | 0.1229 | - |
| 0.1045 | 1150 | 0.1852 | - |
| 0.1091 | 1200 | 0.0698 | - |
| 0.1136 | 1250 | 0.1726 | - |
| 0.1182 | 1300 | 0.1093 | - |
| 0.1227 | 1350 | 0.1563 | - |
| 0.1273 | 1400 | 0.1223 | - |
| 0.1318 | 1450 | 0.0557 | - |
| 0.1364 | 1500 | 0.1671 | - |
| 0.1409 | 1550 | 0.0872 | - |
| 0.1455 | 1600 | 0.0795 | - |
| 0.15 | 1650 | 0.0429 | - |
| 0.1545 | 1700 | 0.1217 | - |
| 0.1591 | 1750 | 0.0094 | - |
| 0.1636 | 1800 | 0.0463 | - |
| 0.1682 | 1850 | 0.0842 | - |
| 0.1727 | 1900 | 0.004 | - |
| 0.1773 | 1950 | 0.0204 | - |
| 0.1818 | 2000 | 0.0133 | - |
| 0.1864 | 2050 | 0.1028 | - |
| 0.1909 | 2100 | 0.0098 | - |
| 0.1955 | 2150 | 0.0166 | - |
| 0.2 | 2200 | 0.0221 | - |
| 0.2045 | 2250 | 0.0296 | - |
| 0.2091 | 2300 | 0.024 | - |
| 0.2136 | 2350 | 0.1014 | - |
| 0.2182 | 2400 | 0.0035 | - |
| 0.2227 | 2450 | 0.0086 | - |
| 0.2273 | 2500 | 0.0092 | - |
| 0.2318 | 2550 | 0.001 | - |
| 0.2364 | 2600 | 0.0047 | - |
| 0.2409 | 2650 | 0.0065 | - |
| 0.2455 | 2700 | 0.0046 | - |
| 0.25 | 2750 | 0.0094 | - |
| 0.2545 | 2800 | 0.004 | - |
| 0.2591 | 2850 | 0.1082 | - |
| 0.2636 | 2900 | 0.0022 | - |
| 0.2682 | 2950 | 0.0026 | - |
| 0.2727 | 3000 | 0.0009 | - |
| 0.2773 | 3050 | 0.0008 | - |
| 0.2818 | 3100 | 0.0004 | - |
| 0.2864 | 3150 | 0.0012 | - |
| 0.2909 | 3200 | 0.0005 | - |
| 0.2955 | 3250 | 0.0021 | - |
| 0.3 | 3300 | 0.0008 | - |
| 0.3045 | 3350 | 0.0007 | - |
| 0.3091 | 3400 | 0.002 | - |
| 0.3136 | 3450 | 0.0013 | - |
| 0.3182 | 3500 | 0.0007 | - |
| 0.3227 | 3550 | 0.0052 | - |
| 0.3273 | 3600 | 0.0012 | - |
| 0.3318 | 3650 | 0.0019 | - |
| 0.3364 | 3700 | 0.0006 | - |
| 0.3409 | 3750 | 0.0009 | - |
| 0.3455 | 3800 | 0.0004 | - |
| 0.35 | 3850 | 0.0039 | - |
| 0.3545 | 3900 | 0.0005 | - |
| 0.3591 | 3950 | 0.0086 | - |
| 0.3636 | 4000 | 0.0002 | - |
| 0.3682 | 4050 | 0.0014 | - |
| 0.3727 | 4100 | 0.0006 | - |
| 0.3773 | 4150 | 0.0012 | - |
| 0.3818 | 4200 | 0.0008 | - |
| 0.3864 | 4250 | 0.0008 | - |
| 0.3909 | 4300 | 0.0004 | - |
| 0.3955 | 4350 | 0.0003 | - |
| 0.4 | 4400 | 0.0002 | - |
| 0.4045 | 4450 | 0.0001 | - |
| 0.4091 | 4500 | 0.0003 | - |
| 0.4136 | 4550 | 0.0003 | - |
| 0.4182 | 4600 | 0.0001 | - |
| 0.4227 | 4650 | 0.0003 | - |
| 0.4273 | 4700 | 0.0002 | - |
| 0.4318 | 4750 | 0.0002 | - |
| 0.4364 | 4800 | 0.0001 | - |
| 0.4409 | 4850 | 0.0003 | - |
| 0.4455 | 4900 | 0.0001 | - |
| 0.45 | 4950 | 0.0009 | - |
| 0.4545 | 5000 | 0.0002 | - |
| 0.4591 | 5050 | 0.0001 | - |
| 0.4636 | 5100 | 0.0001 | - |
| 0.4682 | 5150 | 0.0001 | - |
| 0.4727 | 5200 | 0.0006 | - |
| 0.4773 | 5250 | 0.0001 | - |
| 0.4818 | 5300 | 0.0002 | - |
| 0.4864 | 5350 | 0.0001 | - |
| 0.4909 | 5400 | 0.0002 | - |
| 0.4955 | 5450 | 0.0002 | - |
| 0.5 | 5500 | 0.0002 | - |
| 0.5045 | 5550 | 0.0002 | - |
| 0.5091 | 5600 | 0.0006 | - |
| 0.5136 | 5650 | 0.0001 | - |
| 0.5182 | 5700 | 0.0001 | - |
| 0.5227 | 5750 | 0.0002 | - |
| 0.5273 | 5800 | 0.0001 | - |
| 0.5318 | 5850 | 0.0013 | - |
| 0.5364 | 5900 | 0.0002 | - |
| 0.5409 | 5950 | 0.0003 | - |
| 0.5455 | 6000 | 0.0002 | - |
| 0.55 | 6050 | 0.0007 | - |
| 0.5545 | 6100 | 0.0002 | - |
| 0.5591 | 6150 | 0.0001 | - |
| 0.5636 | 6200 | 0.0002 | - |
| 0.5682 | 6250 | 0.0013 | - |
| 0.5727 | 6300 | 0.0003 | - |
| 0.5773 | 6350 | 0.0002 | - |
| 0.5818 | 6400 | 0.0001 | - |
| 0.5864 | 6450 | 0.0002 | - |
| 0.5909 | 6500 | 0.0001 | - |
| 0.5955 | 6550 | 0.0004 | - |
| 0.6 | 6600 | 0.0001 | - |
| 0.6045 | 6650 | 0.0002 | - |
| 0.6091 | 6700 | 0.0003 | - |
| 0.6136 | 6750 | 0.0017 | - |
| 0.6182 | 6800 | 0.0019 | - |
| 0.6227 | 6850 | 0.0003 | - |
| 0.6273 | 6900 | 0.001 | - |
| 0.6318 | 6950 | 0.0001 | - |
| 0.6364 | 7000 | 0.0002 | - |
| 0.6409 | 7050 | 0.0007 | - |
| 0.6455 | 7100 | 0.0001 | - |
| 0.65 | 7150 | 0.0002 | - |
| 0.6545 | 7200 | 0.0002 | - |
| 0.6591 | 7250 | 0.0004 | - |
| 0.6636 | 7300 | 0.0004 | - |
| 0.6682 | 7350 | 0.0007 | - |
| 0.6727 | 7400 | 0.0002 | - |
| 0.6773 | 7450 | 0.0001 | - |
| 0.6818 | 7500 | 0.0003 | - |
| 0.6864 | 7550 | 0.0001 | - |
| 0.6909 | 7600 | 0.0 | - |
| 0.6955 | 7650 | 0.0002 | - |
| 0.7 | 7700 | 0.0005 | - |
| 0.7045 | 7750 | 0.0002 | - |
| 0.7091 | 7800 | 0.0 | - |
| 0.7136 | 7850 | 0.0001 | - |
| 0.7182 | 7900 | 0.0002 | - |
| 0.7227 | 7950 | 0.0001 | - |
| 0.7273 | 8000 | 0.0001 | - |
| 0.7318 | 8050 | 0.0003 | - |
| 0.7364 | 8100 | 0.0019 | - |
| 0.7409 | 8150 | 0.0014 | - |
| 0.7455 | 8200 | 0.0001 | - |
| 0.75 | 8250 | 0.0002 | - |
| 0.7545 | 8300 | 0.0002 | - |
| 0.7591 | 8350 | 0.0005 | - |
| 0.7636 | 8400 | 0.0001 | - |
| 0.7682 | 8450 | 0.0045 | - |
| 0.7727 | 8500 | 0.0 | - |
| 0.7773 | 8550 | 0.0002 | - |
| 0.7818 | 8600 | 0.0008 | - |
| 0.7864 | 8650 | 0.0003 | - |
| 0.7909 | 8700 | 0.0001 | - |
| 0.7955 | 8750 | 0.0001 | - |
| 0.8 | 8800 | 0.0003 | - |
| 0.8045 | 8850 | 0.0 | - |
| 0.8091 | 8900 | 0.0 | - |
| 0.8136 | 8950 | 0.0001 | - |
| 0.8182 | 9000 | 0.0 | - |
| 0.8227 | 9050 | 0.0001 | - |
| 0.8273 | 9100 | 0.0 | - |
| 0.8318 | 9150 | 0.0001 | - |
| 0.8364 | 9200 | 0.0003 | - |
| 0.8409 | 9250 | 0.0 | - |
| 0.8455 | 9300 | 0.0 | - |
| 0.85 | 9350 | 0.0408 | - |
| 0.8545 | 9400 | 0.0021 | - |
| 0.8591 | 9450 | 0.1726 | - |
| 0.8636 | 9500 | 0.1827 | - |
| 0.8682 | 9550 | 0.0006 | - |
| 0.8727 | 9600 | 0.0001 | - |
| 0.8773 | 9650 | 0.0001 | - |
| 0.8818 | 9700 | 0.0003 | - |
| 0.8864 | 9750 | 0.0001 | - |
| 0.8909 | 9800 | 0.0001 | - |
| 0.8955 | 9850 | 0.0001 | - |
| 0.9 | 9900 | 0.001 | - |
| 0.9045 | 9950 | 0.0001 | - |
| 0.9091 | 10000 | 0.0002 | - |
| 0.9136 | 10050 | 0.0002 | - |
| 0.9182 | 10100 | 0.0001 | - |
| 0.9227 | 10150 | 0.0001 | - |
| 0.9273 | 10200 | 0.0004 | - |
| 0.9318 | 10250 | 0.0001 | - |
| 0.9364 | 10300 | 0.0001 | - |
| 0.9409 | 10350 | 0.0002 | - |
| 0.9455 | 10400 | 0.0001 | - |
| 0.95 | 10450 | 0.0 | - |
| 0.9545 | 10500 | 0.0001 | - |
| 0.9591 | 10550 | 0.0001 | - |
| 0.9636 | 10600 | 0.0002 | - |
| 0.9682 | 10650 | 0.0001 | - |
| 0.9727 | 10700 | 0.0 | - |
| 0.9773 | 10750 | 0.0 | - |
| 0.9818 | 10800 | 0.0 | - |
| 0.9864 | 10850 | 0.0 | - |
| 0.9909 | 10900 | 0.0001 | - |
| 0.9955 | 10950 | 0.0 | - |
| 1.0 | 11000 | 0.0 | - |
| 1.0045 | 11050 | 0.0001 | - |
| 1.0091 | 11100 | 0.0002 | - |
| 1.0136 | 11150 | 0.0001 | - |
| 1.0182 | 11200 | 0.0001 | - |
| 1.0227 | 11250 | 0.0001 | - |
| 1.0273 | 11300 | 0.0 | - |
| 1.0318 | 11350 | 0.0014 | - |
| 1.0364 | 11400 | 0.0002 | - |
| 1.0409 | 11450 | 0.0001 | - |
| 1.0455 | 11500 | 0.0001 | - |
| 1.05 | 11550 | 0.0001 | - |
| 1.0545 | 11600 | 0.0 | - |
| 1.0591 | 11650 | 0.0 | - |
| 1.0636 | 11700 | 0.0003 | - |
| 1.0682 | 11750 | 0.0002 | - |
| 1.0727 | 11800 | 0.0001 | - |
| 1.0773 | 11850 | 0.0001 | - |
| 1.0818 | 11900 | 0.0001 | - |
| 1.0864 | 11950 | 0.0001 | - |
| 1.0909 | 12000 | 0.0001 | - |
| 1.0955 | 12050 | 0.0001 | - |
| 1.1 | 12100 | 0.0002 | - |
| 1.1045 | 12150 | 0.0001 | - |
| 1.1091 | 12200 | 0.0698 | - |
| 1.1136 | 12250 | 0.0001 | - |
| 1.1182 | 12300 | 0.0001 | - |
| 1.1227 | 12350 | 0.0002 | - |
| 1.1273 | 12400 | 0.0002 | - |
| 1.1318 | 12450 | 0.0002 | - |
| 1.1364 | 12500 | 0.0 | - |
| 1.1409 | 12550 | 0.0001 | - |
| 1.1455 | 12600 | 0.0001 | - |
| 1.15 | 12650 | 0.0001 | - |
| 1.1545 | 12700 | 0.0 | - |
| 1.1591 | 12750 | 0.0004 | - |
| 1.1636 | 12800 | 0.0001 | - |
| 1.1682 | 12850 | 0.0001 | - |
| 1.1727 | 12900 | 0.0 | - |
| 1.1773 | 12950 | 0.0001 | - |
| 1.1818 | 13000 | 0.0001 | - |
| 1.1864 | 13050 | 0.0002 | - |
| 1.1909 | 13100 | 0.0001 | - |
| 1.1955 | 13150 | 0.0 | - |
| 1.2 | 13200 | 0.0001 | - |
| 1.2045 | 13250 | 0.0002 | - |
| 1.2091 | 13300 | 0.0 | - |
| 1.2136 | 13350 | 0.0002 | - |
| 1.2182 | 13400 | 0.0001 | - |
| 1.2227 | 13450 | 0.0002 | - |
| 1.2273 | 13500 | 0.001 | - |
| 1.2318 | 13550 | 0.0001 | - |
| 1.2364 | 13600 | 0.0 | - |
| 1.2409 | 13650 | 0.0001 | - |
| 1.2455 | 13700 | 0.0 | - |
| 1.25 | 13750 | 0.0001 | - |
| 1.2545 | 13800 | 0.0002 | - |
| 1.2591 | 13850 | 0.0009 | - |
| 1.2636 | 13900 | 0.0 | - |
| 1.2682 | 13950 | 0.0001 | - |
| 1.2727 | 14000 | 0.0 | - |
| 1.2773 | 14050 | 0.001 | - |
| 1.2818 | 14100 | 0.0001 | - |
| 1.2864 | 14150 | 0.0001 | - |
| 1.2909 | 14200 | 0.0001 | - |
| 1.2955 | 14250 | 0.0011 | - |
| 1.3 | 14300 | 0.0003 | - |
