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--- |
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library_name: setfit |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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metrics: |
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- accuracy |
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widget: |
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- text: Dadon Hotel |
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- text: Joyi Homeo Hall |
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- text: Masum Egg Supplier |
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- text: Salam Automobiles |
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- text: Shoumik Enterprise |
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pipeline_tag: text-classification |
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inference: true |
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base_model: sentence-transformers/paraphrase-mpnet-base-v2 |
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model-index: |
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- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2 |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.59 |
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name: Accuracy |
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--- |
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# SetFit with sentence-transformers/paraphrase-mpnet-base-v2 |
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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. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) |
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- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance |
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- **Maximum Sequence Length:** 512 tokens |
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- **Number of Classes:** 19 classes |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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### Model Labels |
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| Label | Examples | |
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|:----------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| Landmark | <ul><li>'Rajarbagh Shahjahanpur Moar'</li><li>'3 Number Mp Checkpost'</li><li>'Akua Madrasha Quarter Rail Crossing'</li></ul> | |
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| Religious Place | <ul><li>'Csd Masjid Jashore Cantonment'</li><li>'Baytut Tayyib Jame Masjid'</li><li>'Court Para Jame Masjid'</li></ul> | |
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| Residential | <ul><li>'Matrichaya'</li><li>'Chowdhury Mansion'</li><li>'Nabila Villa'</li></ul> | |
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| 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> | |
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| Recreation | <ul><li>'5h Avenue Convention Hall'</li><li>'Purobi Chinema Hall'</li><li>'Shotodol Club'</li></ul> | |
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| Commercial | <ul><li>'Bikers Racing Zone'</li><li>'Sr Parcel Service Limited'</li><li>'Vegetables Market'</li></ul> | |
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| Education | <ul><li>'Dinajpur Polytechnic Institute'</li><li>'Gazipur Central Public Management Institute'</li><li>'Maskatadighi Government Primary School'</li></ul> | |
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| 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> | |
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| Fuel | <ul><li>'Ferdaous Enterprise'</li><li>'Ahmed Bd Trade'</li><li>'Hasan Filling Station'</li></ul> | |
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| Hotel | <ul><li>'Hotel Arafat'</li><li>'World Beach Resort'</li><li>'Hotel Chalontika'</li></ul> | |
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| Shop | <ul><li>'Janosheba Medico'</li><li>'New Mone Rekho Tailors'</li><li>'Man Tailors'</li></ul> | |
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| Utility | <ul><li>'Pole No 86'</li><li>'Pole No 239'</li><li>'Salimullah Road Water Pump'</li></ul> | |
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| Construction | <ul><li>'N J Enterprise'</li><li>'Bk Traders'</li><li>'Sohel Glass'</li></ul> | |
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| Agricultural | <ul><li>'Mango Seedlings'</li><li>'Amaia Garden'</li><li>'Gardey'</li></ul> | |
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| 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> | |
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| Healthcare | <ul><li>'Afroz Homeo Hall'</li><li>'Expert Dental Solution'</li><li>'Bhai Bon Homeo Hall'</li></ul> | |
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| Transportation | <ul><li>'Ideal Parking Jone'</li><li>'Hanif Bus Counter'</li><li>'Five Star Transport Agency'</li></ul> | |
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| Food | <ul><li>'Madhuban Hotel'</li><li>'Al Hamza Biriyani House'</li><li>'Gramer Bari'</li></ul> | |
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| Industry | <ul><li>'Rony Group'</li><li>'Net Factory'</li><li>'Kumudini Welfare Trust Of Bengal Bd Limited'</li></ul> | |
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## Evaluation |
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.59 | |
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## Uses |
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### Direct Use for Inference |
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First install the SetFit library: |
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```bash |
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pip install setfit |
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``` |
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Then you can load this model and run inference. |
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```python |
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from setfit import SetFitModel |
