setfit safetensors mpnet sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-mpnet-base-v2 base_model:finetune:sentence-transformers/paraphrase-mpnet-base-v2 model-index region:us
---
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: Dadon Hotel
- text: Joyi Homeo Hall
- text: Masum Egg Supplier
- text: Salam Automobiles
- text: Shoumik Enterprise
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.59
      name: Accuracy
---

# 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:** 19 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                                                                                                                                                                  |
|:----------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Landmark        | <ul><li>'Rajarbagh Shahjahanpur Moar'</li><li>'3 Number Mp Checkpost'</li><li>'Akua Madrasha Quarter Rail Crossing'</li></ul>                                             |
| Religious Place | <ul><li>'Csd Masjid Jashore Cantonment'</li><li>'Baytut Tayyib Jame Masjid'</li><li>'Court Para Jame Masjid'</li></ul>                                                    |
| Residential     | <ul><li>'Matrichaya'</li><li>'Chowdhury Mansion'</li><li>'Nabila Villa'</li></ul>                                                                                         |
| Government      | <ul><li>'Rapid Action Battalion 3 (RAB)'</li><li>'Bangladesh Muktijoddha Sangsad Tejgaon Industrial Area Unit Command'</li><li>'Subhanighat Police Outpost'</li></ul>     |
| Recreation      | <ul><li>'5h Avenue Convention Hall'</li><li>'Purobi Chinema Hall'</li><li>'Shotodol Club'</li></ul>                                                                       |
| Commercial      | <ul><li>'Bikers Racing Zone'</li><li>'Sr Parcel Service Limited'</li><li>'Vegetables Market'</li></ul>                                                                    |
| Education       | <ul><li>'Dinajpur Polytechnic Institute'</li><li>'Gazipur Central Public Management Institute'</li><li>'Maskatadighi Government Primary School'</li></ul>                 |
| Bank            | <ul><li>'Commercial Bank Of Ceylon Plc Shantinagar'</li><li>'Social Islami Bank Limited (SIBL) Mohammadpur'</li><li>'Dhaka Bank Limited Jashore Sadar'</li></ul>          |
| Fuel            | <ul><li>'Ferdaous Enterprise'</li><li>'Ahmed Bd Trade'</li><li>'Hasan Filling Station'</li></ul>                                                                          |
| Hotel           | <ul><li>'Hotel Arafat'</li><li>'World Beach Resort'</li><li>'Hotel Chalontika'</li></ul>                                                                                  |
| Shop            | <ul><li>'Janosheba Medico'</li><li>'New Mone Rekho Tailors'</li><li>'Man Tailors'</li></ul>                                                                               |
| Utility         | <ul><li>'Pole No 86'</li><li>'Pole No 239'</li><li>'Salimullah Road Water Pump'</li></ul>                                                                                 |
| Construction    | <ul><li>'N J Enterprise'</li><li>'Bk Traders'</li><li>'Sohel Glass'</li></ul>                                                                                             |
| Agricultural    | <ul><li>'Mango Seedlings'</li><li>'Amaia Garden'</li><li>'Gardey'</li></ul>                                                                                               |
| Office          | <ul><li>'Dalik Lekhak And Serviour'</li><li>'Assistant Police Commissioner Traffic Mohammadpur Zone Office'</li><li>'Challenger Elevator And Escalator Limited'</li></ul> |
| Healthcare      | <ul><li>'Afroz Homeo Hall'</li><li>'Expert Dental Solution'</li><li>'Bhai Bon Homeo Hall'</li></ul>                                                                       |
| Transportation  | <ul><li>'Ideal Parking Jone'</li><li>'Hanif Bus Counter'</li><li>'Five Star Transport Agency'</li></ul>                                                                   |
| Food            | <ul><li>'Madhuban Hotel'</li><li>'Al Hamza Biriyani House'</li><li>'Gramer Bari'</li></ul>                                                                                |
| Industry        | <ul><li>'Rony Group'</li><li>'Net Factory'</li><li>'Kumudini Welfare Trust Of Bengal Bd Limited'</li></ul>                                                                |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.59     |

## 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("rafi138/setfit-paraphrase-mpnet-base-v2-business-type")
# Run inference
preds = model("Dadon Hotel")
```

<!--
### 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   | 3.3752 | 11  |

| Label                                                                                                                                                               | Training Sample Count |
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------|
| ShopCommercialGovernmentHealthcareEducationFoodOfficeReligious PlaceBankTransportationConstructionIndustryResidentialLandmarkRecreationFuelHotelUtilityAgricultural | 0                     |

### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (4, 4)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch   | Step      | Training Loss | Validation Loss |
|:-------:|:---------:|:-------------:|:---------------:|
| 0.0000  | 1         | 0.2815        | -               |
| 0.0019  | 50        | 0.2543        | -               |
| 0.0038  | 100       | 0.2781        | -               |
| 0.0057  | 150       | 0.2328        | -               |
| 0.0076  | 200       | 0.2258        | -               |
| 0.0095  | 250       | 0.1884        | -               |
| 0.0115  | 300       | 0.2192        | -               |
| 0.0134  | 350       | 0.1935        | -               |
| 0.0153  | 400       | 0.2057        | -               |
| 0.0172  | 450       | 0.1949        | -               |
| 0.0191  | 500       | 0.1955        | -               |
| 0.0210  | 550       | 0.1744        | -               |
| 0.0229  | 600       | 0.1518        | -               |
| 0.0248  | 650       | 0.1804        | -               |
| 0.0267  | 700       | 0.1669        | -               |
| 0.0286  | 750       | 0.1565        | -               |
| 0.0306  | 800       | 0.14          | -               |
| 0.0325  | 850       | 0.1648        | -               |
| 0.0344  | 900       | 0.1441        | -               |
| 0.0363  | 950       | 0.1237        | -               |
| 0.0382  | 1000      | 0.1155        | -               |
| 0.0401  | 1050      | 0.1303        | -               |
| 0.0420  | 1100      | 0.1115        | -               |
| 0.0439  | 1150      | 0.1533        | -               |
| 0.0458  | 1200      | 0.1278        | -               |
| 0.0477  | 1250      | 0.0851        | -               |
| 0.0496  | 1300      | 0.0982        | -               |
| 0.0516  | 1350      | 0.0925        | -               |
| 0.0535  | 1400      | 0.0861        | -               |
| 0.0554  | 1450      | 0.1121        | -               |
| 0.0573  | 1500      | 0.1226        | -               |
| 0.0592  | 1550      | 0.1049        | -               |
| 0.0611  | 1600      | 0.1101        | -               |
| 0.0630  | 1650      | 0.113         | -               |
| 0.0649  | 1700      | 0.1061        | -               |
| 0.0668  | 1750      | 0.0573        | -               |
| 0.0687  | 1800      | 0.0665        | -               |
| 0.0707  | 1850      | 0.0657        | -               |
| 0.0726  | 1900      | 0.082         | -               |
| 0.0745  | 1950      | 0.0654        | -               |
| 0.0764  | 2000      | 0.0783        | -               |
| 0.0783  | 2050      | 0.0713        | -               |
| 0.0802  | 2100      | 0.0669        | -               |
| 0.0821  | 2150      | 0.0536        | -               |
| 0.0840  | 2200      | 0.0556        | -               |
| 0.0859  | 2250      | 0.0704        | -               |
| 0.0878  | 2300      | 0.063         | -               |
| 0.0897  | 2350      | 0.0472        | -               |
| 0.0917  | 2400      | 0.0562        | -               |
| 0.0936  | 2450      | 0.0392        | -               |
| 0.0955  | 2500      | 0.0465        | -               |
| 0.0974  | 2550      | 0.0424        | -               |
| 0.0993  | 2600      | 0.0453        | -               |
| 0.1012  | 2650      | 0.0375        | -               |
| 0.1031  | 2700      | 0.0445        | -               |
| 0.1050  | 2750      | 0.0231        | -               |
| 0.1069  | 2800      | 0.0386        | -               |
| 0.1088  | 2850      | 0.0258        | -               |
| 0.1108  | 2900      | 0.0344        | -               |
| 0.1127  | 2950      | 0.0143        | -               |
| 0.1146  | 3000      | 0.016         | -               |
| 0.1165  | 3050      | 0.0216        | -               |
| 0.1184  | 3100      | 0.0365        | -               |
| 0.1203  | 3150      | 0.0238        | -               |
| 0.1222  | 3200      | 0.0099        | -               |
| 0.1241  | 3250      | 0.0211        | -               |
| 0.1260  | 3300      | 0.0149        | -               |
| 0.1279  | 3350      | 0.0406        | -               |
| 0.1298  | 3400      | 0.0231        | -               |
| 0.1318  | 3450      | 0.0266        | -               |
| 0.1337  | 3500      | 0.0225        | -               |
| 0.1356  | 3550      | 0.0203        | -               |
| 0.1375  | 3600      | 0.0097        | -               |
| 0.1394  | 3650      | 0.0143        | -               |
| 0.1413  | 3700      | 0.0052        | -               |
| 0.1432  | 3750      | 0.0094        | -               |
| 0.1451  | 3800      | 0.0029        | -               |
| 0.1470  | 3850      | 0.0065        | -               |
| 0.1489  | 3900      | 0.0078        | -               |
| 0.1508  | 3950      | 0.0109        | -               |
| 0.1528  | 4000      | 0.0054        | -               |
| 0.1547  | 4050      | 0.0069        | -               |
| 0.1566  | 4100      | 0.0248        | -               |
| 0.1585  | 4150      | 0.0069        | -               |
| 0.1604  | 4200      | 0.0073        | -               |
| 0.1623  | 4250      | 0.0054        | -               |
| 0.1642  | 4300      | 0.0027        | -               |
| 0.1661  | 4350      | 0.0028        | -               |
| 0.1680  | 4400      | 0.0021        | -               |
| 0.1699  | 4450      | 0.0038        | -               |
| 0.1719  | 4500      | 0.0034        | -               |
| 0.1738  | 4550      | 0.0158        | -               |
| 0.1757  | 4600      | 0.0043        | -               |
| 0.1776  | 4650      | 0.0055        | -               |
| 0.1795  | 4700      | 0.0064        | -               |
| 0.1814  | 4750      | 0.0021        | -               |
| 0.1833  | 4800      | 0.0026        | -               |
| 0.1852  | 4850      | 0.0112        | -               |
| 0.1871  | 4900      | 0.0029        | -               |
| 0.1890  | 4950      | 0.0176        | -               |
| 0.1909  | 5000      | 0.0071        | -               |
| 0.1929  | 5050      | 0.0097        | -               |
| 0.1948  | 5100      | 0.0032        | -               |
| 0.1967  | 5150      | 0.0044        | -               |
| 0.1986  | 5200      | 0.0065        | -               |
| 0.2005  | 5250      | 0.0176        | -               |
| 0.2024  | 5300      | 0.0026        | -               |
| 0.2043  | 5350      | 0.0036        | -               |
| 0.2062  | 5400      | 0.0022        | -               |