| 1.3045 | 14350 | 0.0449 | - |
| 1.3091 | 14400 | 0.0004 | - |
| 1.3136 | 14450 | 0.0219 | - |
| 1.3182 | 14500 | 0.002 | - |
| 1.3227 | 14550 | 0.0001 | - |
| 1.3273 | 14600 | 0.0001 | - |
| 1.3318 | 14650 | 0.0 | - |
| 1.3364 | 14700 | 0.0001 | - |
| 1.3409 | 14750 | 0.0002 | - |
| 1.3455 | 14800 | 0.0 | - |
| 1.35 | 14850 | 0.0001 | - |
| 1.3545 | 14900 | 0.0001 | - |
| 1.3591 | 14950 | 0.0001 | - |
| 1.3636 | 15000 | 0.0059 | - |
| 1.3682 | 15050 | 0.0005 | - |
| 1.3727 | 15100 | 0.0001 | - |
| 1.3773 | 15150 | 0.0 | - |
| 1.3818 | 15200 | 0.0 | - |
| 1.3864 | 15250 | 0.0 | - |
| 1.3909 | 15300 | 0.0 | - |
| 1.3955 | 15350 | 0.0 | - |
| 1.4 | 15400 | 0.0001 | - |
| 1.4045 | 15450 | 0.0 | - |
| 1.4091 | 15500 | 0.0001 | - |
| 1.4136 | 15550 | 0.0001 | - |
| 1.4182 | 15600 | 0.0001 | - |
| 1.4227 | 15650 | 0.0 | - |
| 1.4273 | 15700 | 0.0 | - |
| 1.4318 | 15750 | 0.0 | - |
| 1.4364 | 15800 | 0.0001 | - |
| 1.4409 | 15850 | 0.0 | - |
| 1.4455 | 15900 | 0.0001 | - |
| 1.45 | 15950 | 0.0005 | - |
| 1.4545 | 16000 | 0.0001 | - |
| 1.4591 | 16050 | 0.0001 | - |
| 1.4636 | 16100 | 0.0002 | - |
| 1.4682 | 16150 | 0.0 | - |
| 1.4727 | 16200 | 0.0 | - |
| 1.4773 | 16250 | 0.0001 | - |
| 1.4818 | 16300 | 0.0002 | - |
| 1.4864 | 16350 | 0.0 | - |
| 1.4909 | 16400 | 0.0001 | - |
| 1.4955 | 16450 | 0.0 | - |
| 1.5 | 16500 | 0.0 | - |
| 1.5045 | 16550 | 0.0 | - |
| 1.5091 | 16600 | 0.0 | - |
| 1.5136 | 16650 | 0.0001 | - |
| 1.5182 | 16700 | 0.0 | - |
| 1.5227 | 16750 | 0.0 | - |
| 1.5273 | 16800 | 0.0001 | - |
| 1.5318 | 16850 | 0.0 | - |
| 1.5364 | 16900 | 0.0 | - |
| 1.5409 | 16950 | 0.0 | - |
| 1.5455 | 17000 | 0.0 | - |
| 1.55 | 17050 | 0.0001 | - |
| 1.5545 | 17100 | 0.0 | - |
| 1.5591 | 17150 | 0.0 | - |
| 1.5636 | 17200 | 0.0 | - |
| 1.5682 | 17250 | 0.0 | - |
| 1.5727 | 17300 | 0.0 | - |
| 1.5773 | 17350 | 0.0 | - |
| 1.5818 | 17400 | 0.0002 | - |
| 1.5864 | 17450 | 0.0 | - |
| 1.5909 | 17500 | 0.0 | - |
| 1.5955 | 17550 | 0.0 | - |
| 1.6 | 17600 | 0.0001 | - |
| 1.6045 | 17650 | 0.0 | - |
| 1.6091 | 17700 | 0.0 | - |
| 1.6136 | 17750 | 0.0 | - |
| 1.6182 | 17800 | 0.0 | - |
| 1.6227 | 17850 | 0.0 | - |
| 1.6273 | 17900 | 0.0001 | - |
| 1.6318 | 17950 | 0.0 | - |
| 1.6364 | 18000 | 0.0001 | - |
| 1.6409 | 18050 | 0.0001 | - |
| 1.6455 | 18100 | 0.0001 | - |
| 1.65 | 18150 | 0.0 | - |
| 1.6545 | 18200 | 0.0003 | - |
| 1.6591 | 18250 | 0.0001 | - |
| 1.6636 | 18300 | 0.0001 | - |
| 1.6682 | 18350 | 0.0 | - |
| 1.6727 | 18400 | 0.0 | - |
| 1.6773 | 18450 | 0.0 | - |
| 1.6818 | 18500 | 0.0001 | - |
| 1.6864 | 18550 | 0.0 | - |
| 1.6909 | 18600 | 0.0 | - |
| 1.6955 | 18650 | 0.0 | - |
| 1.7 | 18700 | 0.0 | - |
| 1.7045 | 18750 | 0.0001 | - |
| 1.7091 | 18800 | 0.0001 | - |
| 1.7136 | 18850 | 0.0001 | - |
| 1.7182 | 18900 | 0.0 | - |
| 1.7227 | 18950 | 0.0 | - |
| 1.7273 | 19000 | 0.0 | - |
| 1.7318 | 19050 | 0.0001 | - |
| 1.7364 | 19100 | 0.0 | - |
| 1.7409 | 19150 | 0.0 | - |
| 1.7455 | 19200 | 0.0 | - |
| 1.75 | 19250 | 0.0001 | - |
| 1.7545 | 19300 | 0.0 | - |
| 1.7591 | 19350 | 0.0 | - |
| 1.7636 | 19400 | 0.0002 | - |
| 1.7682 | 19450 | 0.0001 | - |
| 1.7727 | 19500 | 0.0001 | - |
| 1.7773 | 19550 | 0.0 | - |
| 1.7818 | 19600 | 0.0001 | - |
| 1.7864 | 19650 | 0.0007 | - |
| 1.7909 | 19700 | 0.0 | - |
| 1.7955 | 19750 | 0.0001 | - |
| 1.8 | 19800 | 0.0002 | - |
| 1.8045 | 19850 | 0.0 | - |
| 1.8091 | 19900 | 0.0002 | - |
| 1.8136 | 19950 | 0.0002 | - |
| 1.8182 | 20000 | 0.0 | - |
| 1.8227 | 20050 | 0.0002 | - |
| 1.8273 | 20100 | 0.0 | - |
| 1.8318 | 20150 | 0.0 | - |
| 1.8364 | 20200 | 0.0 | - |
| 1.8409 | 20250 | 0.0001 | - |
| 1.8455 | 20300 | 0.0001 | - |
| 1.85 | 20350 | 0.0 | - |
| 1.8545 | 20400 | 0.0001 | - |
| 1.8591 | 20450 | 0.0 | - |
| 1.8636 | 20500 | 0.0 | - |
| 1.8682 | 20550 | 0.0 | - |
| 1.8727 | 20600 | 0.0014 | - |
| 1.8773 | 20650 | 0.0001 | - |
| 1.8818 | 20700 | 0.0 | - |
| 1.8864 | 20750 | 0.0009 | - |
| 1.8909 | 20800 | 0.0002 | - |
| 1.8955 | 20850 | 0.0 | - |
| 1.9 | 20900 | 0.0227 | - |
| 1.9045 | 20950 | 0.1435 | - |
| 1.9091 | 21000 | 0.0002 | - |
| 1.9136 | 21050 | 0.0137 | - |
| 1.9182 | 21100 | 0.0004 | - |
| 1.9227 | 21150 | 0.0001 | - |
| 1.9273 | 21200 | 0.0001 | - |
| 1.9318 | 21250 | 0.0 | - |
| 1.9364 | 21300 | 0.0001 | - |
| 1.9409 | 21350 | 0.0 | - |
| 1.9455 | 21400 | 0.0 | - |
| 1.95 | 21450 | 0.0001 | - |
| 1.9545 | 21500 | 0.0 | - |
| 1.9591 | 21550 | 0.0 | - |
| 1.9636 | 21600 | 0.0001 | - |
| 1.9682 | 21650 | 0.0 | - |
| 1.9727 | 21700 | 0.0001 | - |
| 1.9773 | 21750 | 0.0 | - |
| 1.9818 | 21800 | 0.0 | - |
| 1.9864 | 21850 | 0.0 | - |
| 1.9909 | 21900 | 0.0 | - |
| 1.9955 | 21950 | 0.0001 | - |
| 2.0 | 22000 | 0.0001 | - |
| 2.0045 | 22050 | 0.0001 | - |
| 2.0091 | 22100 | 0.0 | - |
| 2.0136 | 22150 | 0.0005 | - |
| 2.0182 | 22200 | 0.0001 | - |
| 2.0227 | 22250 | 0.0 | - |
| 2.0273 | 22300 | 0.0001 | - |
| 2.0318 | 22350 | 0.0002 | - |
| 2.0364 | 22400 | 0.0042 | - |
| 2.0409 | 22450 | 0.0147 | - |
| 2.0455 | 22500 | 0.0 | - |
| 2.05 | 22550 | 0.0 | - |
| 2.0545 | 22600 | 0.0 | - |
| 2.0591 | 22650 | 0.0026 | - |
| 2.0636 | 22700 | 0.0 | - |
| 2.0682 | 22750 | 0.0001 | - |
| 2.0727 | 22800 | 0.0 | - |
| 2.0773 | 22850 | 0.0 | - |
| 2.0818 | 22900 | 0.0001 | - |
| 2.0864 | 22950 | 0.0 | - |
| 2.0909 | 23000 | 0.0001 | - |
| 2.0955 | 23050 | 0.0001 | - |
| 2.1 | 23100 | 0.0 | - |
| 2.1045 | 23150 | 0.0 | - |
| 2.1091 | 23200 | 0.0001 | - |
| 2.1136 | 23250 | 0.0 | - |
| 2.1182 | 23300 | 0.0 | - |
| 2.1227 | 23350 | 0.0002 | - |
| 2.1273 | 23400 | 0.0 | - |
| 2.1318 | 23450 | 0.0 | - |
| 2.1364 | 23500 | 0.0001 | - |
| 2.1409 | 23550 | 0.0 | - |
| 2.1455 | 23600 | 0.0 | - |
| 2.15 | 23650 | 0.0 | - |
| 2.1545 | 23700 | 0.0 | - |
| 2.1591 | 23750 | 0.0001 | - |
| 2.1636 | 23800 | 0.0 | - |
| 2.1682 | 23850 | 0.0 | - |
| 2.1727 | 23900 | 0.0 | - |
| 2.1773 | 23950 | 0.0001 | - |
| 2.1818 | 24000 | 0.0 | - |
| 2.1864 | 24050 | 0.0 | - |
| 2.1909 | 24100 | 0.0 | - |
| 2.1955 | 24150 | 0.0 | - |
| 2.2 | 24200 | 0.0001 | - |
| 2.2045 | 24250 | 0.0 | - |
| 2.2091 | 24300 | 0.0001 | - |
| 2.2136 | 24350 | 0.0 | - |
| 2.2182 | 24400 | 0.0 | - |
| 2.2227 | 24450 | 0.0 | - |
| 2.2273 | 24500 | 0.0001 | - |
| 2.2318 | 24550 | 0.0 | - |
| 2.2364 | 24600 | 0.0 | - |
| 2.2409 | 24650 | 0.0 | - |
| 2.2455 | 24700 | 0.0001 | - |
| 2.25 | 24750 | 0.0001 | - |
| 2.2545 | 24800 | 0.0 | - |
| 2.2591 | 24850 | 0.0 | - |
| 2.2636 | 24900 | 0.0 | - |
| 2.2682 | 24950 | 0.0 | - |
| 2.2727 | 25000 | 0.0 | - |
| 2.2773 | 25050 | 0.0001 | - |
| 2.2818 | 25100 | 0.0 | - |
| 2.2864 | 25150 | 0.0 | - |
| 2.2909 | 25200 | 0.0002 | - |
| 2.2955 | 25250 | 0.0 | - |
| 2.3 | 25300 | 0.0 | - |
| 2.3045 | 25350 | 0.0001 | - |
| 2.3091 | 25400 | 0.0 | - |
| 2.3136 | 25450 | 0.0001 | - |
| 2.3182 | 25500 | 0.0001 | - |
| 2.3227 | 25550 | 0.0 | - |
| 2.3273 | 25600 | 0.0 | - |
| 2.3318 | 25650 | 0.0 | - |
| 2.3364 | 25700 | 0.0001 | - |
| 2.3409 | 25750 | 0.0 | - |
| 2.3455 | 25800 | 0.0002 | - |
| 2.35 | 25850 | 0.0 | - |
| 2.3545 | 25900 | 0.0001 | - |
| 2.3591 | 25950 | 0.0001 | - |
| 2.3636 | 26000 | 0.0 | - |
| 2.3682 | 26050 | 0.0002 | - |
| 2.3727 | 26100 | 0.0 | - |
| 2.3773 | 26150 | 0.0 | - |
| 2.3818 | 26200 | 0.0002 | - |
| 2.3864 | 26250 | 0.0 | - |
| 2.3909 | 26300 | 0.0004 | - |
| 2.3955 | 26350 | 0.0 | - |
| 2.4 | 26400 | 0.0 | - |
| 2.4045 | 26450 | 0.0 | - |
| 2.4091 | 26500 | 0.0 | - |
| 2.4136 | 26550 | 0.0 | - |
| 2.4182 | 26600 | 0.0 | - |
| 2.4227 | 26650 | 0.0 | - |
| 2.4273 | 26700 | 0.0 | - |
| 2.4318 | 26750 | 0.0001 | - |
| 2.4364 | 26800 | 0.0 | - |
| 2.4409 | 26850 | 0.0 | - |
| 2.4455 | 26900 | 0.0001 | - |
| 2.45 | 26950 | 0.0 | - |
| 2.4545 | 27000 | 0.0001 | - |
| 2.4591 | 27050 | 0.0 | - |
| 2.4636 | 27100 | 0.0 | - |
| 2.4682 | 27150 | 0.0 | - |
| 2.4727 | 27200 | 0.0 | - |
| 2.4773 | 27250 | 0.0 | - |
| 2.4818 | 27300 | 0.0001 | - |
| 2.4864 | 27350 | 0.0 | - |
| 2.4909 | 27400 | 0.0001 | - |
| 2.4955 | 27450 | 0.0001 | - |
| 2.5 | 27500 | 0.0 | - |
| 2.5045 | 27550 | 0.0 | - |
| 2.5091 | 27600 | 0.0002 | - |
| 2.5136 | 27650 | 0.0 | - |
| 2.5182 | 27700 | 0.0001 | - |
| 2.5227 | 27750 | 0.0008 | - |
| 2.5273 | 27800 | 0.0002 | - |
| 2.5318 | 27850 | 0.0 | - |