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# Download from the 🤗 Hub |
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model = SetFitModel.from_pretrained("rafi138/setfit-paraphrase-mpnet-base-v2-business-type") |
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# Run inference |
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preds = model("Dadon Hotel") |
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``` |
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<!-- |
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### Downstream Use |
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*List how someone could finetune this model on their own dataset.* |
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--> |
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<!-- |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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--> |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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--> |
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<!-- |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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--> |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:-------|:----| |
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| Word count | 1 | 3.3752 | 11 | |
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| Label | Training Sample Count | |
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|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------| |
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| ShopCommercialGovernmentHealthcareEducationFoodOfficeReligious PlaceBankTransportationConstructionIndustryResidentialLandmarkRecreationFuelHotelUtilityAgricultural | 0 | |
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### Training Hyperparameters |
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- batch_size: (64, 64) |
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- num_epochs: (4, 4) |
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- max_steps: -1 |
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- sampling_strategy: oversampling |
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- body_learning_rate: (2e-05, 1e-05) |
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- head_learning_rate: 0.01 |
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- loss: CosineSimilarityLoss |
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- distance_metric: cosine_distance |
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- margin: 0.25 |
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- end_to_end: False |
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- use_amp: False |
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- warmup_proportion: 0.1 |
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- seed: 42 |
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- eval_max_steps: -1 |
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- load_best_model_at_end: True |
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### Training Results |
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| Epoch | Step | Training Loss | Validation Loss | |
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|:-------:|:---------:|:-------------:|:---------------:| |
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| 0.0000 | 1 | 0.2815 | - | |
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| 0.0019 | 50 | 0.2543 | - | |
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| 0.0038 | 100 | 0.2781 | - | |
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| 0.0057 | 150 | 0.2328 | - | |
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| 0.0076 | 200 | 0.2258 | - | |
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| 0.0095 | 250 | 0.1884 | - | |
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| 0.0115 | 300 | 0.2192 | - | |
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| 0.0134 | 350 | 0.1935 | - | |
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| 0.0153 | 400 | 0.2057 | - | |
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| 0.0172 | 450 | 0.1949 | - | |
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| 0.0191 | 500 | 0.1955 | - | |
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| 0.0210 | 550 | 0.1744 | - | |
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| 0.0229 | 600 | 0.1518 | - | |
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| 0.0248 | 650 | 0.1804 | - | |
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| 0.0267 | 700 | 0.1669 | - | |
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| 0.0286 | 750 | 0.1565 | - | |
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| 0.0306 | 800 | 0.14 | - | |
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| 0.0325 | 850 | 0.1648 | - | |
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| 0.0344 | 900 | 0.1441 | - | |
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| 0.0363 | 950 | 0.1237 | - | |
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| 0.0382 | 1000 | 0.1155 | - | |
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| 0.0401 | 1050 | 0.1303 | - | |
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| 0.0420 | 1100 | 0.1115 | - | |
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| 0.0439 | 1150 | 0.1533 | - | |
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| 0.0458 | 1200 | 0.1278 | - | |
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| 0.0477 | 1250 | 0.0851 | - | |
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| 0.0496 | 1300 | 0.0982 | - | |
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| 0.0516 | 1350 | 0.0925 | - | |
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| 0.0535 | 1400 | 0.0861 | - | |
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| 0.0554 | 1450 | 0.1121 | - | |
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| 0.0573 | 1500 | 0.1226 | - | |
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| 0.0592 | 1550 | 0.1049 | - | |
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| 0.0611 | 1600 | 0.1101 | - | |