| 0.2081  | 5450      | 0.0014        | -               |
| 0.2100  | 5500      | 0.0073        | -               |
| 0.2120  | 5550      | 0.0009        | -               |
| 0.2139  | 5600      | 0.0011        | -               |
| 0.2158  | 5650      | 0.0022        | -               |
| 0.2177  | 5700      | 0.0011        | -               |
| 0.2196  | 5750      | 0.0074        | -               |
| 0.2215  | 5800      | 0.0114        | -               |
| 0.2234  | 5850      | 0.0013        | -               |
| 0.2253  | 5900      | 0.0009        | -               |
| 0.2272  | 5950      | 0.0018        | -               |
| 0.2291  | 6000      | 0.001         | -               |
| 0.2310  | 6050      | 0.0013        | -               |
| 0.2330  | 6100      | 0.0058        | -               |
| 0.2349  | 6150      | 0.0012        | -               |
| 0.2368  | 6200      | 0.0013        | -               |
| 0.2387  | 6250      | 0.0009        | -               |
| 0.2406  | 6300      | 0.0012        | -               |
| 0.2425  | 6350      | 0.0006        | -               |
| 0.2444  | 6400      | 0.0013        | -               |
| 0.2463  | 6450      | 0.0005        | -               |
| 0.2482  | 6500      | 0.0032        | -               |
| 0.2501  | 6550      | 0.0006        | -               |
| 0.2521  | 6600      | 0.0007        | -               |
| 0.2540  | 6650      | 0.0029        | -               |
| 0.2559  | 6700      | 0.001         | -               |
| 0.2578  | 6750      | 0.0005        | -               |
| 0.2597  | 6800      | 0.001         | -               |
| 0.2616  | 6850      | 0.0004        | -               |
| 0.2635  | 6900      | 0.0007        | -               |
| 0.2654  | 6950      | 0.0006        | -               |
| 0.2673  | 7000      | 0.0034        | -               |
| 0.2692  | 7050      | 0.0006        | -               |
| 0.2711  | 7100      | 0.0006        | -               |
| 0.2731  | 7150      | 0.0013        | -               |
| 0.2750  | 7200      | 0.0017        | -               |
| 0.2769  | 7250      | 0.0006        | -               |
| 0.2788  | 7300      | 0.0007        | -               |
| 0.2807  | 7350      | 0.0005        | -               |
| 0.2826  | 7400      | 0.0009        | -               |
| 0.2845  | 7450      | 0.0007        | -               |
| 0.2864  | 7500      | 0.0008        | -               |
| 0.2883  | 7550      | 0.001         | -               |
| 0.2902  | 7600      | 0.0004        | -               |
| 0.2922  | 7650      | 0.0004        | -               |
| 0.2941  | 7700      | 0.0007        | -               |
| 0.2960  | 7750      | 0.0004        | -               |
| 0.2979  | 7800      | 0.0011        | -               |
| 0.2998  | 7850      | 0.0005        | -               |
| 0.3017  | 7900      | 0.0004        | -               |
| 0.3036  | 7950      | 0.0003        | -               |
| 0.3055  | 8000      | 0.001         | -               |
| 0.3074  | 8050      | 0.0005        | -               |
| 0.3093  | 8100      | 0.0003        | -               |
| 0.3112  | 8150      | 0.0004        | -               |
| 0.3132  | 8200      | 0.0003        | -               |
| 0.3151  | 8250      | 0.007         | -               |
| 0.3170  | 8300      | 0.0026        | -               |
| 0.3189  | 8350      | 0.0004        | -               |
| 0.3208  | 8400      | 0.0005        | -               |
| 0.3227  | 8450      | 0.0005        | -               |
| 0.3246  | 8500      | 0.0004        | -               |
| 0.3265  | 8550      | 0.0003        | -               |
| 0.3284  | 8600      | 0.0003        | -               |
| 0.3303  | 8650      | 0.0003        | -               |
| 0.3323  | 8700      | 0.0026        | -               |
| 0.3342  | 8750      | 0.0003        | -               |
| 0.3361  | 8800      | 0.0002        | -               |
| 0.3380  | 8850      | 0.0002        | -               |
| 0.3399  | 8900      | 0.0002        | -               |
| 0.3418  | 8950      | 0.0004        | -               |
| 0.3437  | 9000      | 0.0003        | -               |
| 0.3456  | 9050      | 0.0005        | -               |
| 0.3475  | 9100      | 0.0002        | -               |
| 0.3494  | 9150      | 0.0052        | -               |
| 0.3513  | 9200      | 0.0138        | -               |
| 0.3533  | 9250      | 0.0006        | -               |
| 0.3552  | 9300      | 0.0004        | -               |
| 0.3571  | 9350      | 0.0019        | -               |
| 0.3590  | 9400      | 0.0003        | -               |
| 0.3609  | 9450      | 0.0002        | -               |
| 0.3628  | 9500      | 0.0002        | -               |
| 0.3647  | 9550      | 0.0003        | -               |
| 0.3666  | 9600      | 0.0003        | -               |
| 0.3685  | 9650      | 0.0269        | -               |
| 0.3704  | 9700      | 0.0004        | -               |
| 0.3724  | 9750      | 0.0002        | -               |
| 0.3743  | 9800      | 0.0005        | -               |
| 0.3762  | 9850      | 0.0002        | -               |
| 0.3781  | 9900      | 0.0003        | -               |
| 0.3800  | 9950      | 0.0002        | -               |
| 0.3819  | 10000     | 0.0002        | -               |
| 0.3838  | 10050     | 0.0002        | -               |
| 0.3857  | 10100     | 0.0158        | -               |
| 0.3876  | 10150     | 0.0004        | -               |
| 0.3895  | 10200     | 0.0094        | -               |
| 0.3914  | 10250     | 0.0098        | -               |
| 0.3934  | 10300     | 0.0003        | -               |
| 0.3953  | 10350     | 0.0003        | -               |
| 0.3972  | 10400     | 0.0004        | -               |
| 0.3991  | 10450     | 0.0003        | -               |
| 0.4010  | 10500     | 0.0003        | -               |
| 0.4029  | 10550     | 0.0002        | -               |
| 0.4048  | 10600     | 0.0006        | -               |
| 0.4067  | 10650     | 0.0004        | -               |
| 0.4086  | 10700     | 0.0002        | -               |
| 0.4105  | 10750     | 0.0005        | -               |
| 0.4124  | 10800     | 0.0002        | -               |
| 0.4144  | 10850     | 0.0002        | -               |
| 0.4163  | 10900     | 0.0002        | -               |
| 0.4182  | 10950     | 0.0002        | -               |
| 0.4201  | 11000     | 0.0002        | -               |
| 0.4220  | 11050     | 0.0002        | -               |
| 0.4239  | 11100     | 0.0002        | -               |
| 0.4258  | 11150     | 0.0002        | -               |
| 0.4277  | 11200     | 0.0002        | -               |
| 0.4296  | 11250     | 0.0002        | -               |
| 0.4315  | 11300     | 0.0001        | -               |
| 0.4335  | 11350     | 0.0001        | -               |
| 0.4354  | 11400     | 0.0001        | -               |
| 0.4373  | 11450     | 0.0002        | -               |
| 0.4392  | 11500     | 0.0001        | -               |
| 0.4411  | 11550     | 0.0002        | -               |
| 0.4430  | 11600     | 0.0001        | -               |
| 0.4449  | 11650     | 0.0001        | -               |
| 0.4468  | 11700     | 0.0002        | -               |
| 0.4487  | 11750     | 0.0001        | -               |
| 0.4506  | 11800     | 0.0001        | -               |
| 0.4525  | 11850     | 0.0002        | -               |
| 0.4545  | 11900     | 0.0006        | -               |
| 0.4564  | 11950     | 0.0002        | -               |
| 0.4583  | 12000     | 0.0001        | -               |
| 0.4602  | 12050     | 0.0001        | -               |
| 0.4621  | 12100     | 0.0002        | -               |
| 0.4640  | 12150     | 0.0002        | -               |
| 0.4659  | 12200     | 0.0001        | -               |
| 0.4678  | 12250     | 0.0001        | -               |
| 0.4697  | 12300     | 0.0002        | -               |
| 0.4716  | 12350     | 0.0004        | -               |
| 0.4736  | 12400     | 0.0003        | -               |
| 0.4755  | 12450     | 0.0279        | -               |
| 0.4774  | 12500     | 0.0072        | -               |
| 0.4793  | 12550     | 0.006         | -               |
| 0.4812  | 12600     | 0.0325        | -               |
| 0.4831  | 12650     | 0.0012        | -               |
| 0.4850  | 12700     | 0.0015        | -               |
| 0.4869  | 12750     | 0.0013        | -               |
| 0.4888  | 12800     | 0.0002        | -               |
| 0.4907  | 12850     | 0.0003        | -               |
| 0.4926  | 12900     | 0.0003        | -               |
| 0.4946  | 12950     | 0.001         | -               |
| 0.4965  | 13000     | 0.0004        | -               |
| 0.4984  | 13050     | 0.0002        | -               |
| 0.5003  | 13100     | 0.0002        | -               |
| 0.5022  | 13150     | 0.0002        | -               |
| 0.5041  | 13200     | 0.0003        | -               |
| 0.5060  | 13250     | 0.0001        | -               |
| 0.5079  | 13300     | 0.0001        | -               |
| 0.5098  | 13350     | 0.0002        | -               |
| 0.5117  | 13400     | 0.0001        | -               |
| 0.5137  | 13450     | 0.0002        | -               |
| 0.5156  | 13500     | 0.0001        | -               |
| 0.5175  | 13550     | 0.0002        | -               |
| 0.5194  | 13600     | 0.0002        | -               |
| 0.5213  | 13650     | 0.0002        | -               |
| 0.5232  | 13700     | 0.0001        | -               |
| 0.5251  | 13750     | 0.0002        | -               |
| 0.5270  | 13800     | 0.0002        | -               |
| 0.5289  | 13850     | 0.0001        | -               |
| 0.5308  | 13900     | 0.0001        | -               |
| 0.5327  | 13950     | 0.0002        | -               |
| 0.5347  | 14000     | 0.0001        | -               |
| 0.5366  | 14050     | 0.0001        | -               |
| 0.5385  | 14100     | 0.0001        | -               |
| 0.5404  | 14150     | 0.0001        | -               |
| 0.5423  | 14200     | 0.0149        | -               |
| 0.5442  | 14250     | 0.0002        | -               |
| 0.5461  | 14300     | 0.0009        | -               |
| 0.5480  | 14350     | 0.0057        | -               |
| 0.5499  | 14400     | 0.0089        | -               |
| 0.5518  | 14450     | 0.0154        | -               |
| 0.5538  | 14500     | 0.0003        | -               |
| 0.5557  | 14550     | 0.0016        | -               |
| 0.5576  | 14600     | 0.0001        | -               |
| 0.5595  | 14650     | 0.0001        | -               |
| 0.5614  | 14700     | 0.0002        | -               |
| 0.5633  | 14750     | 0.0002        | -               |
| 0.5652  | 14800     | 0.0004        | -               |
| 0.5671  | 14850     | 0.0004        | -               |
| 0.5690  | 14900     | 0.0004        | -               |
| 0.5709  | 14950     | 0.0002        | -               |
| 0.5728  | 15000     | 0.0001        | -               |
| 0.5748  | 15050     | 0.0001        | -               |
| 0.5767  | 15100     | 0.0002        | -               |
| 0.5786  | 15150     | 0.0002        | -               |
| 0.5805  | 15200     | 0.0001        | -               |
| 0.5824  | 15250     | 0.0002        | -               |
| 0.5843  | 15300     | 0.0001        | -               |
| 0.5862  | 15350     | 0.0002        | -               |
| 0.5881  | 15400     | 0.0001        | -               |
| 0.5900  | 15450     | 0.0113        | -               |
| 0.5919  | 15500     | 0.0002        | -               |