| 2.5364 | 27900 | 0.0001 | - |
| 2.5409 | 27950 | 0.0001 | - |
| 2.5455 | 28000 | 0.0 | - |
| 2.55 | 28050 | 0.0179 | - |
| 2.5545 | 28100 | 0.0 | - |
| 2.5591 | 28150 | 0.0001 | - |
| 2.5636 | 28200 | 0.0 | - |
| 2.5682 | 28250 | 0.0 | - |
| 2.5727 | 28300 | 0.0031 | - |
| 2.5773 | 28350 | 0.0001 | - |
| 2.5818 | 28400 | 0.0 | - |
| 2.5864 | 28450 | 0.0 | - |
| 2.5909 | 28500 | 0.0001 | - |
| 2.5955 | 28550 | 0.0001 | - |
| 2.6 | 28600 | 0.0 | - |
| 2.6045 | 28650 | 0.0 | - |
| 2.6091 | 28700 | 0.0001 | - |
| 2.6136 | 28750 | 0.0 | - |
| 2.6182 | 28800 | 0.0 | - |
| 2.6227 | 28850 | 0.0 | - |
| 2.6273 | 28900 | 0.0 | - |
| 2.6318 | 28950 | 0.0 | - |
| 2.6364 | 29000 | 0.0001 | - |
| 2.6409 | 29050 | 0.0001 | - |
| 2.6455 | 29100 | 0.0 | - |
| 2.65 | 29150 | 0.0 | - |
| 2.6545 | 29200 | 0.0 | - |
| 2.6591 | 29250 | 0.0001 | - |
| 2.6636 | 29300 | 0.0 | - |
| 2.6682 | 29350 | 0.0 | - |
| 2.6727 | 29400 | 0.0 | - |
| 2.6773 | 29450 | 0.0 | - |
| 2.6818 | 29500 | 0.0 | - |
| 2.6864 | 29550 | 0.0 | - |
| 2.6909 | 29600 | 0.0 | - |
| 2.6955 | 29650 | 0.0 | - |
| 2.7 | 29700 | 0.0 | - |
| 2.7045 | 29750 | 0.0001 | - |
| 2.7091 | 29800 | 0.0 | - |
| 2.7136 | 29850 | 0.0 | - |
| 2.7182 | 29900 | 0.0001 | - |
| 2.7227 | 29950 | 0.0 | - |
| 2.7273 | 30000 | 0.0 | - |
| 2.7318 | 30050 | 0.0001 | - |
| 2.7364 | 30100 | 0.0001 | - |
| 2.7409 | 30150 | 0.0 | - |
| 2.7455 | 30200 | 0.0001 | - |
| 2.75 | 30250 | 0.0 | - |
| 2.7545 | 30300 | 0.0005 | - |
| 2.7591 | 30350 | 0.1041 | - |
| 2.7636 | 30400 | 0.0049 | - |
| 2.7682 | 30450 | 0.0264 | - |
| 2.7727 | 30500 | 0.0 | - |
| 2.7773 | 30550 | 0.0 | - |
| 2.7818 | 30600 | 0.2649 | - |
| 2.7864 | 30650 | 0.0016 | - |
| 2.7909 | 30700 | 0.0001 | - |
| 2.7955 | 30750 | 0.0123 | - |
| 2.8 | 30800 | 0.1437 | - |
| 2.8045 | 30850 | 0.0 | - |
| 2.8091 | 30900 | 0.0 | - |
| 2.8136 | 30950 | 0.0 | - |
| 2.8182 | 31000 | 0.2468 | - |
| 2.8227 | 31050 | 0.0 | - |
| 2.8273 | 31100 | 0.0 | - |
| 2.8318 | 31150 | 0.0 | - |
| 2.8364 | 31200 | 0.0 | - |
| 2.8409 | 31250 | 0.0 | - |
| 2.8455 | 31300 | 0.2486 | - |
| 2.85 | 31350 | 0.0001 | - |
| 2.8545 | 31400 | 0.0001 | - |
| 2.8591 | 31450 | 0.0 | - |
| 2.8636 | 31500 | 0.0 | - |
| 2.8682 | 31550 | 0.0001 | - |
| 2.8727 | 31600 | 0.0 | - |
| 2.8773 | 31650 | 0.0 | - |
| 2.8818 | 31700 | 0.0 | - |
| 2.8864 | 31750 | 0.0 | - |
| 2.8909 | 31800 | 0.0 | - |
| 2.8955 | 31850 | 0.0 | - |
| 2.9 | 31900 | 0.0 | - |
| 2.9045 | 31950 | 0.2417 | - |
| 2.9091 | 32000 | 0.0 | - |
| 2.9136 | 32050 | 0.2362 | - |
| 2.9182 | 32100 | 0.0003 | - |
| 2.9227 | 32150 | 0.0001 | - |
| 2.9273 | 32200 | 0.0003 | - |
| 2.9318 | 32250 | 0.0 | - |
| 2.9364 | 32300 | 0.0001 | - |
| 2.9409 | 32350 | 0.2468 | - |
| 2.9455 | 32400 | 0.0 | - |
| 2.95 | 32450 | 0.0 | - |
| 2.9545 | 32500 | 0.2505 | - |
| 2.9591 | 32550 | 0.0232 | - |
| 2.9636 | 32600 | 0.0001 | - |
| 2.9682 | 32650 | 0.2462 | - |
| 2.9727 | 32700 | 0.0001 | - |
| 2.9773 | 32750 | 0.0042 | - |
| 2.9818 | 32800 | 0.007 | - |
| 2.9864 | 32850 | 0.0105 | - |
| 2.9909 | 32900 | 0.0674 | - |
| 2.9955 | 32950 | 0.0 | - |
| 3.0 | 33000 | 0.0 | - |
| 3.0045 | 33050 | 0.0001 | - |
| 3.0091 | 33100 | 0.0001 | - |
| 3.0136 | 33150 | 0.2478 | - |
| 3.0182 | 33200 | 0.0007 | - |
| 3.0227 | 33250 | 0.0001 | - |
| 3.0273 | 33300 | 0.0 | - |
| 3.0318 | 33350 | 0.0015 | - |
| 3.0364 | 33400 | 0.0001 | - |
| 3.0409 | 33450 | 0.0 | - |
| 3.0455 | 33500 | 0.0001 | - |
| 3.05 | 33550 | 0.2482 | - |
| 3.0545 | 33600 | 0.0 | - |
| 3.0591 | 33650 | 0.0 | - |
| 3.0636 | 33700 | 0.0 | - |
| 3.0682 | 33750 | 0.0 | - |
| 3.0727 | 33800 | 0.0 | - |
| 3.0773 | 33850 | 0.2484 | - |
| 3.0818 | 33900 | 0.0036 | - |
| 3.0864 | 33950 | 0.0 | - |
| 3.0909 | 34000 | 0.0 | - |
| 3.0955 | 34050 | 0.0002 | - |
| 3.1 | 34100 | 0.0001 | - |
| 3.1045 | 34150 | 0.0001 | - |
| 3.1091 | 34200 | 0.2471 | - |
| 3.1136 | 34250 | 0.0 | - |
| 3.1182 | 34300 | 0.0001 | - |
| 3.1227 | 34350 | 0.0001 | - |
| 3.1273 | 34400 | 0.0038 | - |
| 3.1318 | 34450 | 0.0018 | - |
| 3.1364 | 34500 | 0.0001 | - |
| 3.1409 | 34550 | 0.0147 | - |
| 3.1455 | 34600 | 0.0 | - |
| 3.15 | 34650 | 0.2478 | - |
| 3.1545 | 34700 | 0.0025 | - |
| 3.1591 | 34750 | 0.0 | - |
| 3.1636 | 34800 | 0.0034 | - |
| 3.1682 | 34850 | 0.0 | - |
| 3.1727 | 34900 | 0.0026 | - |
| 3.1773 | 34950 | 0.0001 | - |
| 3.1818 | 35000 | 0.0 | - |
| 3.1864 | 35050 | 0.0001 | - |
| 3.1909 | 35100 | 0.0003 | - |
| 3.1955 | 35150 | 0.0 | - |
| 3.2 | 35200 | 0.0 | - |
| 3.2045 | 35250 | 0.0001 | - |
| 3.2091 | 35300 | 0.0002 | - |
| 3.2136 | 35350 | 0.0 | - |
| 3.2182 | 35400 | 0.0069 | - |
| 3.2227 | 35450 | 0.0002 | - |
| 3.2273 | 35500 | 0.0 | - |
| 3.2318 | 35550 | 0.0001 | - |
| 3.2364 | 35600 | 0.0033 | - |
| 3.2409 | 35650 | 0.0 | - |
| 3.2455 | 35700 | 0.0001 | - |
| 3.25 | 35750 | 0.0 | - |
| 3.2545 | 35800 | 0.0003 | - |
| 3.2591 | 35850 | 0.0001 | - |
| 3.2636 | 35900 | 0.0036 | - |
| 3.2682 | 35950 | 0.0 | - |
| 3.2727 | 36000 | 0.0 | - |
| 3.2773 | 36050 | 0.0004 | - |
| 3.2818 | 36100 | 0.0 | - |
| 3.2864 | 36150 | 0.0005 | - |
| 3.2909 | 36200 | 0.0 | - |
| 3.2955 | 36250 | 0.0 | - |
| 3.3 | 36300 | 0.0001 | - |
| 3.3045 | 36350 | 0.0 | - |
| 3.3091 | 36400 | 0.0 | - |
| 3.3136 | 36450 | 0.0 | - |
| 3.3182 | 36500 | 0.0 | - |
| 3.3227 | 36550 | 0.0001 | - |
| 3.3273 | 36600 | 0.0 | - |
| 3.3318 | 36650 | 0.0 | - |
| 3.3364 | 36700 | 0.0001 | - |
| 3.3409 | 36750 | 0.0001 | - |
| 3.3455 | 36800 | 0.0 | - |
| 3.35 | 36850 | 0.0 | - |
| 3.3545 | 36900 | 0.0 | - |
| 3.3591 | 36950 | 0.0 | - |
| 3.3636 | 37000 | 0.0 | - |
| 3.3682 | 37050 | 0.0 | - |
| 3.3727 | 37100 | 0.0 | - |
| 3.3773 | 37150 | 0.0024 | - |
| 3.3818 | 37200 | 0.0001 | - |
| 3.3864 | 37250 | 0.0 | - |
| 3.3909 | 37300 | 0.0001 | - |
| 3.3955 | 37350 | 0.0 | - |
| 3.4 | 37400 | 0.0046 | - |
| 3.4045 | 37450 | 0.0 | - |
| 3.4091 | 37500 | 0.0 | - |
| 3.4136 | 37550 | 0.0002 | - |
| 3.4182 | 37600 | 0.0 | - |
| 3.4227 | 37650 | 0.0001 | - |
| 3.4273 | 37700 | 0.0001 | - |
| 3.4318 | 37750 | 0.0001 | - |
| 3.4364 | 37800 | 0.0002 | - |
| 3.4409 | 37850 | 0.0 | - |
| 3.4455 | 37900 | 0.0 | - |
| 3.45 | 37950 | 0.0 | - |
| 3.4545 | 38000 | 0.0 | - |
| 3.4591 | 38050 | 0.0003 | - |
| 3.4636 | 38100 | 0.0 | - |
| 3.4682 | 38150 | 0.0007 | - |
| 3.4727 | 38200 | 0.0002 | - |
| 3.4773 | 38250 | 0.001 | - |
| 3.4818 | 38300 | 0.0 | - |
| 3.4864 | 38350 | 0.0 | - |
| 3.4909 | 38400 | 0.0 | - |
| 3.4955 | 38450 | 0.0008 | - |
| 3.5 | 38500 | 0.0 | - |
| 3.5045 | 38550 | 0.0 | - |
| 3.5091 | 38600 | 0.0032 | - |
| 3.5136 | 38650 | 0.0001 | - |
| 3.5182 | 38700 | 0.0004 | - |
| 3.5227 | 38750 | 0.0 | - |
| 3.5273 | 38800 | 0.0001 | - |
| 3.5318 | 38850 | 0.0001 | - |
| 3.5364 | 38900 | 0.0 | - |
| 3.5409 | 38950 | 0.0 | - |
| 3.5455 | 39000 | 0.0 | - |
| 3.55 | 39050 | 0.0 | - |
| 3.5545 | 39100 | 0.0 | - |
| 3.5591 | 39150 | 0.0 | - |
| 3.5636 | 39200 | 0.0 | - |
| 3.5682 | 39250 | 0.0 | - |
| 3.5727 | 39300 | 0.0 | - |
| 3.5773 | 39350 | 0.0 | - |
| 3.5818 | 39400 | 0.0003 | - |
| 3.5864 | 39450 | 0.0 | - |
| 3.5909 | 39500 | 0.0 | - |
| 3.5955 | 39550 | 0.0 | - |
| 3.6 | 39600 | 0.0004 | - |
| 3.6045 | 39650 | 0.2547 | - |
| 3.6091 | 39700 | 0.0001 | - |
| 3.6136 | 39750 | 0.0001 | - |
| 3.6182 | 39800 | 0.0002 | - |
| 3.6227 | 39850 | 0.0001 | - |
| 3.6273 | 39900 | 0.0 | - |
| 3.6318 | 39950 | 0.1489 | - |
| 3.6364 | 40000 | 0.0013 | - |
| 3.6409 | 40050 | 0.0017 | - |
| 3.6455 | 40100 | 0.0632 | - |
| 3.65 | 40150 | 0.0037 | - |
| 3.6545 | 40200 | 0.0003 | - |
| 3.6591 | 40250 | 0.0003 | - |
| 3.6636 | 40300 | 0.0161 | - |
| 3.6682 | 40350 | 0.0 | - |
| 3.6727 | 40400 | 0.004 | - |
| 3.6773 | 40450 | 0.0002 | - |
| 3.6818 | 40500 | 0.0001 | - |
| 3.6864 | 40550 | 0.0001 | - |
| 3.6909 | 40600 | 0.0001 | - |
| 3.6955 | 40650 | 0.0013 | - |
| 3.7 | 40700 | 0.0001 | - |
| 3.7045 | 40750 | 0.0 | - |
| 3.7091 | 40800 | 0.0001 | - |
| 3.7136 | 40850 | 0.0 | - |
| 3.7182 | 40900 | 0.0001 | - |
| 3.7227 | 40950 | 0.0002 | - |
| 3.7273 | 41000 | 0.0046 | - |
| 3.7318 | 41050 | 0.0 | - |
| 3.7364 | 41100 | 0.1408 | - |
| 3.7409 | 41150 | 0.0002 | - |
| 3.7455 | 41200 | 0.0252 | - |
| 3.75 | 41250 | 0.0 | - |
| 3.7545 | 41300 | 0.0002 | - |