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| 0.0630 | 1650 | 0.113 | - | |
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| 0.0649 | 1700 | 0.1061 | - | |
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| 0.0668 | 1750 | 0.0573 | - | |
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| 0.0687 | 1800 | 0.0665 | - | |
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| 0.0707 | 1850 | 0.0657 | - | |
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| 0.0726 | 1900 | 0.082 | - | |
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| 0.0745 | 1950 | 0.0654 | - | |
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| 0.0764 | 2000 | 0.0783 | - | |
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| 0.0783 | 2050 | 0.0713 | - | |
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| 0.0802 | 2100 | 0.0669 | - | |
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| 0.0821 | 2150 | 0.0536 | - | |
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| 0.0840 | 2200 | 0.0556 | - | |
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| 0.0859 | 2250 | 0.0704 | - | |
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| 0.0878 | 2300 | 0.063 | - | |
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| 0.0897 | 2350 | 0.0472 | - | |
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| 0.0917 | 2400 | 0.0562 | - | |
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| 0.0936 | 2450 | 0.0392 | - | |
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| 0.0955 | 2500 | 0.0465 | - | |
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| 0.0974 | 2550 | 0.0424 | - | |
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| 0.0993 | 2600 | 0.0453 | - | |
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| 0.1012 | 2650 | 0.0375 | - | |
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| 0.1031 | 2700 | 0.0445 | - | |
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| 0.1050 | 2750 | 0.0231 | - | |
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| 0.1069 | 2800 | 0.0386 | - | |
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| 0.1088 | 2850 | 0.0258 | - | |
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| 0.1108 | 2900 | 0.0344 | - | |
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| 0.1127 | 2950 | 0.0143 | - | |
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| 0.1146 | 3000 | 0.016 | - | |
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| 0.1165 | 3050 | 0.0216 | - | |
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| 0.1184 | 3100 | 0.0365 | - | |
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| 0.1203 | 3150 | 0.0238 | - | |
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| 0.1222 | 3200 | 0.0099 | - | |
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| 0.1241 | 3250 | 0.0211 | - | |
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| 0.1260 | 3300 | 0.0149 | - | |
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| 0.1279 | 3350 | 0.0406 | - | |
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| 0.1298 | 3400 | 0.0231 | - | |
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| 0.1318 | 3450 | 0.0266 | - | |
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| 0.1337 | 3500 | 0.0225 | - | |
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| 0.1356 | 3550 | 0.0203 | - | |
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| 0.1375 | 3600 | 0.0097 | - | |
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| 0.1394 | 3650 | 0.0143 | - | |
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| 0.1413 | 3700 | 0.0052 | - | |
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| 0.1432 | 3750 | 0.0094 | - | |
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| 0.1451 | 3800 | 0.0029 | - | |
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| 0.1470 | 3850 | 0.0065 | - | |
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| 0.1489 | 3900 | 0.0078 | - | |
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| 0.1508 | 3950 | 0.0109 | - | |
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| 0.1528 | 4000 | 0.0054 | - | |
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| 0.1547 | 4050 | 0.0069 | - | |
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| 0.1566 | 4100 | 0.0248 | - | |
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| 0.1585 | 4150 | 0.0069 | - | |
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| 0.1604 | 4200 | 0.0073 | - | |
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| 0.1623 | 4250 | 0.0054 | - | |
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| 0.1642 | 4300 | 0.0027 | - | |
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| 0.1661 | 4350 | 0.0028 | - | |
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| 0.1680 | 4400 | 0.0021 | - | |
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| 0.1699 | 4450 | 0.0038 | - | |
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| 0.1719 | 4500 | 0.0034 | - | |
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| 0.1738 | 4550 | 0.0158 | - | |
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| 0.1757 | 4600 | 0.0043 | - | |
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| 0.1776 | 4650 | 0.0055 | - | |
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| 0.1795 | 4700 | 0.0064 | - | |
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| 0.1814 | 4750 | 0.0021 | - | |
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| 0.1833 | 4800 | 0.0026 | - | |
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| 0.1852 | 4850 | 0.0112 | - | |
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| 0.1871 | 4900 | 0.0029 | - | |
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| 0.1890 | 4950 | 0.0176 | - | |
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| 0.1909 | 5000 | 0.0071 | - | |
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| 0.1929 | 5050 | 0.0097 | - | |
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| 0.1948 | 5100 | 0.0032 | - | |
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| 0.1967 | 5150 | 0.0044 | - | |
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| 0.1986 | 5200 | 0.0065 | - | |