| 0.5939  | 15550     | 0.0002        | -               |
| 0.5958  | 15600     | 0.0001        | -               |
| 0.5977  | 15650     | 0.0001        | -               |
| 0.5996  | 15700     | 0.0004        | -               |
| 0.6015  | 15750     | 0.0009        | -               |
| 0.6034  | 15800     | 0.001         | -               |
| 0.6053  | 15850     | 0.0002        | -               |
| 0.6072  | 15900     | 0.0002        | -               |
| 0.6091  | 15950     | 0.0003        | -               |
| 0.6110  | 16000     | 0.0002        | -               |
| 0.6129  | 16050     | 0.0004        | -               |
| 0.6149  | 16100     | 0.0001        | -               |
| 0.6168  | 16150     | 0.0001        | -               |
| 0.6187  | 16200     | 0.0001        | -               |
| 0.6206  | 16250     | 0.0001        | -               |
| 0.6225  | 16300     | 0.0001        | -               |
| 0.6244  | 16350     | 0.0001        | -               |
| 0.6263  | 16400     | 0.0001        | -               |
| 0.6282  | 16450     | 0.0008        | -               |
| 0.6301  | 16500     | 0.0001        | -               |
| 0.6320  | 16550     | 0.0001        | -               |
| 0.6340  | 16600     | 0.0001        | -               |
| 0.6359  | 16650     | 0.0001        | -               |
| 0.6378  | 16700     | 0.0001        | -               |
| 0.6397  | 16750     | 0.0001        | -               |
| 0.6416  | 16800     | 0.0001        | -               |
| 0.6435  | 16850     | 0.0004        | -               |
| 0.6454  | 16900     | 0.0001        | -               |
| 0.6473  | 16950     | 0.0001        | -               |
| 0.6492  | 17000     | 0.0001        | -               |
| 0.6511  | 17050     | 0.0001        | -               |
| 0.6530  | 17100     | 0.0001        | -               |
| 0.6550  | 17150     | 0.0003        | -               |
| 0.6569  | 17200     | 0.0003        | -               |
| 0.6588  | 17250     | 0.0002        | -               |
| 0.6607  | 17300     | 0.0002        | -               |
| 0.6626  | 17350     | 0.0011        | -               |
| 0.6645  | 17400     | 0.0003        | -               |
| 0.6664  | 17450     | 0.0001        | -               |
| 0.6683  | 17500     | 0.0003        | -               |
| 0.6702  | 17550     | 0.0001        | -               |
| 0.6721  | 17600     | 0.0002        | -               |
| 0.6741  | 17650     | 0.0001        | -               |
| 0.6760  | 17700     | 0.0001        | -               |
| 0.6779  | 17750     | 0.0001        | -               |
| 0.6798  | 17800     | 0.0001        | -               |
| 0.6817  | 17850     | 0.0001        | -               |
| 0.6836  | 17900     | 0.0001        | -               |
| 0.6855  | 17950     | 0.0001        | -               |
| 0.6874  | 18000     | 0.0001        | -               |
| 0.6893  | 18050     | 0.0001        | -               |
| 0.6912  | 18100     | 0.0001        | -               |
| 0.6931  | 18150     | 0.0023        | -               |
| 0.6951  | 18200     | 0.0001        | -               |
| 0.6970  | 18250     | 0.0001        | -               |
| 0.6989  | 18300     | 0.0001        | -               |
| 0.7008  | 18350     | 0.0001        | -               |
| 0.7027  | 18400     | 0.0001        | -               |
| 0.7046  | 18450     | 0.0001        | -               |
| 0.7065  | 18500     | 0.0001        | -               |
| 0.7084  | 18550     | 0.0001        | -               |
| 0.7103  | 18600     | 0.0001        | -               |
| 0.7122  | 18650     | 0.0001        | -               |
| 0.7141  | 18700     | 0.0001        | -               |
| 0.7161  | 18750     | 0.0001        | -               |
| 0.7180  | 18800     | 0.0001        | -               |
| 0.7199  | 18850     | 0.0001        | -               |
| 0.7218  | 18900     | 0.0001        | -               |
| 0.7237  | 18950     | 0.0001        | -               |
| 0.7256  | 19000     | 0.0001        | -               |
| 0.7275  | 19050     | 0.0001        | -               |
| 0.7294  | 19100     | 0.0104        | -               |
| 0.7313  | 19150     | 0.0041        | -               |
| 0.7332  | 19200     | 0.0045        | -               |
| 0.7352  | 19250     | 0.0002        | -               |
| 0.7371  | 19300     | 0.0007        | -               |
| 0.7390  | 19350     | 0.0021        | -               |
| 0.7409  | 19400     | 0.0001        | -               |
| 0.7428  | 19450     | 0.0001        | -               |
| 0.7447  | 19500     | 0.0001        | -               |
| 0.7466  | 19550     | 0.0001        | -               |
| 0.7485  | 19600     | 0.0001        | -               |
| 0.7504  | 19650     | 0.0001        | -               |
| 0.7523  | 19700     | 0.0001        | -               |
| 0.7542  | 19750     | 0.0001        | -               |
| 0.7562  | 19800     | 0.0001        | -               |
| 0.7581  | 19850     | 0.0001        | -               |
| 0.7600  | 19900     | 0.0001        | -               |
| 0.7619  | 19950     | 0.0001        | -               |
| 0.7638  | 20000     | 0.0001        | -               |
| 0.7657  | 20050     | 0.0001        | -               |
| 0.7676  | 20100     | 0.0001        | -               |
| 0.7695  | 20150     | 0.0001        | -               |
| 0.7714  | 20200     | 0.0001        | -               |
| 0.7733  | 20250     | 0.0001        | -               |
| 0.7753  | 20300     | 0.0001        | -               |
| 0.7772  | 20350     | 0.0001        | -               |
| 0.7791  | 20400     | 0.0001        | -               |
| 0.7810  | 20450     | 0.0001        | -               |
| 0.7829  | 20500     | 0.0001        | -               |
| 0.7848  | 20550     | 0.0001        | -               |
| 0.7867  | 20600     | 0.0072        | -               |
| 0.7886  | 20650     | 0.0034        | -               |
| 0.7905  | 20700     | 0.0001        | -               |
| 0.7924  | 20750     | 0.0002        | -               |
| 0.7943  | 20800     | 0.0001        | -               |
| 0.7963  | 20850     | 0.0001        | -               |
| 0.7982  | 20900     | 0.0004        | -               |
| 0.8001  | 20950     | 0.0001        | -               |
| 0.8020  | 21000     | 0.0001        | -               |
| 0.8039  | 21050     | 0.0001        | -               |
| 0.8058  | 21100     | 0.0001        | -               |
| 0.8077  | 21150     | 0.0001        | -               |
| 0.8096  | 21200     | 0.0001        | -               |
| 0.8115  | 21250     | 0.0001        | -               |
| 0.8134  | 21300     | 0.0001        | -               |
| 0.8154  | 21350     | 0.0001        | -               |
| 0.8173  | 21400     | 0.0001        | -               |
| 0.8192  | 21450     | 0.0001        | -               |
| 0.8211  | 21500     | 0.0002        | -               |
| 0.8230  | 21550     | 0.0002        | -               |
| 0.8249  | 21600     | 0.0001        | -               |
| 0.8268  | 21650     | 0.0001        | -               |
| 0.8287  | 21700     | 0.0001        | -               |
| 0.8306  | 21750     | 0.0001        | -               |
| 0.8325  | 21800     | 0.0001        | -               |
| 0.8344  | 21850     | 0.0019        | -               |
| 0.8364  | 21900     | 0.0001        | -               |
| 0.8383  | 21950     | 0.0001        | -               |
| 0.8402  | 22000     | 0.0001        | -               |
| 0.8421  | 22050     | 0.0001        | -               |
| 0.8440  | 22100     | 0.0001        | -               |
| 0.8459  | 22150     | 0.0001        | -               |
| 0.8478  | 22200     | 0.0001        | -               |
| 0.8497  | 22250     | 0.0001        | -               |
| 0.8516  | 22300     | 0.0001        | -               |
| 0.8535  | 22350     | 0.0001        | -               |
| 0.8555  | 22400     | 0.0001        | -               |
| 0.8574  | 22450     | 0.0001        | -               |
| 0.8593  | 22500     | 0.002         | -               |
| 0.8612  | 22550     | 0.0001        | -               |
| 0.8631  | 22600     | 0.0001        | -               |
| 0.8650  | 22650     | 0.0001        | -               |
| 0.8669  | 22700     | 0.0001        | -               |
| 0.8688  | 22750     | 0.0001        | -               |
| 0.8707  | 22800     | 0.0001        | -               |
| 0.8726  | 22850     | 0.0001        | -               |
| 0.8745  | 22900     | 0.0001        | -               |
| 0.8765  | 22950     | 0.0001        | -               |
| 0.8784  | 23000     | 0.0001        | -               |
| 0.8803  | 23050     | 0.0001        | -               |
| 0.8822  | 23100     | 0.0001        | -               |
| 0.8841  | 23150     | 0.0001        | -               |
| 0.8860  | 23200     | 0.0001        | -               |
| 0.8879  | 23250     | 0.0001        | -               |
| 0.8898  | 23300     | 0.0001        | -               |
| 0.8917  | 23350     | 0.0001        | -               |
| 0.8936  | 23400     | 0.0001        | -               |
| 0.8956  | 23450     | 0.0001        | -               |
| 0.8975  | 23500     | 0.0001        | -               |
| 0.8994  | 23550     | 0.0001        | -               |
| 0.9013  | 23600     | 0.0001        | -               |
| 0.9032  | 23650     | 0.0001        | -               |
| 0.9051  | 23700     | 0.0001        | -               |
| 0.9070  | 23750     | 0.0001        | -               |
| 0.9089  | 23800     | 0.0001        | -               |
| 0.9108  | 23850     | 0.0001        | -               |
| 0.9127  | 23900     | 0.0001        | -               |
| 0.9146  | 23950     | 0.0001        | -               |
| 0.9166  | 24000     | 0.0001        | -               |
| 0.9185  | 24050     | 0.0001        | -               |
| 0.9204  | 24100     | 0.0015        | -               |
| 0.9223  | 24150     | 0.0001        | -               |
| 0.9242  | 24200     | 0.0009        | -               |
| 0.9261  | 24250     | 0.0002        | -               |
| 0.9280  | 24300     | 0.0001        | -               |
| 0.9299  | 24350     | 0.0001        | -               |
| 0.9318  | 24400     | 0.0001        | -               |
| 0.9337  | 24450     | 0.0001        | -               |
| 0.9357  | 24500     | 0.0001        | -               |
| 0.9376  | 24550     | 0.0001        | -               |
| 0.9395  | 24600     | 0.0001        | -               |
| 0.9414  | 24650     | 0.0004        | -               |
| 0.9433  | 24700     | 0.0001        | -               |
| 0.9452  | 24750     | 0.0001        | -               |
| 0.9471  | 24800     | 0.0001        | -               |
| 0.9490  | 24850     | 0.0001        | -               |
| 0.9509  | 24900     | 0.0001        | -               |
| 0.9528  | 24950     | 0.0001        | -               |
| 0.9547  | 25000     | 0.0001        | -               |
| 0.9567  | 25050     | 0.0001        | -               |
| 0.9586  | 25100     | 0.0001        | -               |
| 0.9605  | 25150     | 0.0001        | -               |
| 0.9624  | 25200     | 0.0001        | -               |
| 0.9643  | 25250     | 0.0001        | -               |
| 0.9662  | 25300     | 0.0001        | -               |
| 0.9681  | 25350     | 0.0001        | -               |
| 0.9700  | 25400     | 0.0001        | -               |
| 0.9719  | 25450     | 0.0001        | -               |
| 0.9738  | 25500     | 0.0001        | -               |
| 0.9757  | 25550     | 0.0001        | -               |