| 3.7591 | 41350 | 0.0001 | - |
| 3.7636 | 41400 | 0.2435 | - |
| 3.7682 | 41450 | 0.0 | - |
| 3.7727 | 41500 | 0.0027 | - |
| 3.7773 | 41550 | 0.0007 | - |
| 3.7818 | 41600 | 0.0 | - |
| 3.7864 | 41650 | 0.0022 | - |
| 3.7909 | 41700 | 0.0004 | - |
| 3.7955 | 41750 | 0.0 | - |
| 3.8 | 41800 | 0.0 | - |
| 3.8045 | 41850 | 0.2471 | - |
| 3.8091 | 41900 | 0.0 | - |
| 3.8136 | 41950 | 0.0 | - |
| 3.8182 | 42000 | 0.0 | - |
| 3.8227 | 42050 | 0.0001 | - |
| 3.8273 | 42100 | 0.0001 | - |
| 3.8318 | 42150 | 0.0 | - |
| 3.8364 | 42200 | 0.0 | - |
| 3.8409 | 42250 | 0.0 | - |
| 3.8455 | 42300 | 0.0 | - |
| 3.85 | 42350 | 0.0003 | - |
| 3.8545 | 42400 | 0.0 | - |
| 3.8591 | 42450 | 0.0 | - |
| 3.8636 | 42500 | 0.0013 | - |
| 3.8682 | 42550 | 0.0 | - |
| 3.8727 | 42600 | 0.0003 | - |
| 3.8773 | 42650 | 0.1858 | - |
| 3.8818 | 42700 | 0.0 | - |
| 3.8864 | 42750 | 0.0197 | - |
| 3.8909 | 42800 | 0.0 | - |
| 3.8955 | 42850 | 0.0051 | - |
| 3.9 | 42900 | 0.0 | - |
| 3.9045 | 42950 | 0.0004 | - |
| 3.9091 | 43000 | 0.0014 | - |
| 3.9136 | 43050 | 0.0026 | - |
| 3.9182 | 43100 | 0.0 | - |
| 3.9227 | 43150 | 0.0 | - |
| 3.9273 | 43200 | 0.0011 | - |
| 3.9318 | 43250 | 0.2407 | - |
| 3.9364 | 43300 | 0.0 | - |
| 3.9409 | 43350 | 0.0 | - |
| 3.9455 | 43400 | 0.0001 | - |
| 3.95 | 43450 | 0.0036 | - |
| 3.9545 | 43500 | 0.0008 | - |
| 3.9591 | 43550 | 0.0001 | - |
| 3.9636 | 43600 | 0.0 | - |
| 3.9682 | 43650 | 0.0001 | - |
| 3.9727 | 43700 | 0.0 | - |
| 3.9773 | 43750 | 0.0 | - |
| 3.9818 | 43800 | 0.0 | - |
| 3.9864 | 43850 | 0.0 | - |
| 3.9909 | 43900 | 0.2426 | - |
| 3.9955 | 43950 | 0.0001 | - |
| 4.0 | 44000 | 0.0 | - |
| 4.0045 | 44050 | 0.0 | - |
| 4.0091 | 44100 | 0.0 | - |
| 4.0136 | 44150 | 0.0022 | - |
| 4.0182 | 44200 | 0.0 | - |
| 4.0227 | 44250 | 0.0 | - |
| 4.0273 | 44300 | 0.0 | - |
| 4.0318 | 44350 | 0.0 | - |
| 4.0364 | 44400 | 0.0132 | - |
| 4.0409 | 44450 | 0.0 | - |
| 4.0455 | 44500 | 0.0 | - |
| 4.05 | 44550 | 0.0 | - |
| 4.0545 | 44600 | 0.0 | - |
| 4.0591 | 44650 | 0.0001 | - |
| 4.0636 | 44700 | 0.0042 | - |
| 4.0682 | 44750 | 0.0 | - |
| 4.0727 | 44800 | 0.0 | - |
| 4.0773 | 44850 | 0.0001 | - |
| 4.0818 | 44900 | 0.0 | - |
| 4.0864 | 44950 | 0.0 | - |
| 4.0909 | 45000 | 0.0026 | - |
| 4.0955 | 45050 | 0.0001 | - |
| 4.1 | 45100 | 0.0001 | - |
| 4.1045 | 45150 | 0.0 | - |
| 4.1091 | 45200 | 0.0 | - |
| 4.1136 | 45250 | 0.0034 | - |
| 4.1182 | 45300 | 0.0001 | - |
| 4.1227 | 45350 | 0.2462 | - |
| 4.1273 | 45400 | 0.2459 | - |
| 4.1318 | 45450 | 0.0002 | - |
| 4.1364 | 45500 | 0.0001 | - |
| 4.1409 | 45550 | 0.0 | - |
| 4.1455 | 45600 | 0.0002 | - |
| 4.15 | 45650 | 0.0001 | - |
| 4.1545 | 45700 | 0.0 | - |
| 4.1591 | 45750 | 0.0 | - |
| 4.1636 | 45800 | 0.0 | - |
| 4.1682 | 45850 | 0.001 | - |
| 4.1727 | 45900 | 0.0065 | - |
| 4.1773 | 45950 | 0.0002 | - |
| 4.1818 | 46000 | 0.0001 | - |
| 4.1864 | 46050 | 0.0001 | - |
| 4.1909 | 46100 | 0.0 | - |
| 4.1955 | 46150 | 0.0 | - |
| 4.2 | 46200 | 0.0001 | - |
| 4.2045 | 46250 | 0.0 | - |
| 4.2091 | 46300 | 0.0 | - |
| 4.2136 | 46350 | 0.0 | - |
| 4.2182 | 46400 | 0.2457 | - |
| 4.2227 | 46450 | 0.0001 | - |
| 4.2273 | 46500 | 0.0001 | - |
| 4.2318 | 46550 | 0.0 | - |
| 4.2364 | 46600 | 0.0053 | - |
| 4.2409 | 46650 | 0.0001 | - |
| 4.2455 | 46700 | 0.0 | - |
| 4.25 | 46750 | 0.0 | - |
| 4.2545 | 46800 | 0.0009 | - |
| 4.2591 | 46850 | 0.0 | - |
| 4.2636 | 46900 | 0.0001 | - |
| 4.2682 | 46950 | 0.0 | - |
| 4.2727 | 47000 | 0.0 | - |
| 4.2773 | 47050 | 0.0 | - |
| 4.2818 | 47100 | 0.0002 | - |
| 4.2864 | 47150 | 0.0001 | - |
| 4.2909 | 47200 | 0.0002 | - |
| 4.2955 | 47250 | 0.0011 | - |
| 4.3 | 47300 | 0.0581 | - |
| 4.3045 | 47350 | 0.0 | - |
| 4.3091 | 47400 | 0.0 | - |
| 4.3136 | 47450 | 0.0004 | - |
| 4.3182 | 47500 | 0.0001 | - |
| 4.3227 | 47550 | 0.0001 | - |
| 4.3273 | 47600 | 0.0 | - |
| 4.3318 | 47650 | 0.0064 | - |
| 4.3364 | 47700 | 0.0001 | - |
| 4.3409 | 47750 | 0.0001 | - |
| 4.3455 | 47800 | 0.0001 | - |
| 4.35 | 47850 | 0.0002 | - |
| 4.3545 | 47900 | 0.0002 | - |
| 4.3591 | 47950 | 0.0012 | - |
| 4.3636 | 48000 | 0.0001 | - |
| 4.3682 | 48050 | 0.0001 | - |
| 4.3727 | 48100 | 0.0 | - |
| 4.3773 | 48150 | 0.0001 | - |
| 4.3818 | 48200 | 0.0 | - |
| 4.3864 | 48250 | 0.0 | - |
| 4.3909 | 48300 | 0.0 | - |
| 4.3955 | 48350 | 0.0 | - |
| 4.4 | 48400 | 0.0 | - |
| 4.4045 | 48450 | 0.0 | - |
| 4.4091 | 48500 | 0.0027 | - |
| 4.4136 | 48550 | 0.0 | - |
| 4.4182 | 48600 | 0.0001 | - |
| 4.4227 | 48650 | 0.0 | - |
| 4.4273 | 48700 | 0.0001 | - |
| 4.4318 | 48750 | 0.0 | - |
| 4.4364 | 48800 | 0.0001 | - |
| 4.4409 | 48850 | 0.0014 | - |
| 4.4455 | 48900 | 0.0008 | - |
| 4.45 | 48950 | 0.0 | - |
| 4.4545 | 49000 | 0.0 | - |
| 4.4591 | 49050 | 0.0 | - |
| 4.4636 | 49100 | 0.0 | - |
| 4.4682 | 49150 | 0.0001 | - |
| 4.4727 | 49200 | 0.0 | - |
| 4.4773 | 49250 | 0.0013 | - |
| 4.4818 | 49300 | 0.0 | - |
| 4.4864 | 49350 | 0.0 | - |
| 4.4909 | 49400 | 0.0 | - |
| 4.4955 | 49450 | 0.0 | - |
| 4.5 | 49500 | 0.0 | - |
| 4.5045 | 49550 | 0.0001 | - |
| 4.5091 | 49600 | 0.0 | - |
| 4.5136 | 49650 | 0.0001 | - |
| 4.5182 | 49700 | 0.0001 | - |
| 4.5227 | 49750 | 0.0001 | - |
| 4.5273 | 49800 | 0.0 | - |
| 4.5318 | 49850 | 0.0 | - |
| 4.5364 | 49900 | 0.0 | - |
| 4.5409 | 49950 | 0.0005 | - |
| 4.5455 | 50000 | 0.0002 | - |
| 4.55 | 50050 | 0.0 | - |
| 4.5545 | 50100 | 0.0001 | - |
| 4.5591 | 50150 | 0.0005 | - |
| 4.5636 | 50200 | 0.0004 | - |
| 4.5682 | 50250 | 0.0 | - |
| 4.5727 | 50300 | 0.0002 | - |
| 4.5773 | 50350 | 0.0001 | - |
| 4.5818 | 50400 | 0.0001 | - |
| 4.5864 | 50450 | 0.0 | - |
| 4.5909 | 50500 | 0.0002 | - |
| 4.5955 | 50550 | 0.0001 | - |
| 4.6 | 50600 | 0.0 | - |
| 4.6045 | 50650 | 0.0 | - |
| 4.6091 | 50700 | 0.0 | - |
| 4.6136 | 50750 | 0.0001 | - |
| 4.6182 | 50800 | 0.0 | - |
| 4.6227 | 50850 | 0.0 | - |
| 4.6273 | 50900 | 0.0 | - |
| 4.6318 | 50950 | 0.0001 | - |
| 4.6364 | 51000 | 0.0 | - |
| 4.6409 | 51050 | 0.0001 | - |
| 4.6455 | 51100 | 0.0001 | - |
| 4.65 | 51150 | 0.0 | - |
| 4.6545 | 51200 | 0.0001 | - |
| 4.6591 | 51250 | 0.0 | - |
| 4.6636 | 51300 | 0.0 | - |
| 4.6682 | 51350 | 0.0001 | - |
| 4.6727 | 51400 | 0.0001 | - |
| 4.6773 | 51450 | 0.0001 | - |
| 4.6818 | 51500 | 0.0001 | - |
| 4.6864 | 51550 | 0.0 | - |
| 4.6909 | 51600 | 0.0002 | - |
| 4.6955 | 51650 | 0.0 | - |
| 4.7 | 51700 | 0.0 | - |
| 4.7045 | 51750 | 0.0 | - |
| 4.7091 | 51800 | 0.0 | - |
| 4.7136 | 51850 | 0.0014 | - |
| 4.7182 | 51900 | 0.0002 | - |
| 4.7227 | 51950 | 0.0 | - |
| 4.7273 | 52000 | 0.0 | - |
| 4.7318 | 52050 | 0.0001 | - |
| 4.7364 | 52100 | 0.0 | - |
| 4.7409 | 52150 | 0.0 | - |
| 4.7455 | 52200 | 0.0 | - |
| 4.75 | 52250 | 0.0002 | - |
| 4.7545 | 52300 | 0.0 | - |
| 4.7591 | 52350 | 0.0001 | - |
| 4.7636 | 52400 | 0.0001 | - |
| 4.7682 | 52450 | 0.0 | - |
| 4.7727 | 52500 | 0.0001 | - |
| 4.7773 | 52550 | 0.0 | - |
| 4.7818 | 52600 | 0.0 | - |
| 4.7864 | 52650 | 0.0 | - |
| 4.7909 | 52700 | 0.0001 | - |
| 4.7955 | 52750 | 0.0 | - |
| 4.8 | 52800 | 0.0 | - |
| 4.8045 | 52850 | 0.0 | - |
| 4.8091 | 52900 | 0.0 | - |
| 4.8136 | 52950 | 0.0001 | - |
| 4.8182 | 53000 | 0.0002 | - |
| 4.8227 | 53050 | 0.0 | - |
| 4.8273 | 53100 | 0.0 | - |
| 4.8318 | 53150 | 0.0 | - |
| 4.8364 | 53200 | 0.0 | - |
| 4.8409 | 53250 | 0.0003 | - |
| 4.8455 | 53300 | 0.0002 | - |
| 4.85 | 53350 | 0.0001 | - |
| 4.8545 | 53400 | 0.0003 | - |
| 4.8591 | 53450 | 0.0 | - |
| 4.8636 | 53500 | 0.0 | - |
| 4.8682 | 53550 | 0.0 | - |
| 4.8727 | 53600 | 0.0 | - |
| 4.8773 | 53650 | 0.0001 | - |
| 4.8818 | 53700 | 0.0 | - |
| 4.8864 | 53750 | 0.0 | - |
| 4.8909 | 53800 | 0.0003 | - |
| 4.8955 | 53850 | 0.0 | - |
| 4.9 | 53900 | 0.0 | - |
| 4.9045 | 53950 | 0.0 | - |
| 4.9091 | 54000 | 0.0001 | - |
| 4.9136 | 54050 | 0.0 | - |
| 4.9182 | 54100 | 0.0001 | - |
| 4.9227 | 54150 | 0.0 | - |
| 4.9273 | 54200 | 0.0001 | - |
| 4.9318 | 54250 | 0.0008 | - |
| 4.9364 | 54300 | 0.0001 | - |
| 4.9409 | 54350 | 0.0 | - |
| 4.9455 | 54400 | 0.0001 | - |
| 4.95 | 54450 | 0.0 | - |
| 4.9545 | 54500 | 0.0 | - |
| 4.9591 | 54550 | 0.0 | - |
| 4.9636 | 54600 | 0.0 | - |
| 4.9682 | 54650 | 0.0 | - |
| 4.9727 | 54700 | 0.0 | - |
| 4.9773 | 54750 | 0.0 | - |