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| 0.2005 | 5250 | 0.0176 | - | |
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| 0.2024 | 5300 | 0.0026 | - | |
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| 0.2043 | 5350 | 0.0036 | - | |
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| 0.2062 | 5400 | 0.0022 | - | |
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| 0.2081 | 5450 | 0.0014 | - | |
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| 0.2100 | 5500 | 0.0073 | - | |
|
| 0.2120 | 5550 | 0.0009 | - | |
|
| 0.2139 | 5600 | 0.0011 | - | |
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| 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 | - | |
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| 0.2349 | 6150 | 0.0012 | - | |
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| 0.2368 | 6200 | 0.0013 | - | |
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| 0.2387 | 6250 | 0.0009 | - | |
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| 0.2406 | 6300 | 0.0012 | - | |
|
| 0.2425 | 6350 | 0.0006 | - | |
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| 0.2444 | 6400 | 0.0013 | - | |
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| 0.2463 | 6450 | 0.0005 | - | |
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| 0.2482 | 6500 | 0.0032 | - | |
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| 0.2501 | 6550 | 0.0006 | - | |
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| 0.2521 | 6600 | 0.0007 | - | |
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| 0.2540 | 6650 | 0.0029 | - | |
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| 0.2559 | 6700 | 0.001 | - | |
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| 0.2578 | 6750 | 0.0005 | - | |
|
| 0.2597 | 6800 | 0.001 | - | |
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| 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 | - | |
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| 0.2788 | 7300 | 0.0007 | - | |
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| 0.2807 | 7350 | 0.0005 | - | |
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| 0.2826 | 7400 | 0.0009 | - | |
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| 0.2845 | 7450 | 0.0007 | - | |
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| 0.2864 | 7500 | 0.0008 | - | |
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| 0.2883 | 7550 | 0.001 | - | |
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| 0.2902 | 7600 | 0.0004 | - | |
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| 0.2922 | 7650 | 0.0004 | - | |
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| 0.2941 | 7700 | 0.0007 | - | |
|
| 0.2960 | 7750 | 0.0004 | - | |
|
| 0.2979 | 7800 | 0.0011 | - | |
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| 0.2998 | 7850 | 0.0005 | - | |
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| 0.3017 | 7900 | 0.0004 | - | |
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| 0.3036 | 7950 | 0.0003 | - | |
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| 0.3055 | 8000 | 0.001 | - | |
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| 0.3074 | 8050 | 0.0005 | - | |
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| 0.3093 | 8100 | 0.0003 | - | |
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| 0.3112 | 8150 | 0.0004 | - | |
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| 0.3132 | 8200 | 0.0003 | - | |
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| 0.3151 | 8250 | 0.007 | - | |
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| 0.3170 | 8300 | 0.0026 | - | |
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| 0.3189 | 8350 | 0.0004 | - | |
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| 0.3208 | 8400 | 0.0005 | - | |
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| 0.3227 | 8450 | 0.0005 | - | |
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| 0.3246 | 8500 | 0.0004 | - | |
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| 0.3265 | 8550 | 0.0003 | - | |
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| 0.3284 | 8600 | 0.0003 | - | |
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| 0.3303 | 8650 | 0.0003 | - | |
|
| 0.3323 | 8700 | 0.0026 | - | |
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| 0.3342 | 8750 | 0.0003 | - | |
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| 0.3361 | 8800 | 0.0002 | - | |
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| 0.3380 | 8850 | 0.0002 | - | |
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| 0.3399 | 8900 | 0.0002 | - | |
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| 0.3418 | 8950 | 0.0004 | - | |
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| 0.3437 | 9000 | 0.0003 | - | |
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| 0.3456 | 9050 | 0.0005 | - | |
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| 0.3475 | 9100 | 0.0002 | - | |
|
| 0.3494 | 9150 | 0.0052 | - | |
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| 0.3513 | 9200 | 0.0138 | - | |
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| 0.3533 | 9250 | 0.0006 | - | |
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| 0.3552 | 9300 | 0.0004 | - | |
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| 0.3571 | 9350 | 0.0019 | - | |
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| 0.3590 | 9400 | 0.0003 | - | |
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| 0.3609 | 9450 | 0.0002 | - | |
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| 0.3628 | 9500 | 0.0002 | - | |
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| 0.3647 | 9550 | 0.0003 | - | |
|
| 0.3666 | 9600 | 0.0003 | - | |
|
| 0.3685 | 9650 | 0.0269 | - | |
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| 0.3704 | 9700 | 0.0004 | - | |
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| 0.3724 | 9750 | 0.0002 | - | |
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| 0.3743 | 9800 | 0.0005 | - | |
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| 0.3762 | 9850 | 0.0002 | - | |
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| 0.3781 | 9900 | 0.0003 | - | |