| 0.9777  | 25600     | 0.0277        | -               |
| 0.9796  | 25650     | 0.0008        | -               |
| 0.9815  | 25700     | 0.0001        | -               |
| 0.9834  | 25750     | 0.0001        | -               |
| 0.9853  | 25800     | 0.0001        | -               |
| 0.9872  | 25850     | 0.0001        | -               |
| 0.9891  | 25900     | 0.0001        | -               |
| 0.9910  | 25950     | 0.0001        | -               |
| 0.9929  | 26000     | 0.0001        | -               |
| 0.9948  | 26050     | 0.0001        | -               |
| 0.9968  | 26100     | 0.0001        | -               |
| 0.9987  | 26150     | 0.0001        | -               |
| 1.0     | 26185     | -             | 0.3529          |
| 1.0006  | 26200     | 0.0001        | -               |
| 1.0025  | 26250     | 0.0001        | -               |
| 1.0044  | 26300     | 0.0001        | -               |
| 1.0063  | 26350     | 0.0001        | -               |
| 1.0082  | 26400     | 0.0001        | -               |
| 1.0101  | 26450     | 0.0001        | -               |
| 1.0120  | 26500     | 0.0001        | -               |
| 1.0139  | 26550     | 0.0001        | -               |
| 1.0158  | 26600     | 0.0001        | -               |
| 1.0178  | 26650     | 0.0001        | -               |
| 1.0197  | 26700     | 0.0001        | -               |
| 1.0216  | 26750     | 0.0001        | -               |
| 1.0235  | 26800     | 0.0001        | -               |
| 1.0254  | 26850     | 0.0001        | -               |
| 1.0273  | 26900     | 0.0001        | -               |
| 1.0292  | 26950     | 0.0001        | -               |
| 1.0311  | 27000     | 0.0001        | -               |
| 1.0330  | 27050     | 0.0001        | -               |
| 1.0349  | 27100     | 0.0002        | -               |
| 1.0369  | 27150     | 0.0001        | -               |
| 1.0388  | 27200     | 0.0001        | -               |
| 1.0407  | 27250     | 0.0001        | -               |
| 1.0426  | 27300     | 0.0001        | -               |
| 1.0445  | 27350     | 0.0001        | -               |
| 1.0464  | 27400     | 0.0001        | -               |
| 1.0483  | 27450     | 0.0001        | -               |
| 1.0502  | 27500     | 0.0001        | -               |
| 1.0521  | 27550     | 0.0001        | -               |
| 1.0540  | 27600     | 0.0001        | -               |
| 1.0559  | 27650     | 0.0001        | -               |
| 1.0579  | 27700     | 0.0001        | -               |
| 1.0598  | 27750     | 0.0001        | -               |
| 1.0617  | 27800     | 0.0001        | -               |
| 1.0636  | 27850     | 0.0001        | -               |
| 1.0655  | 27900     | 0.0001        | -               |
| 1.0674  | 27950     | 0.0001        | -               |
| 1.0693  | 28000     | 0.0001        | -               |
| 1.0712  | 28050     | 0.0001        | -               |
| 1.0731  | 28100     | 0.0001        | -               |
| 1.0750  | 28150     | 0.0003        | -               |
| 1.0770  | 28200     | 0.0001        | -               |
| 1.0789  | 28250     | 0.0001        | -               |
| 1.0808  | 28300     | 0.0002        | -               |
| 1.0827  | 28350     | 0.0009        | -               |
| 1.0846  | 28400     | 0.0003        | -               |
| 1.0865  | 28450     | 0.0001        | -               |
| 1.0884  | 28500     | 0.0001        | -               |
| 1.0903  | 28550     | 0.0001        | -               |
| 1.0922  | 28600     | 0.0001        | -               |
| 1.0941  | 28650     | 0.0001        | -               |
| 1.0960  | 28700     | 0.0001        | -               |
| 1.0980  | 28750     | 0.0001        | -               |
| 1.0999  | 28800     | 0.0001        | -               |
| 1.1018  | 28850     | 0.0001        | -               |
| 1.1037  | 28900     | 0.0001        | -               |
| 1.1056  | 28950     | 0.0001        | -               |
| 1.1075  | 29000     | 0.0001        | -               |
| 1.1094  | 29050     | 0.0001        | -               |
| 1.1113  | 29100     | 0.0001        | -               |
| 1.1132  | 29150     | 0.0001        | -               |
| 1.1151  | 29200     | 0.0001        | -               |
| 1.1171  | 29250     | 0.0001        | -               |
| 1.1190  | 29300     | 0.0001        | -               |
| 1.1209  | 29350     | 0.0001        | -               |
| 1.1228  | 29400     | 0.0001        | -               |
| 1.1247  | 29450     | 0.0001        | -               |
| 1.1266  | 29500     | 0.0001        | -               |
| 1.1285  | 29550     | 0.0001        | -               |
| 1.1304  | 29600     | 0.0001        | -               |
| 1.1323  | 29650     | 0.0001        | -               |
| 1.1342  | 29700     | 0.0001        | -               |
| 1.1361  | 29750     | 0.0001        | -               |
| 1.1381  | 29800     | 0.0001        | -               |
| 1.1400  | 29850     | 0.0001        | -               |
| 1.1419  | 29900     | 0.0001        | -               |
| 1.1438  | 29950     | 0.0001        | -               |
| 1.1457  | 30000     | 0.0001        | -               |
| 1.1476  | 30050     | 0.0001        | -               |
| 1.1495  | 30100     | 0.0001        | -               |
| 1.1514  | 30150     | 0.0001        | -               |
| 1.1533  | 30200     | 0.0001        | -               |
| 1.1552  | 30250     | 0.0001        | -               |
| 1.1572  | 30300     | 0.0001        | -               |
| 1.1591  | 30350     | 0.0001        | -               |
| 1.1610  | 30400     | 0.0001        | -               |
| 1.1629  | 30450     | 0.0001        | -               |
| 1.1648  | 30500     | 0.0001        | -               |
| 1.1667  | 30550     | 0.0001        | -               |
| 1.1686  | 30600     | 0.0001        | -               |
| 1.1705  | 30650     | 0.0001        | -               |
| 1.1724  | 30700     | 0.0001        | -               |
| 1.1743  | 30750     | 0.0001        | -               |
| 1.1762  | 30800     | 0.0001        | -               |
| 1.1782  | 30850     | 0.0001        | -               |
| 1.1801  | 30900     | 0.0001        | -               |
| 1.1820  | 30950     | 0.0001        | -               |
| 1.1839  | 31000     | 0.0001        | -               |
| 1.1858  | 31050     | 0.0001        | -               |
| 1.1877  | 31100     | 0.0001        | -               |
| 1.1896  | 31150     | 0.0001        | -               |
| 1.1915  | 31200     | 0.0001        | -               |
| 1.1934  | 31250     | 0.0001        | -               |
| 1.1953  | 31300     | 0.0008        | -               |
| 1.1973  | 31350     | 0.0006        | -               |
| 1.1992  | 31400     | 0.0001        | -               |
| 1.2011  | 31450     | 0.0001        | -               |
| 1.2030  | 31500     | 0.0001        | -               |
| 1.2049  | 31550     | 0.0001        | -               |
| 1.2068  | 31600     | 0.0001        | -               |
| 1.2087  | 31650     | 0.0001        | -               |
| 1.2106  | 31700     | 0.0001        | -               |
| 1.2125  | 31750     | 0.0001        | -               |
| 1.2144  | 31800     | 0.0001        | -               |
| 1.2163  | 31850     | 0.0001        | -               |
| 1.2183  | 31900     | 0.0001        | -               |
| 1.2202  | 31950     | 0.0001        | -               |
| 1.2221  | 32000     | 0.0001        | -               |
| 1.2240  | 32050     | 0.0001        | -               |
| 1.2259  | 32100     | 0.0001        | -               |
| 1.2278  | 32150     | 0.0001        | -               |
| 1.2297  | 32200     | 0.0001        | -               |
| 1.2316  | 32250     | 0.0124        | -               |
| 1.2335  | 32300     | 0.0001        | -               |
| 1.2354  | 32350     | 0.0001        | -               |
| 1.2373  | 32400     | 0.0001        | -               |
| 1.2393  | 32450     | 0.0002        | -               |
| 1.2412  | 32500     | 0.0001        | -               |
| 1.2431  | 32550     | 0.0001        | -               |
| 1.2450  | 32600     | 0.0001        | -               |
| 1.2469  | 32650     | 0.0001        | -               |
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| 1.4016  | 36700     | 0.0119        | -               |
| 1.4035  | 36750     | 0.0007        | -               |
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| 1.5390  | 40300     | 0.0068        | -               |
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| 1.5677  | 41050     | 0.0088        | -               |
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| 1.5944  | 41750     | 0.0           | -               |
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| 1.6078  | 42100     | 0.0           | -               |
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| 1.6383  | 42900     | 0.0011        | -               |
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| 1.6460  | 43100     | 0.0307        | -               |
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| 1.6498  | 43200     | 0.0153        | -               |
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| 1.6746  | 43850     | 0.0093        | -               |
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| 1.6804  | 44000     | 0.004         | -               |
| 1.6823  | 44050     | 0.0003        | -               |
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| 1.7625  | 46150     | 0.0001        | -               |
| 1.7644  | 46200     | 0.0001        | -               |
| 1.7663  | 46250     | 0.0001        | -               |
| 1.7682  | 46300     | 0.0001        | -               |
| 1.7701  | 46350     | 0.0           | -               |
| 1.7720  | 46400     | 0.0001        | -               |
| 1.7739  | 46450     | 0.0001        | -               |
| 1.7758  | 46500     | 0.0001        | -               |
| 1.7777  | 46550     | 0.0001        | -               |
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| 1.7816  | 46650     | 0.0001        | -               |
| 1.7835  | 46700     | 0.0001        | -               |
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| 1.8026  | 47200     | 0.0001        | -               |
| 1.8045  | 47250     | 0.0001        | -               |
| 1.8064  | 47300     | 0.0           | -               |
| 1.8083  | 47350     | 0.0001        | -               |
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| 1.8121  | 47450     | 0.0001        | -               |
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| 1.8350  | 48050     | 0.0001        | -               |
| 1.8369  | 48100     | 0.0           | -               |
| 1.8388  | 48150     | 0.0001        | -               |
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| 1.8427  | 48250     | 0.0001        | -               |
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| 1.8713  | 49000     | 0.0001        | -               |
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| 1.8789  | 49200     | 0.0001        | -               |
| 1.8808  | 49250     | 0.0001        | -               |
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| 1.8847  | 49350     | 0.0001        | -               |
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| 1.8961  | 49650     | 0.0001        | -               |
| 1.8980  | 49700     | 0.0001        | -               |
| 1.8999  | 49750     | 0.0001        | -               |
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| 1.9038  | 49850     | 0.0001        | -               |