| 4.9818 | 54800 | 0.0001 | - |
| 4.9864 | 54850 | 0.0 | - |
| 4.9909 | 54900 | 0.0001 | - |
| 4.9955 | 54950 | 0.0001 | - |
| 5.0 | 55000 | 0.0001 | - |
| 5.0045 | 55050 | 0.0 | - |
| 5.0091 | 55100 | 0.0001 | - |
| 5.0136 | 55150 | 0.0 | - |
| 5.0182 | 55200 | 0.0 | - |
| 5.0227 | 55250 | 0.245 | - |
| 5.0273 | 55300 | 0.0 | - |
| 5.0318 | 55350 | 0.0011 | - |
| 5.0364 | 55400 | 0.0001 | - |
| 5.0409 | 55450 | 0.0001 | - |
| 5.0455 | 55500 | 0.0 | - |
| 5.05 | 55550 | 0.0002 | - |
| 5.0545 | 55600 | 0.0 | - |
| 5.0591 | 55650 | 0.0 | - |
| 5.0636 | 55700 | 0.0001 | - |
| 5.0682 | 55750 | 0.0001 | - |
| 5.0727 | 55800 | 0.0 | - |
| 5.0773 | 55850 | 0.0 | - |
| 5.0818 | 55900 | 0.0 | - |
| 5.0864 | 55950 | 0.0 | - |
| 5.0909 | 56000 | 0.0 | - |
| 5.0955 | 56050 | 0.0 | - |
| 5.1 | 56100 | 0.0 | - |
| 5.1045 | 56150 | 0.0 | - |
| 5.1091 | 56200 | 0.0 | - |
| 5.1136 | 56250 | 0.0001 | - |
| 5.1182 | 56300 | 0.0 | - |
| 5.1227 | 56350 | 0.0 | - |
| 5.1273 | 56400 | 0.0 | - |
| 5.1318 | 56450 | 0.0 | - |
| 5.1364 | 56500 | 0.0 | - |
| 5.1409 | 56550 | 0.0 | - |
| 5.1455 | 56600 | 0.0002 | - |
| 5.15 | 56650 | 0.0 | - |
| 5.1545 | 56700 | 0.0001 | - |
| 5.1591 | 56750 | 0.0057 | - |
| 5.1636 | 56800 | 0.0 | - |
| 5.1682 | 56850 | 0.0 | - |
| 5.1727 | 56900 | 0.0 | - |
| 5.1773 | 56950 | 0.0 | - |
| 5.1818 | 57000 | 0.0 | - |
| 5.1864 | 57050 | 0.0 | - |
| 5.1909 | 57100 | 0.0 | - |
| 5.1955 | 57150 | 0.0 | - |
| 5.2 | 57200 | 0.0 | - |
| 5.2045 | 57250 | 0.0001 | - |
| 5.2091 | 57300 | 0.0 | - |
| 5.2136 | 57350 | 0.0 | - |
| 5.2182 | 57400 | 0.0 | - |
| 5.2227 | 57450 | 0.0 | - |
| 5.2273 | 57500 | 0.0 | - |
| 5.2318 | 57550 | 0.0001 | - |
| 5.2364 | 57600 | 0.0 | - |
| 5.2409 | 57650 | 0.0 | - |
| 5.2455 | 57700 | 0.0001 | - |
| 5.25 | 57750 | 0.0 | - |
| 5.2545 | 57800 | 0.0001 | - |
| 5.2591 | 57850 | 0.0 | - |
| 5.2636 | 57900 | 0.0 | - |
| 5.2682 | 57950 | 0.0 | - |
| 5.2727 | 58000 | 0.0 | - |
| 5.2773 | 58050 | 0.0 | - |
| 5.2818 | 58100 | 0.0 | - |
| 5.2864 | 58150 | 0.0001 | - |
| 5.2909 | 58200 | 0.0 | - |
| 5.2955 | 58250 | 0.0 | - |
| 5.3 | 58300 | 0.0 | - |
| 5.3045 | 58350 | 0.0 | - |
| 5.3091 | 58400 | 0.0 | - |
| 5.3136 | 58450 | 0.0 | - |
| 5.3182 | 58500 | 0.0003 | - |
| 5.3227 | 58550 | 0.0 | - |
| 5.3273 | 58600 | 0.0 | - |
| 5.3318 | 58650 | 0.0 | - |
| 5.3364 | 58700 | 0.0001 | - |
| 5.3409 | 58750 | 0.0 | - |
| 5.3455 | 58800 | 0.0001 | - |
| 5.35 | 58850 | 0.0 | - |
| 5.3545 | 58900 | 0.0 | - |
| 5.3591 | 58950 | 0.0001 | - |
| 5.3636 | 59000 | 0.0 | - |
| 5.3682 | 59050 | 0.0 | - |
| 5.3727 | 59100 | 0.0 | - |
| 5.3773 | 59150 | 0.0 | - |
| 5.3818 | 59200 | 0.0 | - |
| 5.3864 | 59250 | 0.0 | - |
| 5.3909 | 59300 | 0.0001 | - |
| 5.3955 | 59350 | 0.0001 | - |
| 5.4 | 59400 | 0.0 | - |
| 5.4045 | 59450 | 0.0 | - |
| 5.4091 | 59500 | 0.0 | - |
| 5.4136 | 59550 | 0.0 | - |
| 5.4182 | 59600 | 0.0001 | - |
| 5.4227 | 59650 | 0.0 | - |
| 5.4273 | 59700 | 0.0 | - |
| 5.4318 | 59750 | 0.0 | - |
| 5.4364 | 59800 | 0.0 | - |
| 5.4409 | 59850 | 0.0 | - |
| 5.4455 | 59900 | 0.0 | - |
| 5.45 | 59950 | 0.0001 | - |
| 5.4545 | 60000 | 0.0 | - |
| 5.4591 | 60050 | 0.0001 | - |
| 5.4636 | 60100 | 0.0 | - |
| 5.4682 | 60150 | 0.0 | - |
| 5.4727 | 60200 | 0.0 | - |
| 5.4773 | 60250 | 0.0 | - |
| 5.4818 | 60300 | 0.0001 | - |
| 5.4864 | 60350 | 0.0 | - |
| 5.4909 | 60400 | 0.0 | - |
| 5.4955 | 60450 | 0.0 | - |
| 5.5 | 60500 | 0.0 | - |
| 5.5045 | 60550 | 0.0 | - |
| 5.5091 | 60600 | 0.0 | - |
| 5.5136 | 60650 | 0.0 | - |
| 5.5182 | 60700 | 0.0 | - |
| 5.5227 | 60750 | 0.0001 | - |
| 5.5273 | 60800 | 0.0 | - |
| 5.5318 | 60850 | 0.0 | - |
| 5.5364 | 60900 | 0.0 | - |
| 5.5409 | 60950 | 0.0 | - |
| 5.5455 | 61000 | 0.0 | - |
| 5.55 | 61050 | 0.0001 | - |
| 5.5545 | 61100 | 0.0 | - |
| 5.5591 | 61150 | 0.0 | - |
| 5.5636 | 61200 | 0.0 | - |
| 5.5682 | 61250 | 0.0002 | - |
| 5.5727 | 61300 | 0.0001 | - |
| 5.5773 | 61350 | 0.0001 | - |
| 5.5818 | 61400 | 0.0001 | - |
| 5.5864 | 61450 | 0.0 | - |
| 5.5909 | 61500 | 0.0 | - |
| 5.5955 | 61550 | 0.0 | - |
| 5.6 | 61600 | 0.0001 | - |
| 5.6045 | 61650 | 0.0 | - |
| 5.6091 | 61700 | 0.0 | - |
| 5.6136 | 61750 | 0.0 | - |
| 5.6182 | 61800 | 0.0 | - |
| 5.6227 | 61850 | 0.0 | - |
| 5.6273 | 61900 | 0.0 | - |
| 5.6318 | 61950 | 0.0 | - |
| 5.6364 | 62000 | 0.0 | - |
| 5.6409 | 62050 | 0.0 | - |
| 5.6455 | 62100 | 0.0 | - |
| 5.65 | 62150 | 0.0 | - |
| 5.6545 | 62200 | 0.0 | - |
| 5.6591 | 62250 | 0.0 | - |
| 5.6636 | 62300 | 0.0 | - |
| 5.6682 | 62350 | 0.0 | - |
| 5.6727 | 62400 | 0.0 | - |
| 5.6773 | 62450 | 0.0 | - |
| 5.6818 | 62500 | 0.0 | - |
| 5.6864 | 62550 | 0.0 | - |
| 5.6909 | 62600 | 0.0 | - |
| 5.6955 | 62650 | 0.0 | - |
| 5.7 | 62700 | 0.0 | - |
| 5.7045 | 62750 | 0.0 | - |
| 5.7091 | 62800 | 0.0 | - |
| 5.7136 | 62850 | 0.0 | - |
| 5.7182 | 62900 | 0.0 | - |
| 5.7227 | 62950 | 0.0001 | - |
| 5.7273 | 63000 | 0.0 | - |
| 5.7318 | 63050 | 0.0 | - |
| 5.7364 | 63100 | 0.0 | - |
| 5.7409 | 63150 | 0.0 | - |
| 5.7455 | 63200 | 0.0 | - |
| 5.75 | 63250 | 0.0 | - |
| 5.7545 | 63300 | 0.0 | - |
| 5.7591 | 63350 | 0.0 | - |
| 5.7636 | 63400 | 0.0 | - |
| 5.7682 | 63450 | 0.0 | - |
| 5.7727 | 63500 | 0.0 | - |
| 5.7773 | 63550 | 0.0 | - |
| 5.7818 | 63600 | 0.0001 | - |
| 5.7864 | 63650 | 0.0 | - |
| 5.7909 | 63700 | 0.0 | - |
| 5.7955 | 63750 | 0.0 | - |
| 5.8 | 63800 | 0.0 | - |
| 5.8045 | 63850 | 0.0 | - |
| 5.8091 | 63900 | 0.0001 | - |
| 5.8136 | 63950 | 0.0 | - |
| 5.8182 | 64000 | 0.0002 | - |
| 5.8227 | 64050 | 0.0 | - |
| 5.8273 | 64100 | 0.0 | - |
| 5.8318 | 64150 | 0.0 | - |
| 5.8364 | 64200 | 0.0 | - |
| 5.8409 | 64250 | 0.0 | - |
| 5.8455 | 64300 | 0.0 | - |
| 5.85 | 64350 | 0.0001 | - |
| 5.8545 | 64400 | 0.0 | - |
| 5.8591 | 64450 | 0.0 | - |
| 5.8636 | 64500 | 0.0 | - |
| 5.8682 | 64550 | 0.0 | - |
| 5.8727 | 64600 | 0.0 | - |
| 5.8773 | 64650 | 0.0001 | - |
| 5.8818 | 64700 | 0.0001 | - |
| 5.8864 | 64750 | 0.0 | - |
| 5.8909 | 64800 | 0.0 | - |
| 5.8955 | 64850 | 0.0001 | - |
| 5.9 | 64900 | 0.0001 | - |
| 5.9045 | 64950 | 0.0 | - |
| 5.9091 | 65000 | 0.0 | - |
| 5.9136 | 65050 | 0.0 | - |
| 5.9182 | 65100 | 0.0001 | - |
| 5.9227 | 65150 | 0.0 | - |
| 5.9273 | 65200 | 0.0 | - |
| 5.9318 | 65250 | 0.0 | - |
| 5.9364 | 65300 | 0.0 | - |
| 5.9409 | 65350 | 0.0 | - |
| 5.9455 | 65400 | 0.0001 | - |
| 5.95 | 65450 | 0.0 | - |
| 5.9545 | 65500 | 0.0 | - |
| 5.9591 | 65550 | 0.0 | - |
| 5.9636 | 65600 | 0.0 | - |
| 5.9682 | 65650 | 0.0 | - |
| 5.9727 | 65700 | 0.0001 | - |
| 5.9773 | 65750 | 0.0 | - |
| 5.9818 | 65800 | 0.0 | - |
| 5.9864 | 65850 | 0.0001 | - |
| 5.9909 | 65900 | 0.0 | - |
| 5.9955 | 65950 | 0.0 | - |
| 6.0 | 66000 | 0.0 | - |
| 6.0045 | 66050 | 0.0001 | - |
| 6.0091 | 66100 | 0.0 | - |
| 6.0136 | 66150 | 0.0 | - |
| 6.0182 | 66200 | 0.0 | - |
| 6.0227 | 66250 | 0.0 | - |
| 6.0273 | 66300 | 0.0 | - |
| 6.0318 | 66350 | 0.0 | - |
| 6.0364 | 66400 | 0.0 | - |
| 6.0409 | 66450 | 0.0 | - |
| 6.0455 | 66500 | 0.0 | - |
| 6.05 | 66550 | 0.0 | - |
| 6.0545 | 66600 | 0.0 | - |
| 6.0591 | 66650 | 0.0 | - |
| 6.0636 | 66700 | 0.0001 | - |
| 6.0682 | 66750 | 0.0 | - |
| 6.0727 | 66800 | 0.0 | - |
| 6.0773 | 66850 | 0.0 | - |
| 6.0818 | 66900 | 0.0 | - |
| 6.0864 | 66950 | 0.0 | - |
| 6.0909 | 67000 | 0.0 | - |
| 6.0955 | 67050 | 0.0002 | - |
| 6.1 | 67100 | 0.0 | - |
| 6.1045 | 67150 | 0.0 | - |
| 6.1091 | 67200 | 0.0 | - |
| 6.1136 | 67250 | 0.0 | - |
| 6.1182 | 67300 | 0.0 | - |
| 6.1227 | 67350 | 0.0001 | - |
| 6.1273 | 67400 | 0.0 | - |
| 6.1318 | 67450 | 0.0 | - |
| 6.1364 | 67500 | 0.0 | - |
| 6.1409 | 67550 | 0.0 | - |
| 6.1455 | 67600 | 0.0001 | - |
| 6.15 | 67650 | 0.0 | - |
| 6.1545 | 67700 | 0.0 | - |
| 6.1591 | 67750 | 0.0 | - |
| 6.1636 | 67800 | 0.0 | - |
| 6.1682 | 67850 | 0.0 | - |
| 6.1727 | 67900 | 0.0 | - |
| 6.1773 | 67950 | 0.0 | - |
| 6.1818 | 68000 | 0.0 | - |
| 6.1864 | 68050 | 0.0 | - |
| 6.1909 | 68100 | 0.0 | - |
| 6.1955 | 68150 | 0.0 | - |
| 6.2 | 68200 | 0.0 | - |
| 6.2045 | 68250 | 0.0 | - |
| 6.2091 | 68300 | 0.0 | - |
| 6.2136 | 68350 | 0.0 | - |
| 6.2182 | 68400 | 0.0 | - |
| 6.2227 | 68450 | 0.0 | - |
| 6.2273 | 68500 | 0.0 | - |
| 6.2318 | 68550 | 0.0001 | - |
| 6.2364 | 68600 | 0.0 | - |