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| 1.9076  | 49950     | 0.0001        | -               |
| 1.9095  | 50000     | 0.0001        | -               |
| 1.9114  | 50050     | 0.0001        | -               |
| 1.9133  | 50100     | 0.0001        | -               |
| 1.9152  | 50150     | 0.0001        | -               |
| 1.9171  | 50200     | 0.0002        | -               |
| 1.9190  | 50250     | 0.0001        | -               |
| 1.9209  | 50300     | 0.0001        | -               |
| 1.9229  | 50350     | 0.0001        | -               |
| 1.9248  | 50400     | 0.0001        | -               |
| 1.9267  | 50450     | 0.0001        | -               |
| 1.9286  | 50500     | 0.0001        | -               |
| 1.9305  | 50550     | 0.0001        | -               |
| 1.9324  | 50600     | 0.0001        | -               |
| 1.9343  | 50650     | 0.0001        | -               |
| 1.9362  | 50700     | 0.0001        | -               |
| 1.9381  | 50750     | 0.0001        | -               |
| 1.9400  | 50800     | 0.0001        | -               |
| 1.9420  | 50850     | 0.0001        | -               |
| 1.9439  | 50900     | 0.0001        | -               |
| 1.9458  | 50950     | 0.0001        | -               |
| 1.9477  | 51000     | 0.0001        | -               |
| 1.9496  | 51050     | 0.0001        | -               |
| 1.9515  | 51100     | 0.0001        | -               |
| 1.9534  | 51150     | 0.0001        | -               |
| 1.9553  | 51200     | 0.0001        | -               |
| 1.9572  | 51250     | 0.0           | -               |
| 1.9591  | 51300     | 0.0001        | -               |
| 1.9610  | 51350     | 0.0001        | -               |
| 1.9630  | 51400     | 0.0001        | -               |
| 1.9649  | 51450     | 0.0001        | -               |
| 1.9668  | 51500     | 0.0001        | -               |
| 1.9687  | 51550     | 0.0001        | -               |
| 1.9706  | 51600     | 0.0           | -               |
| 1.9725  | 51650     | 0.0002        | -               |
| 1.9744  | 51700     | 0.0001        | -               |
| 1.9763  | 51750     | 0.0001        | -               |
| 1.9782  | 51800     | 0.0001        | -               |
| 1.9801  | 51850     | 0.0001        | -               |
| 1.9821  | 51900     | 0.0001        | -               |
| 1.9840  | 51950     | 0.0001        | -               |
| 1.9859  | 52000     | 0.0001        | -               |
| 1.9878  | 52050     | 0.0001        | -               |
| 1.9897  | 52100     | 0.0001        | -               |
| 1.9916  | 52150     | 0.0001        | -               |
| 1.9935  | 52200     | 0.0001        | -               |
| 1.9954  | 52250     | 0.0001        | -               |
| 1.9973  | 52300     | 0.0001        | -               |
| 1.9992  | 52350     | 0.0001        | -               |
| **2.0** | **52370** | **-**         | **0.3262**      |
| 2.0011  | 52400     | 0.0001        | -               |
| 2.0031  | 52450     | 0.0001        | -               |
| 2.0050  | 52500     | 0.0001        | -               |
| 2.0069  | 52550     | 0.0001        | -               |
| 2.0088  | 52600     | 0.0001        | -               |
| 2.0107  | 52650     | 0.0001        | -               |
| 2.0126  | 52700     | 0.0001        | -               |
| 2.0145  | 52750     | 0.0001        | -               |
| 2.0164  | 52800     | 0.0001        | -               |
| 2.0183  | 52850     | 0.0001        | -               |
| 2.0202  | 52900     | 0.0001        | -               |
| 2.0222  | 52950     | 0.0001        | -               |
| 2.0241  | 53000     | 0.0001        | -               |
| 2.0260  | 53050     | 0.0001        | -               |
| 2.0279  | 53100     | 0.0001        | -               |
| 2.0298  | 53150     | 0.0001        | -               |
| 2.0317  | 53200     | 0.0001        | -               |
| 2.0336  | 53250     | 0.0001        | -               |
| 2.0355  | 53300     | 0.0001        | -               |
| 2.0374  | 53350     | 0.0001        | -               |
| 2.0393  | 53400     | 0.0001        | -               |
| 2.0412  | 53450     | 0.0001        | -               |
| 2.0432  | 53500     | 0.0001        | -               |
| 2.0451  | 53550     | 0.0001        | -               |
| 2.0470  | 53600     | 0.0001        | -               |
| 2.0489  | 53650     | 0.0001        | -               |
| 2.0508  | 53700     | 0.0001        | -               |
| 2.0527  | 53750     | 0.0001        | -               |
| 2.0546  | 53800     | 0.0001        | -               |
| 2.0565  | 53850     | 0.0001        | -               |
| 2.0584  | 53900     | 0.0001        | -               |
| 2.0603  | 53950     | 0.0001        | -               |
| 2.0622  | 54000     | 0.0001        | -               |
| 2.0642  | 54050     | 0.0001        | -               |
| 2.0661  | 54100     | 0.0001        | -               |
| 2.0680  | 54150     | 0.0001        | -               |
| 2.0699  | 54200     | 0.0001        | -               |
| 2.0718  | 54250     | 0.0004        | -               |
| 2.0737  | 54300     | 0.0001        | -               |
| 2.0756  | 54350     | 0.0001        | -               |
| 2.0775  | 54400     | 0.0001        | -               |
| 2.0794  | 54450     | 0.0001        | -               |
| 2.0813  | 54500     | 0.0001        | -               |
| 2.0833  | 54550     | 0.0001        | -               |
| 2.0852  | 54600     | 0.0001        | -               |
| 2.0871  | 54650     | 0.0001        | -               |
| 2.0890  | 54700     | 0.0           | -               |
| 2.0909  | 54750     | 0.0001        | -               |
| 2.0928  | 54800     | 0.0001        | -               |
| 2.0947  | 54850     | 0.0001        | -               |
| 2.0966  | 54900     | 0.0001        | -               |
| 2.0985  | 54950     | 0.0001        | -               |
| 2.1004  | 55000     | 0.0001        | -               |
| 2.1023  | 55050     | 0.0           | -               |
| 2.1043  | 55100     | 0.0001        | -               |
| 2.1062  | 55150     | 0.0001        | -               |
| 2.1081  | 55200     | 0.0001        | -               |
| 2.1100  | 55250     | 0.0004        | -               |
| 2.1119  | 55300     | 0.0001        | -               |
| 2.1138  | 55350     | 0.0001        | -               |
| 2.1157  | 55400     | 0.0001        | -               |
| 2.1176  | 55450     | 0.0001        | -               |
| 2.1195  | 55500     | 0.0001        | -               |
| 2.1214  | 55550     | 0.0001        | -               |
| 2.1234  | 55600     | 0.0001        | -               |
| 2.1253  | 55650     | 0.0001        | -               |
| 2.1272  | 55700     | 0.0001        | -               |
| 2.1291  | 55750     | 0.0001        | -               |
| 2.1310  | 55800     | 0.0001        | -               |
| 2.1329  | 55850     | 0.0001        | -               |
| 2.1348  | 55900     | 0.0001        | -               |
| 2.1367  | 55950     | 0.0001        | -               |
| 2.1386  | 56000     | 0.0001        | -               |
| 2.1405  | 56050     | 0.0001        | -               |
| 2.1424  | 56100     | 0.0001        | -               |
| 2.1444  | 56150     | 0.0001        | -               |
| 2.1463  | 56200     | 0.0           | -               |
| 2.1482  | 56250     | 0.0001        | -               |
| 2.1501  | 56300     | 0.0001        | -               |
| 2.1520  | 56350     | 0.0001        | -               |
| 2.1539  | 56400     | 0.0           | -               |
| 2.1558  | 56450     | 0.0001        | -               |
| 2.1577  | 56500     | 0.0001        | -               |
| 2.1596  | 56550     | 0.0001        | -               |
| 2.1615  | 56600     | 0.0001        | -               |
| 2.1635  | 56650     | 0.0           | -               |
| 2.1654  | 56700     | 0.0001        | -               |
| 2.1673  | 56750     | 0.0001        | -               |
| 2.1692  | 56800     | 0.0           | -               |
| 2.1711  | 56850     | 0.0           | -               |
| 2.1730  | 56900     | 0.0001        | -               |
| 2.1749  | 56950     | 0.0001        | -               |
| 2.1768  | 57000     | 0.0           | -               |
| 2.1787  | 57050     | 0.0001        | -               |
| 2.1806  | 57100     | 0.0001        | -               |
| 2.1825  | 57150     | 0.0001        | -               |
| 2.1845  | 57200     | 0.0001        | -               |
| 2.1864  | 57250     | 0.0           | -               |
| 2.1883  | 57300     | 0.0001        | -               |
| 2.1902  | 57350     | 0.0001        | -               |
| 2.1921  | 57400     | 0.0001        | -               |
| 2.1940  | 57450     | 0.0001        | -               |
| 2.1959  | 57500     | 0.0001        | -               |
| 2.1978  | 57550     | 0.0001        | -               |
| 2.1997  | 57600     | 0.0001        | -               |
| 2.2016  | 57650     | 0.0           | -               |
| 2.2036  | 57700     | 0.0001        | -               |
| 2.2055  | 57750     | 0.0001        | -               |
| 2.2074  | 57800     | 0.0001        | -               |
| 2.2093  | 57850     | 0.0001        | -               |
| 2.2112  | 57900     | 0.0001        | -               |
| 2.2131  | 57950     | 0.0001        | -               |
| 2.2150  | 58000     | 0.0           | -               |
| 2.2169  | 58050     | 0.0           | -               |
| 2.2188  | 58100     | 0.0001        | -               |
| 2.2207  | 58150     | 0.0001        | -               |
| 2.2226  | 58200     | 0.0001        | -               |
| 2.2246  | 58250     | 0.0001        | -               |
| 2.2265  | 58300     | 0.0001        | -               |
| 2.2284  | 58350     | 0.0001        | -               |
| 2.2303  | 58400     | 0.0001        | -               |
| 2.2322  | 58450     | 0.0001        | -               |
| 2.2341  | 58500     | 0.0001        | -               |
| 2.2360  | 58550     | 0.0001        | -               |
| 2.2379  | 58600     | 0.0           | -               |
| 2.2398  | 58650     | 0.0001        | -               |
| 2.2417  | 58700     | 0.0001        | -               |
| 2.2437  | 58750     | 0.0001        | -               |
| 2.2456  | 58800     | 0.0001        | -               |
| 2.2475  | 58850     | 0.0001        | -               |
| 2.2494  | 58900     | 0.0001        | -               |
| 2.2513  | 58950     | 0.0001        | -               |
| 2.2532  | 59000     | 0.0001        | -               |
| 2.2551  | 59050     | 0.0001        | -               |
| 2.2570  | 59100     | 0.0001        | -               |
| 2.2589  | 59150     | 0.0001        | -               |
| 2.2608  | 59200     | 0.0001        | -               |
| 2.2627  | 59250     | 0.0001        | -               |
| 2.2647  | 59300     | 0.0001        | -               |
| 2.2666  | 59350     | 0.0001        | -               |
| 2.2685  | 59400     | 0.0001        | -               |
| 2.2704  | 59450     | 0.0           | -               |
| 2.2723  | 59500     | 0.0001        | -               |
| 2.2742  | 59550     | 0.0001        | -               |
| 2.2761  | 59600     | 0.0005        | -               |
| 2.2780  | 59650     | 0.0001        | -               |
| 2.2799  | 59700     | 0.0001        | -               |
| 2.2818  | 59750     | 0.0           | -               |
| 2.2838  | 59800     | 0.0001        | -               |
| 2.2857  | 59850     | 0.0001        | -               |
| 2.2876  | 59900     | 0.0001        | -               |
| 2.2895  | 59950     | 0.0002        | -               |
| 2.2914  | 60000     | 0.0001        | -               |
| 2.2933  | 60050     | 0.0           | -               |
| 2.2952  | 60100     | 0.0           | -               |
| 2.2971  | 60150     | 0.0           | -               |
| 2.2990  | 60200     | 0.0001        | -               |
| 2.3009  | 60250     | 0.0001        | -               |
| 2.3028  | 60300     | 0.0001        | -               |
| 2.3048  | 60350     | 0.0           | -               |
| 2.3067  | 60400     | 0.0           | -               |
| 2.3086  | 60450     | 0.0001        | -               |
| 2.3105  | 60500     | 0.0001        | -               |
| 2.3124  | 60550     | 0.0001        | -               |
| 2.3143  | 60600     | 0.0001        | -               |
| 2.3162  | 60650     | 0.0001        | -               |
| 2.3181  | 60700     | 0.0001        | -               |
| 2.3200  | 60750     | 0.0           | -               |
| 2.3219  | 60800     | 0.0001        | -               |
| 2.3238  | 60850     | 0.0           | -               |
| 2.3258  | 60900     | 0.0           | -               |
| 2.3277  | 60950     | 0.0001        | -               |
| 2.3296  | 61000     | 0.0001        | -               |
| 2.3315  | 61050     | 0.0001        | -               |
| 2.3334  | 61100     | 0.0001        | -               |
| 2.3353  | 61150     | 0.0           | -               |
| 2.3372  | 61200     | 0.0001        | -               |
| 2.3391  | 61250     | 0.0001        | -               |
| 2.3410  | 61300     | 0.0001        | -               |
| 2.3429  | 61350     | 0.0           | -               |
| 2.3449  | 61400     | 0.0001        | -               |
| 2.3468  | 61450     | 0.0           | -               |
| 2.3487  | 61500     | 0.0001        | -               |
| 2.3506  | 61550     | 0.0001        | -               |
| 2.3525  | 61600     | 0.0001        | -               |
| 2.3544  | 61650     | 0.0001        | -               |
| 2.3563  | 61700     | 0.0001        | -               |
| 2.3582  | 61750     | 0.0           | -               |
| 2.3601  | 61800     | 0.0001        | -               |
| 2.3620  | 61850     | 0.0           | -               |
| 2.3639  | 61900     | 0.0           | -               |
| 2.3659  | 61950     | 0.0           | -               |
| 2.3678  | 62000     | 0.0           | -               |
| 2.3697  | 62050     | 0.0001        | -               |
| 2.3716  | 62100     | 0.0           | -               |
| 2.3735  | 62150     | 0.0           | -               |
| 2.3754  | 62200     | 0.0001        | -               |
| 2.3773  | 62250     | 0.0001        | -               |
| 2.3792  | 62300     | 0.0           | -               |
| 2.3811  | 62350     | 0.0001        | -               |
| 2.3830  | 62400     | 0.0001        | -               |
| 2.3850  | 62450     | 0.0001        | -               |
| 2.3869  | 62500     | 0.0           | -               |
| 2.3888  | 62550     | 0.0           | -               |
| 2.3907  | 62600     | 0.0001        | -               |
| 2.3926  | 62650     | 0.0001        | -               |
| 2.3945  | 62700     | 0.0001        | -               |
| 2.3964  | 62750     | 0.0001        | -               |
| 2.3983  | 62800     | 0.0001        | -               |
| 2.4002  | 62850     | 0.0           | -               |
| 2.4021  | 62900     | 0.0001        | -               |
| 2.4040  | 62950     | 0.0001        | -               |
| 2.4060  | 63000     | 0.0           | -               |
| 2.4079  | 63050     | 0.0           | -               |
| 2.4098  | 63100     | 0.0           | -               |
| 2.4117  | 63150     | 0.0001        | -               |
| 2.4136  | 63200     | 0.0001        | -               |
| 2.4155  | 63250     | 0.0001        | -               |
| 2.4174  | 63300     | 0.0           | -               |
| 2.4193  | 63350     | 0.0001        | -               |
| 2.4212  | 63400     | 0.0001        | -               |
| 2.4231  | 63450     | 0.0           | -               |
| 2.4251  | 63500     | 0.0001        | -               |
| 2.4270  | 63550     | 0.0           | -               |
| 2.4289  | 63600     | 0.0001        | -               |
| 2.4308  | 63650     | 0.0001        | -               |
| 2.4327  | 63700     | 0.0001        | -               |
| 2.4346  | 63750     | 0.0001        | -               |
| 2.4365  | 63800     | 0.0001        | -               |
| 2.4384  | 63850     | 0.0001        | -               |
| 2.4403  | 63900     | 0.0           | -               |
| 2.4422  | 63950     | 0.0001        | -               |
| 2.4441  | 64000     | 0.0           | -               |
| 2.4461  | 64050     | 0.0           | -               |
| 2.4480  | 64100     | 0.0001        | -               |
| 2.4499  | 64150     | 0.0001        | -               |
| 2.4518  | 64200     | 0.0           | -               |
| 2.4537  | 64250     | 0.0           | -               |
| 2.4556  | 64300     | 0.0001        | -               |
| 2.4575  | 64350     | 0.0           | -               |
| 2.4594  | 64400     | 0.0001        | -               |
| 2.4613  | 64450     | 0.0           | -               |
| 2.4632  | 64500     | 0.0001        | -               |
| 2.4652  | 64550     | 0.0           | -               |
| 2.4671  | 64600     | 0.0           | -               |
| 2.4690  | 64650     | 0.0001        | -               |
| 2.4709  | 64700     | 0.0           | -               |
| 2.4728  | 64750     | 0.0001        | -               |
| 2.4747  | 64800     | 0.0           | -               |
| 2.4766  | 64850     | 0.0001        | -               |
| 2.4785  | 64900     | 0.0           | -               |
| 2.4804  | 64950     | 0.0           | -               |
| 2.4823  | 65000     | 0.0           | -               |
| 2.4842  | 65050     | 0.0           | -               |
| 2.4862  | 65100     | 0.0001        | -               |
| 2.4881  | 65150     | 0.0           | -               |
| 2.4900  | 65200     | 0.0           | -               |
| 2.4919  | 65250     | 0.0001        | -               |
| 2.4938  | 65300     | 0.0           | -               |
| 2.4957  | 65350     | 0.0           | -               |
| 2.4976  | 65400     | 0.0001        | -               |
| 2.4995  | 65450     | 0.0001        | -               |
| 2.5014  | 65500     | 0.0           | -               |
| 2.5033  | 65550     | 0.0001        | -               |
| 2.5053  | 65600     | 0.0           | -               |
| 2.5072  | 65650     | 0.0           | -               |
| 2.5091  | 65700     | 0.0           | -               |
| 2.5110  | 65750     | 0.0001        | -               |
| 2.5129  | 65800     | 0.0           | -               |
| 2.5148  | 65850     | 0.0           | -               |
| 2.5167  | 65900     | 0.0001        | -               |
| 2.5186  | 65950     | 0.0           | -               |
| 2.5205  | 66000     | 0.0           | -               |
| 2.5224  | 66050     | 0.0           | -               |
| 2.5243  | 66100     | 0.0           | -               |
| 2.5263  | 66150     | 0.0001        | -               |
| 2.5282  | 66200     | 0.0           | -               |
| 2.5301  | 66250     | 0.0001        | -               |
| 2.5320  | 66300     | 0.0           | -               |
| 2.5339  | 66350     | 0.0           | -               |
| 2.5358  | 66400     | 0.0001        | -               |
| 2.5377  | 66450     | 0.0           | -               |
| 2.5396  | 66500     | 0.0           | -               |
| 2.5415  | 66550     | 0.0           | -               |
| 2.5434  | 66600     | 0.0001        | -               |
| 2.5454  | 66650     | 0.0           | -               |
| 2.5473  | 66700     | 0.0001        | -               |
| 2.5492  | 66750     | 0.0001        | -               |
| 2.5511  | 66800     | 0.0001        | -               |
| 2.5530  | 66850     | 0.0           | -               |
| 2.5549  | 66900     | 0.0           | -               |
| 2.5568  | 66950     | 0.0           | -               |
| 2.5587  | 67000     | 0.0           | -               |
| 2.5606  | 67050     | 0.0           | -               |
| 2.5625  | 67100     | 0.0001        | -               |
| 2.5644  | 67150     | 0.0           | -               |
| 2.5664  | 67200     | 0.0001        | -               |
| 2.5683  | 67250     | 0.0           | -               |
| 2.5702  | 67300     | 0.0001        | -               |
| 2.5721  | 67350     | 0.0           | -               |
| 2.5740  | 67400     | 0.0           | -               |
| 2.5759  | 67450     | 0.0           | -               |
| 2.5778  | 67500     | 0.0001        | -               |
| 2.5797  | 67550     | 0.0001        | -               |
| 2.5816  | 67600     | 0.0           | -               |
| 2.5835  | 67650     | 0.0           | -               |
| 2.5854  | 67700     | 0.0001        | -               |
| 2.5874  | 67750     | 0.0001        | -               |
| 2.5893  | 67800     | 0.0           | -               |
| 2.5912  | 67850     | 0.0           | -               |
| 2.5931  | 67900     | 0.0           | -               |
| 2.5950  | 67950     | 0.0           | -               |
| 2.5969  | 68000     | 0.0           | -               |
| 2.5988  | 68050     | 0.0           | -               |
| 2.6007  | 68100     | 0.0           | -               |
| 2.6026  | 68150     | 0.0           | -               |
| 2.6045  | 68200     | 0.0           | -               |
| 2.6065  | 68250     | 0.0001        | -               |
| 2.6084  | 68300     | 0.0           | -               |
| 2.6103  | 68350     | 0.0001        | -               |
| 2.6122  | 68400     | 0.0           | -               |
| 2.6141  | 68450     | 0.0           | -               |
| 2.6160  | 68500     | 0.0           | -               |
| 2.6179  | 68550     | 0.0           | -               |
| 2.6198  | 68600     | 0.0           | -               |
| 2.6217  | 68650     | 0.0001        | -               |
| 2.6236  | 68700     | 0.0001        | -               |
| 2.6255  | 68750     | 0.0           | -               |
| 2.6275  | 68800     | 0.0           | -               |
| 2.6294  | 68850     | 0.0001        | -               |
| 2.6313  | 68900     | 0.0           | -               |
| 2.6332  | 68950     | 0.0001        | -               |
| 2.6351  | 69000     | 0.0           | -               |
| 2.6370  | 69050     | 0.0           | -               |
| 2.6389  | 69100     | 0.0           | -               |
| 2.6408  | 69150     | 0.0           | -               |
| 2.6427  | 69200     | 0.0           | -               |
| 2.6446  | 69250     | 0.0           | -               |
| 2.6466  | 69300     | 0.0           | -               |
| 2.6485  | 69350     | 0.0           | -               |
| 2.6504  | 69400     | 0.0001        | -               |
| 2.6523  | 69450     | 0.0           | -               |
| 2.6542  | 69500     | 0.0           | -               |
| 2.6561  | 69550     | 0.0001        | -               |
| 2.6580  | 69600     | 0.0           | -               |
| 2.6599  | 69650     | 0.0001        | -               |
| 2.6618  | 69700     | 0.0001        | -               |
| 2.6637  | 69750     | 0.0           | -               |
| 2.6656  | 69800     | 0.0           | -               |
| 2.6676  | 69850     | 0.0           | -               |
| 2.6695  | 69900     | 0.0           | -               |
| 2.6714  | 69950     | 0.0           | -               |
| 2.6733  | 70000     | 0.0           | -               |