| 6.2409 | 68650 | 0.0 | - |
| 6.2455 | 68700 | 0.0 | - |
| 6.25 | 68750 | 0.0 | - |
| 6.2545 | 68800 | 0.0001 | - |
| 6.2591 | 68850 | 0.0 | - |
| 6.2636 | 68900 | 0.0 | - |
| 6.2682 | 68950 | 0.0 | - |
| 6.2727 | 69000 | 0.0 | - |
| 6.2773 | 69050 | 0.0 | - |
| 6.2818 | 69100 | 0.0 | - |
| 6.2864 | 69150 | 0.0 | - |
| 6.2909 | 69200 | 0.0 | - |
| 6.2955 | 69250 | 0.0 | - |
| 6.3 | 69300 | 0.0 | - |
| 6.3045 | 69350 | 0.0001 | - |
| 6.3091 | 69400 | 0.0 | - |
| 6.3136 | 69450 | 0.0 | - |
| 6.3182 | 69500 | 0.0 | - |
| 6.3227 | 69550 | 0.0 | - |
| 6.3273 | 69600 | 0.0 | - |
| 6.3318 | 69650 | 0.0 | - |
| 6.3364 | 69700 | 0.0 | - |
| 6.3409 | 69750 | 0.0 | - |
| 6.3455 | 69800 | 0.0 | - |
| 6.35 | 69850 | 0.0001 | - |
| 6.3545 | 69900 | 0.0001 | - |
| 6.3591 | 69950 | 0.0 | - |
| 6.3636 | 70000 | 0.0 | - |
| 6.3682 | 70050 | 0.0 | - |
| 6.3727 | 70100 | 0.0 | - |
| 6.3773 | 70150 | 0.0001 | - |
| 6.3818 | 70200 | 0.0 | - |
| 6.3864 | 70250 | 0.0 | - |
| 6.3909 | 70300 | 0.0 | - |
| 6.3955 | 70350 | 0.0001 | - |
| 6.4 | 70400 | 0.0 | - |
| 6.4045 | 70450 | 0.0001 | - |
| 6.4091 | 70500 | 0.0001 | - |
| 6.4136 | 70550 | 0.0 | - |
| 6.4182 | 70600 | 0.0 | - |
| 6.4227 | 70650 | 0.0 | - |
| 6.4273 | 70700 | 0.0 | - |
| 6.4318 | 70750 | 0.0 | - |
| 6.4364 | 70800 | 0.0 | - |
| 6.4409 | 70850 | 0.0001 | - |
| 6.4455 | 70900 | 0.0 | - |
| 6.45 | 70950 | 0.0001 | - |
| 6.4545 | 71000 | 0.0 | - |
| 6.4591 | 71050 | 0.0 | - |
| 6.4636 | 71100 | 0.0 | - |
| 6.4682 | 71150 | 0.0 | - |
| 6.4727 | 71200 | 0.0 | - |
| 6.4773 | 71250 | 0.0 | - |
| 6.4818 | 71300 | 0.0 | - |
| 6.4864 | 71350 | 0.0 | - |
| 6.4909 | 71400 | 0.0 | - |
| 6.4955 | 71450 | 0.0 | - |
| 6.5 | 71500 | 0.0 | - |
| 6.5045 | 71550 | 0.0 | - |
| 6.5091 | 71600 | 0.0001 | - |
| 6.5136 | 71650 | 0.0001 | - |
| 6.5182 | 71700 | 0.0 | - |
| 6.5227 | 71750 | 0.0 | - |
| 6.5273 | 71800 | 0.0001 | - |
| 6.5318 | 71850 | 0.0001 | - |
| 6.5364 | 71900 | 0.0 | - |
| 6.5409 | 71950 | 0.0 | - |
| 6.5455 | 72000 | 0.0 | - |
| 6.55 | 72050 | 0.0 | - |
| 6.5545 | 72100 | 0.0 | - |
| 6.5591 | 72150 | 0.0001 | - |
| 6.5636 | 72200 | 0.0001 | - |
| 6.5682 | 72250 | 0.0 | - |
| 6.5727 | 72300 | 0.0 | - |
| 6.5773 | 72350 | 0.0001 | - |
| 6.5818 | 72400 | 0.0 | - |
| 6.5864 | 72450 | 0.0 | - |
| 6.5909 | 72500 | 0.0 | - |
| 6.5955 | 72550 | 0.0 | - |
| 6.6 | 72600 | 0.0 | - |
| 6.6045 | 72650 | 0.0 | - |
| 6.6091 | 72700 | 0.0 | - |
| 6.6136 | 72750 | 0.0 | - |
| 6.6182 | 72800 | 0.0 | - |
| 6.6227 | 72850 | 0.0001 | - |
| 6.6273 | 72900 | 0.0 | - |
| 6.6318 | 72950 | 0.0 | - |
| 6.6364 | 73000 | 0.0 | - |
| 6.6409 | 73050 | 0.0 | - |
| 6.6455 | 73100 | 0.0 | - |
| 6.65 | 73150 | 0.0001 | - |
| 6.6545 | 73200 | 0.0 | - |
| 6.6591 | 73250 | 0.0 | - |
| 6.6636 | 73300 | 0.0 | - |
| 6.6682 | 73350 | 0.0 | - |
| 6.6727 | 73400 | 0.0 | - |
| 6.6773 | 73450 | 0.0001 | - |
| 6.6818 | 73500 | 0.0001 | - |
| 6.6864 | 73550 | 0.0 | - |
| 6.6909 | 73600 | 0.0 | - |
| 6.6955 | 73650 | 0.0 | - |
| 6.7 | 73700 | 0.0 | - |
| 6.7045 | 73750 | 0.0 | - |
| 6.7091 | 73800 | 0.0 | - |
| 6.7136 | 73850 | 0.0 | - |
| 6.7182 | 73900 | 0.0 | - |
| 6.7227 | 73950 | 0.0001 | - |
| 6.7273 | 74000 | 0.0 | - |
| 6.7318 | 74050 | 0.0 | - |
| 6.7364 | 74100 | 0.0 | - |
| 6.7409 | 74150 | 0.0001 | - |
| 6.7455 | 74200 | 0.0 | - |
| 6.75 | 74250 | 0.0 | - |
| 6.7545 | 74300 | 0.0 | - |
| 6.7591 | 74350 | 0.0 | - |
| 6.7636 | 74400 | 0.0 | - |
| 6.7682 | 74450 | 0.0 | - |
| 6.7727 | 74500 | 0.0 | - |
| 6.7773 | 74550 | 0.0001 | - |
| 6.7818 | 74600 | 0.0 | - |
| 6.7864 | 74650 | 0.0 | - |
| 6.7909 | 74700 | 0.0 | - |
| 6.7955 | 74750 | 0.0 | - |
| 6.8 | 74800 | 0.0 | - |
| 6.8045 | 74850 | 0.0 | - |
| 6.8091 | 74900 | 0.0 | - |
| 6.8136 | 74950 | 0.0 | - |
| 6.8182 | 75000 | 0.0001 | - |
| 6.8227 | 75050 | 0.0001 | - |
| 6.8273 | 75100 | 0.0 | - |
| 6.8318 | 75150 | 0.0 | - |
| 6.8364 | 75200 | 0.0 | - |
| 6.8409 | 75250 | 0.0 | - |
| 6.8455 | 75300 | 0.0 | - |
| 6.85 | 75350 | 0.0 | - |
| 6.8545 | 75400 | 0.0 | - |
| 6.8591 | 75450 | 0.0001 | - |
| 6.8636 | 75500 | 0.0 | - |
| 6.8682 | 75550 | 0.0 | - |
| 6.8727 | 75600 | 0.0 | - |
| 6.8773 | 75650 | 0.0 | - |
| 6.8818 | 75700 | 0.0 | - |
| 6.8864 | 75750 | 0.0 | - |
| 6.8909 | 75800 | 0.0 | - |
| 6.8955 | 75850 | 0.0 | - |
| 6.9 | 75900 | 0.0 | - |
| 6.9045 | 75950 | 0.0 | - |
| 6.9091 | 76000 | 0.0 | - |
| 6.9136 | 76050 | 0.0 | - |
| 6.9182 | 76100 | 0.0 | - |
| 6.9227 | 76150 | 0.0 | - |
| 6.9273 | 76200 | 0.0 | - |
| 6.9318 | 76250 | 0.0 | - |
| 6.9364 | 76300 | 0.0 | - |
| 6.9409 | 76350 | 0.0001 | - |
| 6.9455 | 76400 | 0.0 | - |
| 6.95 | 76450 | 0.0 | - |
| 6.9545 | 76500 | 0.0 | - |
| 6.9591 | 76550 | 0.0 | - |
| 6.9636 | 76600 | 0.0 | - |
| 6.9682 | 76650 | 0.0 | - |
| 6.9727 | 76700 | 0.0 | - |
| 6.9773 | 76750 | 0.0 | - |
| 6.9818 | 76800 | 0.0 | - |
| 6.9864 | 76850 | 0.0 | - |
| 6.9909 | 76900 | 0.0 | - |
| 6.9955 | 76950 | 0.0 | - |
| 7.0 | 77000 | 0.0 | - |
| 7.0045 | 77050 | 0.0 | - |
| 7.0091 | 77100 | 0.0 | - |
| 7.0136 | 77150 | 0.0 | - |
| 7.0182 | 77200 | 0.0 | - |
| 7.0227 | 77250 | 0.0001 | - |
| 7.0273 | 77300 | 0.0 | - |
| 7.0318 | 77350 | 0.0 | - |
| 7.0364 | 77400 | 0.0 | - |
| 7.0409 | 77450 | 0.0 | - |
| 7.0455 | 77500 | 0.0 | - |
| 7.05 | 77550 | 0.0 | - |
| 7.0545 | 77600 | 0.0 | - |
| 7.0591 | 77650 | 0.0 | - |
| 7.0636 | 77700 | 0.0 | - |
| 7.0682 | 77750 | 0.0 | - |
| 7.0727 | 77800 | 0.0 | - |
| 7.0773 | 77850 | 0.0 | - |
| 7.0818 | 77900 | 0.0 | - |
| 7.0864 | 77950 | 0.0 | - |
| 7.0909 | 78000 | 0.0 | - |
| 7.0955 | 78050 | 0.0 | - |
| 7.1 | 78100 | 0.0 | - |
| 7.1045 | 78150 | 0.0 | - |
| 7.1091 | 78200 | 0.0 | - |
| 7.1136 | 78250 | 0.0 | - |
| 7.1182 | 78300 | 0.0 | - |
| 7.1227 | 78350 | 0.0 | - |
| 7.1273 | 78400 | 0.0 | - |
| 7.1318 | 78450 | 0.0 | - |
| 7.1364 | 78500 | 0.0 | - |
| 7.1409 | 78550 | 0.0 | - |
| 7.1455 | 78600 | 0.0 | - |
| 7.15 | 78650 | 0.0 | - |
| 7.1545 | 78700 | 0.0 | - |
| 7.1591 | 78750 | 0.0 | - |
| 7.1636 | 78800 | 0.0 | - |
| 7.1682 | 78850 | 0.0 | - |
| 7.1727 | 78900 | 0.0 | - |
| 7.1773 | 78950 | 0.0 | - |
| 7.1818 | 79000 | 0.0 | - |
| 7.1864 | 79050 | 0.0 | - |
| 7.1909 | 79100 | 0.0 | - |
| 7.1955 | 79150 | 0.0 | - |
| 7.2 | 79200 | 0.0 | - |
| 7.2045 | 79250 | 0.0 | - |
| 7.2091 | 79300 | 0.0 | - |
| 7.2136 | 79350 | 0.0 | - |
| 7.2182 | 79400 | 0.0001 | - |
| 7.2227 | 79450 | 0.0 | - |
| 7.2273 | 79500 | 0.0 | - |
| 7.2318 | 79550 | 0.0 | - |
| 7.2364 | 79600 | 0.0 | - |
| 7.2409 | 79650 | 0.0 | - |
| 7.2455 | 79700 | 0.0 | - |
| 7.25 | 79750 | 0.0 | - |
| 7.2545 | 79800 | 0.0 | - |
| 7.2591 | 79850 | 0.0 | - |
| 7.2636 | 79900 | 0.0 | - |
| 7.2682 | 79950 | 0.0 | - |
| 7.2727 | 80000 | 0.0 | - |
| 7.2773 | 80050 | 0.0 | - |
| 7.2818 | 80100 | 0.0 | - |
| 7.2864 | 80150 | 0.0 | - |
| 7.2909 | 80200 | 0.0001 | - |
| 7.2955 | 80250 | 0.0 | - |
| 7.3 | 80300 | 0.0 | - |
| 7.3045 | 80350 | 0.0 | - |
| 7.3091 | 80400 | 0.0 | - |
| 7.3136 | 80450 | 0.0001 | - |
| 7.3182 | 80500 | 0.0 | - |
| 7.3227 | 80550 | 0.0 | - |
| 7.3273 | 80600 | 0.0001 | - |
| 7.3318 | 80650 | 0.0 | - |
| 7.3364 | 80700 | 0.0001 | - |
| 7.3409 | 80750 | 0.0 | - |
| 7.3455 | 80800 | 0.0 | - |
| 7.35 | 80850 | 0.0 | - |
| 7.3545 | 80900 | 0.0 | - |
| 7.3591 | 80950 | 0.0 | - |
| 7.3636 | 81000 | 0.0 | - |
| 7.3682 | 81050 | 0.0 | - |
| 7.3727 | 81100 | 0.0 | - |
| 7.3773 | 81150 | 0.0 | - |
| 7.3818 | 81200 | 0.0 | - |
| 7.3864 | 81250 | 0.0 | - |
| 7.3909 | 81300 | 0.0001 | - |
| 7.3955 | 81350 | 0.0 | - |
| 7.4 | 81400 | 0.0 | - |
| 7.4045 | 81450 | 0.0 | - |
| 7.4091 | 81500 | 0.0 | - |
| 7.4136 | 81550 | 0.0 | - |
| 7.4182 | 81600 | 0.0 | - |
| 7.4227 | 81650 | 0.0 | - |
| 7.4273 | 81700 | 0.0 | - |
| 7.4318 | 81750 | 0.0 | - |
| 7.4364 | 81800 | 0.0 | - |
| 7.4409 | 81850 | 0.0001 | - |
| 7.4455 | 81900 | 0.0 | - |
| 7.45 | 81950 | 0.0001 | - |
| 7.4545 | 82000 | 0.0001 | - |
| 7.4591 | 82050 | 0.0 | - |
| 7.4636 | 82100 | 0.0 | - |
| 7.4682 | 82150 | 0.0 | - |
| 7.4727 | 82200 | 0.0 | - |
| 7.4773 | 82250 | 0.0 | - |
| 7.4818 | 82300 | 0.0 | - |
| 7.4864 | 82350 | 0.0 | - |
| 7.4909 | 82400 | 0.0 | - |
| 7.4955 | 82450 | 0.0001 | - |
| 7.5 | 82500 | 0.0 | - |
| 7.5045 | 82550 | 0.0 | - |