| 2.6752  | 70050     | 0.0001        | -               |
| 2.6771  | 70100     | 0.0001        | -               |
| 2.6790  | 70150     | 0.0           | -               |
| 2.6809  | 70200     | 0.0001        | -               |
| 2.6828  | 70250     | 0.0           | -               |
| 2.6847  | 70300     | 0.0           | -               |
| 2.6867  | 70350     | 0.0           | -               |
| 2.6886  | 70400     | 0.0           | -               |
| 2.6905  | 70450     | 0.0           | -               |
| 2.6924  | 70500     | 0.0           | -               |
| 2.6943  | 70550     | 0.0001        | -               |
| 2.6962  | 70600     | 0.0           | -               |
| 2.6981  | 70650     | 0.0           | -               |
| 2.7000  | 70700     | 0.0001        | -               |
| 2.7019  | 70750     | 0.0001        | -               |
| 2.7038  | 70800     | 0.0           | -               |
| 2.7057  | 70850     | 0.0001        | -               |
| 2.7077  | 70900     | 0.0           | -               |
| 2.7096  | 70950     | 0.0           | -               |
| 2.7115  | 71000     | 0.0           | -               |
| 2.7134  | 71050     | 0.0           | -               |
| 2.7153  | 71100     | 0.0           | -               |
| 2.7172  | 71150     | 0.0           | -               |
| 2.7191  | 71200     | 0.0           | -               |
| 2.7210  | 71250     | 0.0           | -               |
| 2.7229  | 71300     | 0.0           | -               |
| 2.7248  | 71350     | 0.0           | -               |
| 2.7268  | 71400     | 0.0           | -               |
| 2.7287  | 71450     | 0.0001        | -               |
| 2.7306  | 71500     | 0.0           | -               |
| 2.7325  | 71550     | 0.0           | -               |
| 2.7344  | 71600     | 0.0           | -               |
| 2.7363  | 71650     | 0.0           | -               |
| 2.7382  | 71700     | 0.0           | -               |
| 2.7401  | 71750     | 0.0           | -               |
| 2.7420  | 71800     | 0.0           | -               |
| 2.7439  | 71850     | 0.0           | -               |
| 2.7458  | 71900     | 0.0001        | -               |
| 2.7478  | 71950     | 0.0           | -               |
| 2.7497  | 72000     | 0.0           | -               |
| 2.7516  | 72050     | 0.0           | -               |
| 2.7535  | 72100     | 0.0           | -               |
| 2.7554  | 72150     | 0.0           | -               |
| 2.7573  | 72200     | 0.0           | -               |
| 2.7592  | 72250     | 0.0           | -               |
| 2.7611  | 72300     | 0.0           | -               |
| 2.7630  | 72350     | 0.0           | -               |
| 2.7649  | 72400     | 0.0           | -               |
| 2.7669  | 72450     | 0.0           | -               |
| 2.7688  | 72500     | 0.0           | -               |
| 2.7707  | 72550     | 0.0           | -               |
| 2.7726  | 72600     | 0.0           | -               |
| 2.7745  | 72650     | 0.0           | -               |
| 2.7764  | 72700     | 0.0           | -               |
| 2.7783  | 72750     | 0.0001        | -               |
| 2.7802  | 72800     | 0.0           | -               |
| 2.7821  | 72850     | 0.0           | -               |
| 2.7840  | 72900     | 0.0           | -               |
| 2.7859  | 72950     | 0.0           | -               |
| 2.7879  | 73000     | 0.0           | -               |
| 2.7898  | 73050     | 0.0           | -               |
| 2.7917  | 73100     | 0.0           | -               |
| 2.7936  | 73150     | 0.0           | -               |
| 2.7955  | 73200     | 0.0           | -               |
| 2.7974  | 73250     | 0.0           | -               |
| 2.7993  | 73300     | 0.0           | -               |
| 2.8012  | 73350     | 0.0           | -               |
| 2.8031  | 73400     | 0.0           | -               |
| 2.8050  | 73450     | 0.0           | -               |
| 2.8070  | 73500     | 0.0           | -               |
| 2.8089  | 73550     | 0.0           | -               |
| 2.8108  | 73600     | 0.0           | -               |
| 2.8127  | 73650     | 0.0           | -               |
| 2.8146  | 73700     | 0.0           | -               |
| 2.8165  | 73750     | 0.0           | -               |
| 2.8184  | 73800     | 0.0           | -               |
| 2.8203  | 73850     | 0.0           | -               |
| 2.8222  | 73900     | 0.0           | -               |
| 2.8241  | 73950     | 0.0           | -               |
| 2.8260  | 74000     | 0.0           | -               |
| 2.8280  | 74050     | 0.0           | -               |
| 2.8299  | 74100     | 0.0           | -               |
| 2.8318  | 74150     | 0.0           | -               |
| 2.8337  | 74200     | 0.0           | -               |
| 2.8356  | 74250     | 0.0           | -               |
| 2.8375  | 74300     | 0.0           | -               |
| 2.8394  | 74350     | 0.0           | -               |
| 2.8413  | 74400     | 0.0001        | -               |
| 2.8432  | 74450     | 0.0           | -               |
| 2.8451  | 74500     | 0.0           | -               |
| 2.8470  | 74550     | 0.0           | -               |
| 2.8490  | 74600     | 0.0           | -               |
| 2.8509  | 74650     | 0.0           | -               |
| 2.8528  | 74700     | 0.0           | -               |
| 2.8547  | 74750     | 0.0           | -               |
| 2.8566  | 74800     | 0.0           | -               |
| 2.8585  | 74850     | 0.0           | -               |
| 2.8604  | 74900     | 0.0           | -               |
| 2.8623  | 74950     | 0.0           | -               |
| 2.8642  | 75000     | 0.0           | -               |
| 2.8661  | 75050     | 0.0           | -               |
| 2.8681  | 75100     | 0.0           | -               |
| 2.8700  | 75150     | 0.0           | -               |
| 2.8719  | 75200     | 0.0           | -               |
| 2.8738  | 75250     | 0.0           | -               |
| 2.8757  | 75300     | 0.0           | -               |
| 2.8776  | 75350     | 0.0001        | -               |
| 2.8795  | 75400     | 0.0           | -               |
| 2.8814  | 75450     | 0.0           | -               |
| 2.8833  | 75500     | 0.0           | -               |
| 2.8852  | 75550     | 0.0           | -               |
| 2.8871  | 75600     | 0.0           | -               |
| 2.8891  | 75650     | 0.0           | -               |
| 2.8910  | 75700     | 0.0           | -               |
| 2.8929  | 75750     | 0.0           | -               |
| 2.8948  | 75800     | 0.0           | -               |
| 2.8967  | 75850     | 0.0           | -               |
| 2.8986  | 75900     | 0.0           | -               |
| 2.9005  | 75950     | 0.0           | -               |
| 2.9024  | 76000     | 0.0           | -               |
| 2.9043  | 76050     | 0.0           | -               |
| 2.9062  | 76100     | 0.0           | -               |
| 2.9082  | 76150     | 0.0           | -               |
| 2.9101  | 76200     | 0.0           | -               |
| 2.9120  | 76250     | 0.0           | -               |
| 2.9139  | 76300     | 0.0           | -               |
| 2.9158  | 76350     | 0.0           | -               |
| 2.9177  | 76400     | 0.0           | -               |
| 2.9196  | 76450     | 0.0001        | -               |
| 2.9215  | 76500     | 0.0           | -               |
| 2.9234  | 76550     | 0.0001        | -               |
| 2.9253  | 76600     | 0.0           | -               |
| 2.9272  | 76650     | 0.0           | -               |
| 2.9292  | 76700     | 0.0           | -               |
| 2.9311  | 76750     | 0.0           | -               |
| 2.9330  | 76800     | 0.0           | -               |
| 2.9349  | 76850     | 0.0           | -               |
| 2.9368  | 76900     | 0.0           | -               |
| 2.9387  | 76950     | 0.0           | -               |
| 2.9406  | 77000     | 0.0           | -               |
| 2.9425  | 77050     | 0.0           | -               |
| 2.9444  | 77100     | 0.0           | -               |
| 2.9463  | 77150     | 0.0           | -               |
| 2.9483  | 77200     | 0.0           | -               |
| 2.9502  | 77250     | 0.0           | -               |
| 2.9521  | 77300     | 0.0           | -               |
| 2.9540  | 77350     | 0.0           | -               |
| 2.9559  | 77400     | 0.0           | -               |
| 2.9578  | 77450     | 0.0           | -               |
| 2.9597  | 77500     | 0.0           | -               |
| 2.9616  | 77550     | 0.0           | -               |
| 2.9635  | 77600     | 0.0           | -               |
| 2.9654  | 77650     | 0.0           | -               |
| 2.9673  | 77700     | 0.0           | -               |
| 2.9693  | 77750     | 0.0           | -               |
| 2.9712  | 77800     | 0.0001        | -               |
| 2.9731  | 77850     | 0.0           | -               |
| 2.9750  | 77900     | 0.0           | -               |
| 2.9769  | 77950     | 0.0           | -               |
| 2.9788  | 78000     | 0.0           | -               |
| 2.9807  | 78050     | 0.0           | -               |
| 2.9826  | 78100     | 0.0           | -               |
| 2.9845  | 78150     | 0.0           | -               |
| 2.9864  | 78200     | 0.0           | -               |
| 2.9884  | 78250     | 0.0001        | -               |
| 2.9903  | 78300     | 0.0           | -               |
| 2.9922  | 78350     | 0.0           | -               |
| 2.9941  | 78400     | 0.0001        | -               |
| 2.9960  | 78450     | 0.0           | -               |
| 2.9979  | 78500     | 0.0           | -               |
| 2.9998  | 78550     | 0.0           | -               |
| 3.0     | 78555     | -             | 0.3541          |
| 3.0017  | 78600     | 0.0           | -               |
| 3.0036  | 78650     | 0.0           | -               |
| 3.0055  | 78700     | 0.0           | -               |
| 3.0074  | 78750     | 0.0           | -               |
| 3.0094  | 78800     | 0.0           | -               |
| 3.0113  | 78850     | 0.0           | -               |
| 3.0132  | 78900     | 0.0           | -               |
| 3.0151  | 78950     | 0.0           | -               |
| 3.0170  | 79000     | 0.0           | -               |
| 3.0189  | 79050     | 0.0           | -               |
| 3.0208  | 79100     | 0.0           | -               |
| 3.0227  | 79150     | 0.0002        | -               |
| 3.0246  | 79200     | 0.0           | -               |
| 3.0265  | 79250     | 0.0           | -               |
| 3.0285  | 79300     | 0.0           | -               |
| 3.0304  | 79350     | 0.0           | -               |
| 3.0323  | 79400     | 0.0           | -               |
| 3.0342  | 79450     | 0.0           | -               |
| 3.0361  | 79500     | 0.0           | -               |
| 3.0380  | 79550     | 0.0           | -               |
| 3.0399  | 79600     | 0.0           | -               |
| 3.0418  | 79650     | 0.0           | -               |
| 3.0437  | 79700     | 0.0           | -               |
| 3.0456  | 79750     | 0.0           | -               |
| 3.0475  | 79800     | 0.0           | -               |
| 3.0495  | 79850     | 0.0           | -               |
| 3.0514  | 79900     | 0.0           | -               |
| 3.0533  | 79950     | 0.0           | -               |
| 3.0552  | 80000     | 0.0           | -               |
| 3.0571  | 80050     | 0.0           | -               |
| 3.0590  | 80100     | 0.0           | -               |
| 3.0609  | 80150     | 0.0           | -               |
| 3.0628  | 80200     | 0.0           | -               |
| 3.0647  | 80250     | 0.0           | -               |
| 3.0666  | 80300     | 0.0           | -               |
| 3.0686  | 80350     | 0.0           | -               |
| 3.0705  | 80400     | 0.0           | -               |
| 3.0724  | 80450     | 0.0           | -               |
| 3.0743  | 80500     | 0.0           | -               |
| 3.0762  | 80550     | 0.0           | -               |
| 3.0781  | 80600     | 0.0           | -               |
| 3.0800  | 80650     | 0.0           | -               |
| 3.0819  | 80700     | 0.0           | -               |
| 3.0838  | 80750     | 0.0           | -               |
| 3.0857  | 80800     | 0.0           | -               |
| 3.0876  | 80850     | 0.0           | -               |
| 3.0896  | 80900     | 0.0           | -               |
| 3.0915  | 80950     | 0.0           | -               |
| 3.0934  | 81000     | 0.0           | -               |
| 3.0953  | 81050     | 0.0           | -               |
| 3.0972  | 81100     | 0.0           | -               |
| 3.0991  | 81150     | 0.0           | -               |
| 3.1010  | 81200     | 0.0           | -               |
| 3.1029  | 81250     | 0.0           | -               |
| 3.1048  | 81300     | 0.0           | -               |
| 3.1067  | 81350     | 0.0           | -               |
| 3.1086  | 81400     | 0.0           | -               |
| 3.1106  | 81450     | 0.0           | -               |
| 3.1125  | 81500     | 0.0           | -               |
| 3.1144  | 81550     | 0.0           | -               |
| 3.1163  | 81600     | 0.0           | -               |
| 3.1182  | 81650     | 0.0           | -               |
| 3.1201  | 81700     | 0.0           | -               |
| 3.1220  | 81750     | 0.0           | -               |
| 3.1239  | 81800     | 0.0           | -               |
| 3.1258  | 81850     | 0.0           | -               |
| 3.1277  | 81900     | 0.0           | -               |
| 3.1297  | 81950     | 0.0           | -               |
| 3.1316  | 82000     | 0.0           | -               |
| 3.1335  | 82050     | 0.0           | -               |
| 3.1354  | 82100     | 0.0           | -               |
| 3.1373  | 82150     | 0.0           | -               |
| 3.1392  | 82200     | 0.0           | -               |
| 3.1411  | 82250     | 0.0           | -               |
| 3.1430  | 82300     | 0.0           | -               |
| 3.1449  | 82350     | 0.0           | -               |
| 3.1468  | 82400     | 0.0           | -               |
| 3.1487  | 82450     | 0.0           | -               |
| 3.1507  | 82500     | 0.0           | -               |
| 3.1526  | 82550     | 0.0           | -               |
| 3.1545  | 82600     | 0.0           | -               |
| 3.1564  | 82650     | 0.0           | -               |
| 3.1583  | 82700     | 0.0           | -               |
| 3.1602  | 82750     | 0.0           | -               |
| 3.1621  | 82800     | 0.0           | -               |
| 3.1640  | 82850     | 0.0           | -               |
| 3.1659  | 82900     | 0.0           | -               |
| 3.1678  | 82950     | 0.0           | -               |
| 3.1698  | 83000     | 0.0           | -               |
| 3.1717  | 83050     | 0.0           | -               |
| 3.1736  | 83100     | 0.0           | -               |
| 3.1755  | 83150     | 0.0           | -               |
| 3.1774  | 83200     | 0.0           | -               |
| 3.1793  | 83250     | 0.0           | -               |
| 3.1812  | 83300     | 0.0           | -               |
| 3.1831  | 83350     | 0.0           | -               |
| 3.1850  | 83400     | 0.0           | -               |
| 3.1869  | 83450     | 0.0           | -               |
| 3.1888  | 83500     | 0.0           | -               |
| 3.1908  | 83550     | 0.0           | -               |
| 3.1927  | 83600     | 0.0           | -               |
| 3.1946  | 83650     | 0.0           | -               |
| 3.1965  | 83700     | 0.0           | -               |
| 3.1984  | 83750     | 0.0           | -               |
| 3.2003  | 83800     | 0.0           | -               |
| 3.2022  | 83850     | 0.0           | -               |
| 3.2041  | 83900     | 0.0           | -               |
| 3.2060  | 83950     | 0.0           | -               |
| 3.2079  | 84000     | 0.0           | -               |
| 3.2099  | 84050     | 0.0           | -               |
| 3.2118  | 84100     | 0.0           | -               |
| 3.2137  | 84150     | 0.0           | -               |
| 3.2156  | 84200     | 0.0           | -               |
| 3.2175  | 84250     | 0.0           | -               |
| 3.2194  | 84300     | 0.0           | -               |
| 3.2213  | 84350     | 0.0           | -               |
| 3.2232  | 84400     | 0.0           | -               |
| 3.2251  | 84450     | 0.0001        | -               |
| 3.2270  | 84500     | 0.0           | -               |
| 3.2289  | 84550     | 0.0           | -               |
| 3.2309  | 84600     | 0.0           | -               |
| 3.2328  | 84650     | 0.0           | -               |
| 3.2347  | 84700     | 0.0           | -               |
| 3.2366  | 84750     | 0.0           | -               |
| 3.2385  | 84800     | 0.0           | -               |
| 3.2404  | 84850     | 0.0           | -               |
| 3.2423  | 84900     | 0.0           | -               |
| 3.2442  | 84950     | 0.0           | -               |
| 3.2461  | 85000     | 0.0           | -               |
| 3.2480  | 85050     | 0.0           | -               |
| 3.2500  | 85100     | 0.0           | -               |
| 3.2519  | 85150     | 0.0           | -               |
| 3.2538  | 85200     | 0.0           | -               |
| 3.2557  | 85250     | 0.0           | -               |
| 3.2576  | 85300     | 0.0           | -               |
| 3.2595  | 85350     | 0.0           | -               |
| 3.2614  | 85400     | 0.0           | -               |
| 3.2633  | 85450     | 0.0           | -               |
| 3.2652  | 85500     | 0.0           | -               |
| 3.2671  | 85550     | 0.0           | -               |
| 3.2690  | 85600     | 0.0           | -               |
| 3.2710  | 85650     | 0.0           | -               |
| 3.2729  | 85700     | 0.0           | -               |
| 3.2748  | 85750     | 0.0           | -               |
| 3.2767  | 85800     | 0.0           | -               |
| 3.2786  | 85850     | 0.0           | -               |
| 3.2805  | 85900     | 0.0           | -               |
| 3.2824  | 85950     | 0.0           | -               |
| 3.2843  | 86000     | 0.0           | -               |
| 3.2862  | 86050     | 0.0           | -               |
| 3.2881  | 86100     | 0.0           | -               |
| 3.2901  | 86150     | 0.0           | -               |
| 3.2920  | 86200     | 0.0           | -               |
| 3.2939  | 86250     | 0.0           | -               |
| 3.2958  | 86300     | 0.0           | -               |
| 3.2977  | 86350     | 0.0           | -               |
| 3.2996  | 86400     | 0.0           | -               |
| 3.3015  | 86450     | 0.0           | -               |
| 3.3034  | 86500     | 0.0           | -               |
| 3.3053  | 86550     | 0.0           | -               |
| 3.3072  | 86600     | 0.0           | -               |
| 3.3091  | 86650     | 0.0           | -               |
| 3.3111  | 86700     | 0.0           | -               |
| 3.3130  | 86750     | 0.0           | -               |
| 3.3149  | 86800     | 0.0           | -               |
| 3.3168  | 86850     | 0.0           | -               |
| 3.3187  | 86900     | 0.0           | -               |
| 3.3206  | 86950     | 0.0           | -               |
| 3.3225  | 87000     | 0.0           | -               |
| 3.3244  | 87050     | 0.0           | -               |
| 3.3263  | 87100     | 0.0           | -               |
| 3.3282  | 87150     | 0.0           | -               |
| 3.3302  | 87200     | 0.0           | -               |
| 3.3321  | 87250     | 0.0           | -               |
| 3.3340  | 87300     | 0.0           | -               |
| 3.3359  | 87350     | 0.0           | -               |
| 3.3378  | 87400     | 0.0           | -               |
| 3.3397  | 87450     | 0.0           | -               |
| 3.3416  | 87500     | 0.0           | -               |
| 3.3435  | 87550     | 0.0           | -               |
| 3.3454  | 87600     | 0.0           | -               |
| 3.3473  | 87650     | 0.0           | -               |
| 3.3492  | 87700     | 0.0           | -               |
| 3.3512  | 87750     | 0.0           | -               |
| 3.3531  | 87800     | 0.0           | -               |
| 3.3550  | 87850     | 0.0           | -               |
| 3.3569  | 87900     | 0.0           | -               |
| 3.3588  | 87950     | 0.0           | -               |
| 3.3607  | 88000     | 0.0           | -               |
| 3.3626  | 88050     | 0.0           | -               |
| 3.3645  | 88100     | 0.0           | -               |
| 3.3664  | 88150     | 0.0           | -               |
| 3.3683  | 88200     | 0.0           | -               |
| 3.3703  | 88250     | 0.0           | -               |
| 3.3722  | 88300     | 0.0           | -               |
| 3.3741  | 88350     | 0.0           | -               |
| 3.3760  | 88400     | 0.0           | -               |
| 3.3779  | 88450     | 0.0           | -               |
| 3.3798  | 88500     | 0.0           | -               |
| 3.3817  | 88550     | 0.0           | -               |
| 3.3836  | 88600     | 0.0           | -               |
| 3.3855  | 88650     | 0.0           | -               |
| 3.3874  | 88700     | 0.0           | -               |
| 3.3893  | 88750     | 0.0           | -               |
| 3.3913  | 88800     | 0.0           | -               |
| 3.3932  | 88850     | 0.0           | -               |
| 3.3951  | 88900     | 0.0           | -               |
| 3.3970  | 88950     | 0.0           | -               |
| 3.3989  | 89000     | 0.0           | -               |
| 3.4008  | 89050     | 0.0           | -               |
| 3.4027  | 89100     | 0.0           | -               |
| 3.4046  | 89150     | 0.0           | -               |
| 3.4065  | 89200     | 0.0           | -               |
| 3.4084  | 89250     | 0.0           | -               |
| 3.4103  | 89300     | 0.0           | -               |
| 3.4123  | 89350     | 0.0           | -               |
| 3.4142  | 89400     | 0.0           | -               |
| 3.4161  | 89450     | 0.0           | -               |
| 3.4180  | 89500     | 0.0           | -               |
| 3.4199  | 89550     | 0.0           | -               |
| 3.4218  | 89600     | 0.0           | -               |
| 3.4237  | 89650     | 0.0           | -               |
| 3.4256  | 89700     | 0.0           | -               |
| 3.4275  | 89750     | 0.0           | -               |
| 3.4294  | 89800     | 0.0           | -               |
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| 3.9985  | 104700    | 0.0           | -               |
| 4.0     | 104740    | -             | 0.3749          |

* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.2.2
- Transformers: 4.36.2
- PyTorch: 2.1.2+cu121
- Datasets: 2.16.1
- 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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