| 7.5091 | 82600 | 0.0 | - |
| 7.5136 | 82650 | 0.0 | - |
| 7.5182 | 82700 | 0.0 | - |
| 7.5227 | 82750 | 0.0 | - |
| 7.5273 | 82800 | 0.0 | - |
| 7.5318 | 82850 | 0.0 | - |
| 7.5364 | 82900 | 0.0 | - |
| 7.5409 | 82950 | 0.0 | - |
| 7.5455 | 83000 | 0.0 | - |
| 7.55 | 83050 | 0.0 | - |
| 7.5545 | 83100 | 0.0 | - |
| 7.5591 | 83150 | 0.0 | - |
| 7.5636 | 83200 | 0.0 | - |
| 7.5682 | 83250 | 0.0 | - |
| 7.5727 | 83300 | 0.0 | - |
| 7.5773 | 83350 | 0.0 | - |
| 7.5818 | 83400 | 0.0 | - |
| 7.5864 | 83450 | 0.0 | - |
| 7.5909 | 83500 | 0.0 | - |
| 7.5955 | 83550 | 0.0 | - |
| 7.6 | 83600 | 0.0 | - |
| 7.6045 | 83650 | 0.0 | - |
| 7.6091 | 83700 | 0.0 | - |
| 7.6136 | 83750 | 0.0 | - |
| 7.6182 | 83800 | 0.0 | - |
| 7.6227 | 83850 | 0.0 | - |
| 7.6273 | 83900 | 0.2459 | - |
| 7.6318 | 83950 | 0.0 | - |
| 7.6364 | 84000 | 0.0 | - |
| 7.6409 | 84050 | 0.0 | - |
| 7.6455 | 84100 | 0.0 | - |
| 7.65 | 84150 | 0.0 | - |
| 7.6545 | 84200 | 0.0 | - |
| 7.6591 | 84250 | 0.0001 | - |
| 7.6636 | 84300 | 0.0 | - |
| 7.6682 | 84350 | 0.0 | - |
| 7.6727 | 84400 | 0.0 | - |
| 7.6773 | 84450 | 0.0 | - |
| 7.6818 | 84500 | 0.0 | - |
| 7.6864 | 84550 | 0.0 | - |
| 7.6909 | 84600 | 0.0 | - |
| 7.6955 | 84650 | 0.0 | - |
| 7.7 | 84700 | 0.0 | - |
| 7.7045 | 84750 | 0.0 | - |
| 7.7091 | 84800 | 0.0 | - |
| 7.7136 | 84850 | 0.0 | - |
| 7.7182 | 84900 | 0.0 | - |
| 7.7227 | 84950 | 0.0 | - |
| 7.7273 | 85000 | 0.0 | - |
| 7.7318 | 85050 | 0.0 | - |
| 7.7364 | 85100 | 0.0 | - |
| 7.7409 | 85150 | 0.0 | - |
| 7.7455 | 85200 | 0.0 | - |
| 7.75 | 85250 | 0.0 | - |
| 7.7545 | 85300 | 0.0 | - |
| 7.7591 | 85350 | 0.0 | - |
| 7.7636 | 85400 | 0.0 | - |
| 7.7682 | 85450 | 0.0 | - |
| 7.7727 | 85500 | 0.0001 | - |
| 7.7773 | 85550 | 0.0 | - |
| 7.7818 | 85600 | 0.0 | - |
| 7.7864 | 85650 | 0.0 | - |
| 7.7909 | 85700 | 0.0 | - |
| 7.7955 | 85750 | 0.0 | - |
| 7.8 | 85800 | 0.0 | - |
| 7.8045 | 85850 | 0.0 | - |
| 7.8091 | 85900 | 0.0 | - |
| 7.8136 | 85950 | 0.0 | - |
| 7.8182 | 86000 | 0.0 | - |
| 7.8227 | 86050 | 0.0 | - |
| 7.8273 | 86100 | 0.0 | - |
| 7.8318 | 86150 | 0.0001 | - |
| 7.8364 | 86200 | 0.0 | - |
| 7.8409 | 86250 | 0.0 | - |
| 7.8455 | 86300 | 0.0 | - |
| 7.85 | 86350 | 0.0 | - |
| 7.8545 | 86400 | 0.0 | - |
| 7.8591 | 86450 | 0.0 | - |
| 7.8636 | 86500 | 0.0 | - |
| 7.8682 | 86550 | 0.0 | - |
| 7.8727 | 86600 | 0.0 | - |
| 7.8773 | 86650 | 0.0 | - |
| 7.8818 | 86700 | 0.0 | - |
| 7.8864 | 86750 | 0.0 | - |
| 7.8909 | 86800 | 0.0 | - |
| 7.8955 | 86850 | 0.0 | - |
| 7.9 | 86900 | 0.0001 | - |
| 7.9045 | 86950 | 0.0 | - |
| 7.9091 | 87000 | 0.0 | - |
| 7.9136 | 87050 | 0.0 | - |
| 7.9182 | 87100 | 0.0 | - |
| 7.9227 | 87150 | 0.0 | - |
| 7.9273 | 87200 | 0.0 | - |
| 7.9318 | 87250 | 0.0 | - |
| 7.9364 | 87300 | 0.0 | - |
| 7.9409 | 87350 | 0.0 | - |
| 7.9455 | 87400 | 0.0 | - |
| 7.95 | 87450 | 0.0 | - |
| 7.9545 | 87500 | 0.0 | - |
| 7.9591 | 87550 | 0.0 | - |
| 7.9636 | 87600 | 0.0 | - |
| 7.9682 | 87650 | 0.0 | - |
| 7.9727 | 87700 | 0.0 | - |
| 7.9773 | 87750 | 0.0 | - |
| 7.9818 | 87800 | 0.0 | - |
| 7.9864 | 87850 | 0.0 | - |
| 7.9909 | 87900 | 0.0 | - |
| 7.9955 | 87950 | 0.0 | - |
| 8.0 | 88000 | 0.0 | - |
| 8.0045 | 88050 | 0.0 | - |
| 8.0091 | 88100 | 0.0 | - |
| 8.0136 | 88150 | 0.0 | - |
| 8.0182 | 88200 | 0.0 | - |
| 8.0227 | 88250 | 0.0 | - |
| 8.0273 | 88300 | 0.0 | - |
| 8.0318 | 88350 | 0.0 | - |
| 8.0364 | 88400 | 0.0 | - |
| 8.0409 | 88450 | 0.0 | - |
| 8.0455 | 88500 | 0.0 | - |
| 8.05 | 88550 | 0.0 | - |
| 8.0545 | 88600 | 0.0001 | - |
| 8.0591 | 88650 | 0.0 | - |
| 8.0636 | 88700 | 0.0 | - |
| 8.0682 | 88750 | 0.123 | - |
| 8.0727 | 88800 | 0.0 | - |
| 8.0773 | 88850 | 0.0 | - |
| 8.0818 | 88900 | 0.0 | - |
| 8.0864 | 88950 | 0.0 | - |
| 8.0909 | 89000 | 0.0001 | - |
| 8.0955 | 89050 | 0.0001 | - |
| 8.1 | 89100 | 0.0 | - |
| 8.1045 | 89150 | 0.0 | - |
| 8.1091 | 89200 | 0.0 | - |
| 8.1136 | 89250 | 0.0 | - |
| 8.1182 | 89300 | 0.0 | - |
| 8.1227 | 89350 | 0.0 | - |
| 8.1273 | 89400 | 0.0 | - |
| 8.1318 | 89450 | 0.0 | - |
| 8.1364 | 89500 | 0.0 | - |
| 8.1409 | 89550 | 0.0 | - |
| 8.1455 | 89600 | 0.0 | - |
| 8.15 | 89650 | 0.0 | - |
| 8.1545 | 89700 | 0.0001 | - |
| 8.1591 | 89750 | 0.0 | - |
| 8.1636 | 89800 | 0.0 | - |
| 8.1682 | 89850 | 0.0 | - |
| 8.1727 | 89900 | 0.0 | - |
| 8.1773 | 89950 | 0.0 | - |
| 8.1818 | 90000 | 0.0 | - |
| 8.1864 | 90050 | 0.0001 | - |
| 8.1909 | 90100 | 0.0 | - |
| 8.1955 | 90150 | 0.0 | - |
| 8.2 | 90200 | 0.0 | - |
| 8.2045 | 90250 | 0.0 | - |
| 8.2091 | 90300 | 0.0 | - |
| 8.2136 | 90350 | 0.0 | - |
| 8.2182 | 90400 | 0.0 | - |
| 8.2227 | 90450 | 0.0 | - |
| 8.2273 | 90500 | 0.0 | - |
| 8.2318 | 90550 | 0.0 | - |
| 8.2364 | 90600 | 0.0 | - |
| 8.2409 | 90650 | 0.0 | - |
| 8.2455 | 90700 | 0.0 | - |
| 8.25 | 90750 | 0.0 | - |
| 8.2545 | 90800 | 0.0 | - |
| 8.2591 | 90850 | 0.0 | - |
| 8.2636 | 90900 | 0.0 | - |
| 8.2682 | 90950 | 0.0 | - |
| 8.2727 | 91000 | 0.0 | - |
| 8.2773 | 91050 | 0.0 | - |
| 8.2818 | 91100 | 0.0 | - |
| 8.2864 | 91150 | 0.0 | - |
| 8.2909 | 91200 | 0.0001 | - |
| 8.2955 | 91250 | 0.0 | - |
| 8.3 | 91300 | 0.0 | - |
| 8.3045 | 91350 | 0.0 | - |
| 8.3091 | 91400 | 0.0 | - |
| 8.3136 | 91450 | 0.0 | - |
| 8.3182 | 91500 | 0.0 | - |
| 8.3227 | 91550 | 0.0001 | - |
| 8.3273 | 91600 | 0.0 | - |
| 8.3318 | 91650 | 0.0 | - |
| 8.3364 | 91700 | 0.0 | - |
| 8.3409 | 91750 | 0.0 | - |
| 8.3455 | 91800 | 0.0 | - |
| 8.35 | 91850 | 0.0 | - |
| 8.3545 | 91900 | 0.0 | - |
| 8.3591 | 91950 | 0.0001 | - |
| 8.3636 | 92000 | 0.0 | - |
| 8.3682 | 92050 | 0.0 | - |
| 8.3727 | 92100 | 0.0 | - |
| 8.3773 | 92150 | 0.0 | - |
| 8.3818 | 92200 | 0.0 | - |
| 8.3864 | 92250 | 0.0 | - |
| 8.3909 | 92300 | 0.0 | - |
| 8.3955 | 92350 | 0.0 | - |
| 8.4 | 92400 | 0.0 | - |
| 8.4045 | 92450 | 0.0 | - |
| 8.4091 | 92500 | 0.0 | - |
| 8.4136 | 92550 | 0.0 | - |
| 8.4182 | 92600 | 0.0 | - |
| 8.4227 | 92650 | 0.0 | - |
| 8.4273 | 92700 | 0.0 | - |
| 8.4318 | 92750 | 0.0 | - |
| 8.4364 | 92800 | 0.0 | - |
| 8.4409 | 92850 | 0.0 | - |
| 8.4455 | 92900 | 0.0 | - |
| 8.45 | 92950 | 0.0 | - |
| 8.4545 | 93000 | 0.0 | - |
| 8.4591 | 93050 | 0.0 | - |
| 8.4636 | 93100 | 0.0 | - |
| 8.4682 | 93150 | 0.0 | - |
| 8.4727 | 93200 | 0.0 | - |
| 8.4773 | 93250 | 0.0 | - |
| 8.4818 | 93300 | 0.0 | - |
| 8.4864 | 93350 | 0.0001 | - |
| 8.4909 | 93400 | 0.0 | - |
| 8.4955 | 93450 | 0.0 | - |
| 8.5 | 93500 | 0.0 | - |
| 8.5045 | 93550 | 0.0 | - |
| 8.5091 | 93600 | 0.0 | - |
| 8.5136 | 93650 | 0.0 | - |
| 8.5182 | 93700 | 0.0 | - |
| 8.5227 | 93750 | 0.0 | - |
| 8.5273 | 93800 | 0.0 | - |
| 8.5318 | 93850 | 0.0 | - |
| 8.5364 | 93900 | 0.0 | - |
| 8.5409 | 93950 | 0.0 | - |
| 8.5455 | 94000 | 0.0 | - |
| 8.55 | 94050 | 0.0 | - |
| 8.5545 | 94100 | 0.0 | - |
| 8.5591 | 94150 | 0.0 | - |
| 8.5636 | 94200 | 0.0 | - |
| 8.5682 | 94250 | 0.0 | - |
| 8.5727 | 94300 | 0.0 | - |
| 8.5773 | 94350 | 0.0 | - |
| 8.5818 | 94400 | 0.0 | - |
| 8.5864 | 94450 | 0.0 | - |
| 8.5909 | 94500 | 0.0 | - |
| 8.5955 | 94550 | 0.0 | - |
| 8.6 | 94600 | 0.0 | - |
| 8.6045 | 94650 | 0.0 | - |
| 8.6091 | 94700 | 0.0 | - |
| 8.6136 | 94750 | 0.0 | - |
| 8.6182 | 94800 | 0.0 | - |
| 8.6227 | 94850 | 0.0 | - |
| 8.6273 | 94900 | 0.0 | - |
| 8.6318 | 94950 | 0.0 | - |
| 8.6364 | 95000 | 0.0 | - |
| 8.6409 | 95050 | 0.0 | - |
| 8.6455 | 95100 | 0.0 | - |
| 8.65 | 95150 | 0.0 | - |
| 8.6545 | 95200 | 0.0001 | - |
| 8.6591 | 95250 | 0.0001 | - |
| 8.6636 | 95300 | 0.0 | - |
| 8.6682 | 95350 | 0.0 | - |
| 8.6727 | 95400 | 0.0001 | - |
| 8.6773 | 95450 | 0.0 | - |
| 8.6818 | 95500 | 0.0 | - |
| 8.6864 | 95550 | 0.0 | - |
| 8.6909 | 95600 | 0.0 | - |
| 8.6955 | 95650 | 0.0 | - |
| 8.7 | 95700 | 0.0 | - |
| 8.7045 | 95750 | 0.0 | - |
| 8.7091 | 95800 | 0.0 | - |
| 8.7136 | 95850 | 0.0 | - |
| 8.7182 | 95900 | 0.0 | - |
| 8.7227 | 95950 | 0.0 | - |
| 8.7273 | 96000 | 0.0 | - |
| 8.7318 | 96050 | 0.0001 | - |
| 8.7364 | 96100 | 0.0 | - |
| 8.7409 | 96150 | 0.0 | - |
| 8.7455 | 96200 | 0.0 | - |
| 8.75 | 96250 | 0.0 | - |
| 8.7545 | 96300 | 0.0 | - |
| 8.7591 | 96350 | 0.0 | - |
| 8.7636 | 96400 | 0.0 | - |
| 8.7682 | 96450 | 0.0 | - |
| 8.7727 | 96500 | 0.0 | - |
| 8.7773 | 96550 | 0.0 | - |
| 8.7818 | 96600 | 0.0 | - |
| 8.7864 | 96650 | 0.0 | - |
| 8.7909 | 96700 | 0.0 | - |
| 8.7955 | 96750 | 0.0 | - |
| 8.8 | 96800 | 0.0 | - |
| 8.8045 | 96850 | 0.0 | - |
| 8.8091 | 96900 | 0.0 | - |
| 8.8136 | 96950 | 0.0001 | - |
| 8.8182 | 97000 | 0.0 | - |
| 8.8227 | 97050 | 0.0 | - |
| 8.8273 | 97100 | 0.0 | - |
| 8.8318 | 97150 | 0.0 | - |
| 8.8364 | 97200 | 0.0 | - |
| 8.8409 | 97250 | 0.0 | - |
| 8.8455 | 97300 | 0.0 | - |
| 8.85 | 97350 | 0.0 | - |
| 8.8545 | 97400 | 0.0 | - |
| 8.8591 | 97450 | 0.0 | - |
| 8.8636 | 97500 | 0.0 | - |
| 8.8682 | 97550 | 0.0 | - |
| 8.8727 | 97600 | 0.0 | - |
| 8.8773 | 97650 | 0.0 | - |
| 8.8818 | 97700 | 0.0 | - |
| 8.8864 | 97750 | 0.0 | - |
| 8.8909 | 97800 | 0.0 | - |
| 8.8955 | 97850 | 0.0 | - |
| 8.9 | 97900 | 0.0 | - |
| 8.9045 | 97950 | 0.0 | - |
| 8.9091 | 98000 | 0.0 | - |
| 8.9136 | 98050 | 0.0 | - |
| 8.9182 | 98100 | 0.0 | - |
| 8.9227 | 98150 | 0.0 | - |
| 8.9273 | 98200 | 0.0001 | - |
| 8.9318 | 98250 | 0.0 | - |
| 8.9364 | 98300 | 0.0 | - |
| 8.9409 | 98350 | 0.0 | - |
| 8.9455 | 98400 | 0.0 | - |
| 8.95 | 98450 | 0.0 | - |
| 8.9545 | 98500 | 0.0 | - |
| 8.9591 | 98550 | 0.0 | - |
| 8.9636 | 98600 | 0.0 | - |
| 8.9682 | 98650 | 0.0 | - |
| 8.9727 | 98700 | 0.0 | - |
| 8.9773 | 98750 | 0.0 | - |
| 8.9818 | 98800 | 0.0 | - |
| 8.9864 | 98850 | 0.0 | - |
| 8.9909 | 98900 | 0.0 | - |
| 8.9955 | 98950 | 0.0 | - |
| 9.0 | 99000 | 0.0 | - |
| 9.0045 | 99050 | 0.0 | - |
| 9.0091 | 99100 | 0.0 | - |
| 9.0136 | 99150 | 0.0 | - |
| 9.0182 | 99200 | 0.0001 | - |
| 9.0227 | 99250 | 0.0 | - |
| 9.0273 | 99300 | 0.0 | - |
| 9.0318 | 99350 | 0.0 | - |
| 9.0364 | 99400 | 0.0 | - |
| 9.0409 | 99450 | 0.0 | - |
| 9.0455 | 99500 | 0.0 | - |
| 9.05 | 99550 | 0.0 | - |
| 9.0545 | 99600 | 0.0 | - |
| 9.0591 | 99650 | 0.0 | - |
| 9.0636 | 99700 | 0.0 | - |
| 9.0682 | 99750 | 0.0 | - |
| 9.0727 | 99800 | 0.0 | - |
| 9.0773 | 99850 | 0.0 | - |
| 9.0818 | 99900 | 0.0001 | - |
| 9.0864 | 99950 | 0.0 | - |
| 9.0909 | 100000 | 0.0 | - |
| 9.0955 | 100050 | 0.0 | - |
| 9.1 | 100100 | 0.0 | - |
| 9.1045 | 100150 | 0.0 | - |
| 9.1091 | 100200 | 0.0 | - |
| 9.1136 | 100250 | 0.0 | - |
| 9.1182 | 100300 | 0.0 | - |
| 9.1227 | 100350 | 0.0 | - |
| 9.1273 | 100400 | 0.0 | - |
| 9.1318 | 100450 | 0.0 | - |
| 9.1364 | 100500 | 0.0 | - |
| 9.1409 | 100550 | 0.0 | - |
| 9.1455 | 100600 | 0.0 | - |
| 9.15 | 100650 | 0.0 | - |
| 9.1545 | 100700 | 0.0 | - |
| 9.1591 | 100750 | 0.0 | - |
| 9.1636 | 100800 | 0.0 | - |
| 9.1682 | 100850 | 0.0 | - |
| 9.1727 | 100900 | 0.0 | - |
| 9.1773 | 100950 | 0.0 | - |
| 9.1818 | 101000 | 0.0 | - |
| 9.1864 | 101050 | 0.0 | - |
| 9.1909 | 101100 | 0.0 | - |
| 9.1955 | 101150 | 0.0 | - |
| 9.2 | 101200 | 0.0 | - |
| 9.2045 | 101250 | 0.0 | - |
| 9.2091 | 101300 | 0.0 | - |
| 9.2136 | 101350 | 0.0 | - |
| 9.2182 | 101400 | 0.0 | - |
| 9.2227 | 101450 | 0.0 | - |
| 9.2273 | 101500 | 0.0 | - |
| 9.2318 | 101550 | 0.0 | - |
| 9.2364 | 101600 | 0.0 | - |
| 9.2409 | 101650 | 0.0 | - |
| 9.2455 | 101700 | 0.0 | - |
| 9.25 | 101750 | 0.0 | - |
| 9.2545 | 101800 | 0.0 | - |
| 9.2591 | 101850 | 0.0 | - |
| 9.2636 | 101900 | 0.0 | - |
| 9.2682 | 101950 | 0.0 | - |
| 9.2727 | 102000 | 0.0 | - |
| 9.2773 | 102050 | 0.0 | - |
| 9.2818 | 102100 | 0.0 | - |
| 9.2864 | 102150 | 0.0 | - |
| 9.2909 | 102200 | 0.0 | - |
| 9.2955 | 102250 | 0.0 | - |
| 9.3 | 102300 | 0.0 | - |
| 9.3045 | 102350 | 0.0 | - |
| 9.3091 | 102400 | 0.0 | - |
| 9.3136 | 102450 | 0.0 | - |
| 9.3182 | 102500 | 0.0 | - |
| 9.3227 | 102550 | 0.0 | - |
| 9.3273 | 102600 | 0.0 | - |
| 9.3318 | 102650 | 0.0 | - |
| 9.3364 | 102700 | 0.0 | - |
| 9.3409 | 102750 | 0.0 | - |
| 9.3455 | 102800 | 0.0 | - |
| 9.35 | 102850 | 0.0 | - |
| 9.3545 | 102900 | 0.0 | - |
| 9.3591 | 102950 | 0.0 | - |
| 9.3636 | 103000 | 0.0 | - |
| 9.3682 | 103050 | 0.0 | - |
| 9.3727 | 103100 | 0.0 | - |
| 9.3773 | 103150 | 0.0 | - |
| 9.3818 | 103200 | 0.0 | - |
| 9.3864 | 103250 | 0.0 | - |
| 9.3909 | 103300 | 0.0 | - |
| 9.3955 | 103350 | 0.0 | - |
| 9.4 | 103400 | 0.0 | - |
| 9.4045 | 103450 | 0.0 | - |
| 9.4091 | 103500 | 0.0 | - |
| 9.4136 | 103550 | 0.0 | - |
| 9.4182 | 103600 | 0.0 | - |
| 9.4227 | 103650 | 0.0 | - |
| 9.4273 | 103700 | 0.0 | - |
| 9.4318 | 103750 | 0.0 | - |
| 9.4364 | 103800 | 0.0 | - |
| 9.4409 | 103850 | 0.0 | - |
| 9.4455 | 103900 | 0.0 | - |
| 9.45 | 103950 | 0.0 | - |
| 9.4545 | 104000 | 0.0 | - |
| 9.4591 | 104050 | 0.0 | - |
| 9.4636 | 104100 | 0.0 | - |
| 9.4682 | 104150 | 0.0 | - |
| 9.4727 | 104200 | 0.0 | - |
| 9.4773 | 104250 | 0.0 | - |
| 9.4818 | 104300 | 0.0 | - |
| 9.4864 | 104350 | 0.0 | - |
| 9.4909 | 104400 | 0.0 | - |
| 9.4955 | 104450 | 0.0 | - |
| 9.5 | 104500 | 0.0 | - |
| 9.5045 | 104550 | 0.0 | - |
| 9.5091 | 104600 | 0.0 | - |
| 9.5136 | 104650 | 0.0 | - |
| 9.5182 | 104700 | 0.0 | - |
| 9.5227 | 104750 | 0.0 | - |
| 9.5273 | 104800 | 0.0 | - |
| 9.5318 | 104850 | 0.0 | - |
| 9.5364 | 104900 | 0.0 | - |
| 9.5409 | 104950 | 0.0 | - |
| 9.5455 | 105000 | 0.0 | - |
| 9.55 | 105050 | 0.0 | - |
| 9.5545 | 105100 | 0.0 | - |
| 9.5591 | 105150 | 0.0 | - |
| 9.5636 | 105200 | 0.0 | - |
| 9.5682 | 105250 | 0.0 | - |
| 9.5727 | 105300 | 0.0 | - |
| 9.5773 | 105350 | 0.0 | - |
| 9.5818 | 105400 | 0.0 | - |
| 9.5864 | 105450 | 0.0 | - |
| 9.5909 | 105500 | 0.0 | - |
| 9.5955 | 105550 | 0.0 | - |
| 9.6 | 105600 | 0.0 | - |
| 9.6045 | 105650 | 0.0001 | - |
| 9.6091 | 105700 | 0.0 | - |
| 9.6136 | 105750 | 0.0 | - |
| 9.6182 | 105800 | 0.0 | - |
| 9.6227 | 105850 | 0.0 | - |
| 9.6273 | 105900 | 0.0 | - |
| 9.6318 | 105950 | 0.0 | - |
| 9.6364 | 106000 | 0.0 | - |
| 9.6409 | 106050 | 0.0001 | - |
| 9.6455 | 106100 | 0.0 | - |
| 9.65 | 106150 | 0.0 | - |
| 9.6545 | 106200 | 0.0 | - |
| 9.6591 | 106250 | 0.0 | - |
| 9.6636 | 106300 | 0.0 | - |
| 9.6682 | 106350 | 0.0 | - |
| 9.6727 | 106400 | 0.0 | - |
| 9.6773 | 106450 | 0.0 | - |
| 9.6818 | 106500 | 0.0 | - |
| 9.6864 | 106550 | 0.0 | - |
| 9.6909 | 106600 | 0.0 | - |
| 9.6955 | 106650 | 0.0 | - |
| 9.7 | 106700 | 0.0 | - |
| 9.7045 | 106750 | 0.0 | - |
| 9.7091 | 106800 | 0.0 | - |
| 9.7136 | 106850 | 0.0 | - |
| 9.7182 | 106900 | 0.0 | - |
| 9.7227 | 106950 | 0.0 | - |
| 9.7273 | 107000 | 0.0 | - |
| 9.7318 | 107050 | 0.0 | - |
| 9.7364 | 107100 | 0.0 | - |
| 9.7409 | 107150 | 0.0 | - |
| 9.7455 | 107200 | 0.0 | - |
| 9.75 | 107250 | 0.0 | - |
| 9.7545 | 107300 | 0.0 | - |
| 9.7591 | 107350 | 0.0 | - |
| 9.7636 | 107400 | 0.0 | - |
| 9.7682 | 107450 | 0.0 | - |
| 9.7727 | 107500 | 0.0 | - |
| 9.7773 | 107550 | 0.0 | - |
| 9.7818 | 107600 | 0.0 | - |
| 9.7864 | 107650 | 0.0 | - |
| 9.7909 | 107700 | 0.0 | - |
| 9.7955 | 107750 | 0.0 | - |
| 9.8 | 107800 | 0.0 | - |
| 9.8045 | 107850 | 0.0 | - |
| 9.8091 | 107900 | 0.0 | - |
| 9.8136 | 107950 | 0.0 | - |
| 9.8182 | 108000 | 0.0 | - |
| 9.8227 | 108050 | 0.0 | - |
| 9.8273 | 108100 | 0.0 | - |
| 9.8318 | 108150 | 0.0 | - |
| 9.8364 | 108200 | 0.0 | - |
| 9.8409 | 108250 | 0.0 | - |
| 9.8455 | 108300 | 0.0 | - |
| 9.85 | 108350 | 0.0 | - |
| 9.8545 | 108400 | 0.0 | - |
| 9.8591 | 108450 | 0.0 | - |
| 9.8636 | 108500 | 0.0 | - |
| 9.8682 | 108550 | 0.0 | - |
| 9.8727 | 108600 | 0.0 | - |
| 9.8773 | 108650 | 0.0 | - |
| 9.8818 | 108700 | 0.0 | - |
| 9.8864 | 108750 | 0.0 | - |
| 9.8909 | 108800 | 0.0 | - |
| 9.8955 | 108850 | 0.0 | - |
| 9.9 | 108900 | 0.0 | - |
| 9.9045 | 108950 | 0.0 | - |
| 9.9091 | 109000 | 0.0 | - |
| 9.9136 | 109050 | 0.0 | - |
| 9.9182 | 109100 | 0.0 | - |
| 9.9227 | 109150 | 0.0 | - |
| 9.9273 | 109200 | 0.0 | - |
| 9.9318 | 109250 | 0.0 | - |
| 9.9364 | 109300 | 0.0 | - |
| 9.9409 | 109350 | 0.0 | - |
| 9.9455 | 109400 | 0.0 | - |
| 9.95 | 109450 | 0.0 | - |
| 9.9545 | 109500 | 0.0 | - |
| 9.9591 | 109550 | 0.0 | - |
| 9.9636 | 109600 | 0.0 | - |
| 9.9682 | 109650 | 0.0 | - |
| 9.9727 | 109700 | 0.0 | - |
| 9.9773 | 109750 | 0.0 | - |
| 9.9818 | 109800 | 0.0 | - |
| 9.9864 | 109850 | 0.0 | - |
| 9.9909 | 109900 | 0.0 | - |
| 9.9955 | 109950 | 0.0 | - |
| 10.0 | 110000 | 0.0 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.36.0
- PyTorch: 2.0.0
- Datasets: 2.15.0
- Tokenizers: 0.15.0
## 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}
}
```
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