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| 0.3800 | 9950 | 0.0002 | - | |
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| 0.3819 | 10000 | 0.0002 | - | |
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| 0.3838 | 10050 | 0.0002 | - | |
|
| 0.3857 | 10100 | 0.0158 | - | |
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| 0.3876 | 10150 | 0.0004 | - | |
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| 0.3895 | 10200 | 0.0094 | - | |
|
| 0.3914 | 10250 | 0.0098 | - | |
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| 0.3934 | 10300 | 0.0003 | - | |
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| 0.3953 | 10350 | 0.0003 | - | |
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| 0.3972 | 10400 | 0.0004 | - | |
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| 0.3991 | 10450 | 0.0003 | - | |
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| 0.4010 | 10500 | 0.0003 | - | |
|
| 0.4029 | 10550 | 0.0002 | - | |
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| 0.4048 | 10600 | 0.0006 | - | |
|
| 0.4067 | 10650 | 0.0004 | - | |
|
| 0.4086 | 10700 | 0.0002 | - | |
|
| 0.4105 | 10750 | 0.0005 | - | |
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| 0.4124 | 10800 | 0.0002 | - | |
|
| 0.4144 | 10850 | 0.0002 | - | |
|
| 0.4163 | 10900 | 0.0002 | - | |
|
| 0.4182 | 10950 | 0.0002 | - | |
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| 0.4201 | 11000 | 0.0002 | - | |
|
| 0.4220 | 11050 | 0.0002 | - | |
|
| 0.4239 | 11100 | 0.0002 | - | |
|
| 0.4258 | 11150 | 0.0002 | - | |
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| 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 | - | |
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| 0.4373 | 11450 | 0.0002 | - | |
|
| 0.4392 | 11500 | 0.0001 | - | |
|
| 0.4411 | 11550 | 0.0002 | - | |
|
| 0.4430 | 11600 | 0.0001 | - | |
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| 0.4449 | 11650 | 0.0001 | - | |
|
| 0.4468 | 11700 | 0.0002 | - | |
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| 0.4487 | 11750 | 0.0001 | - | |
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| 0.4506 | 11800 | 0.0001 | - | |
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| 0.4525 | 11850 | 0.0002 | - | |
|
| 0.4545 | 11900 | 0.0006 | - | |
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| 0.4564 | 11950 | 0.0002 | - | |
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| 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 | - | |
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| 1.2030 | 31500 | 0.0001 | - | |
|
| 1.2049 | 31550 | 0.0001 | - | |
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| 1.2068 | 31600 | 0.0001 | - | |
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| 1.2087 | 31650 | 0.0001 | - | |
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| 1.2106 | 31700 | 0.0001 | - | |
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| 1.2125 | 31750 | 0.0001 | - | |
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| 1.2144 | 31800 | 0.0001 | - | |
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| 1.2163 | 31850 | 0.0001 | - | |
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| 1.2183 | 31900 | 0.0001 | - | |
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| 1.2202 | 31950 | 0.0001 | - | |
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| 1.2221 | 32000 | 0.0001 | - | |
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| 1.2240 | 32050 | 0.0001 | - | |
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| 1.2259 | 32100 | 0.0001 | - | |
|
| 1.2278 | 32150 | 0.0001 | - | |
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| 1.2297 | 32200 | 0.0001 | - | |
|
| 1.2316 | 32250 | 0.0124 | - | |
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| 1.2335 | 32300 | 0.0001 | - | |
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| 1.2354 | 32350 | 0.0001 | - | |
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| 1.2373 | 32400 | 0.0001 | - | |
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| 1.2393 | 32450 | 0.0002 | - | |
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| 1.2412 | 32500 | 0.0001 | - | |
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| 1.2431 | 32550 | 0.0001 | - | |
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| 1.2450 | 32600 | 0.0001 | - | |
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| 1.2469 | 32650 | 0.0001 | - | |
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| 1.2488 | 32700 | 0.0001 | - | |
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| 1.2507 | 32750 | 0.0001 | - | |
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| 1.2526 | 32800 | 0.0001 | - | |
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| 1.2545 | 32850 | 0.0001 | - | |
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| 1.2564 | 32900 | 0.0001 | - | |
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| 1.2584 | 32950 | 0.0001 | - | |
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| 1.2603 | 33000 | 0.0001 | - | |
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| 1.2622 | 33050 | 0.0001 | - | |
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| 1.2641 | 33100 | 0.0001 | - | |
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| 1.2660 | 33150 | 0.0001 | - | |
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| 1.2679 | 33200 | 0.0001 | - | |
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| 1.2698 | 33250 | 0.0001 | - | |
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| 1.2717 | 33300 | 0.0001 | - | |
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| 1.2736 | 33350 | 0.0001 | - | |
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| 1.2774 | 33450 | 0.0001 | - | |
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| 1.2794 | 33500 | 0.0001 | - | |
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| 1.2813 | 33550 | 0.0001 | - | |
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| 1.2832 | 33600 | 0.0001 | - | |
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| 1.2851 | 33650 | 0.0001 | - | |
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| 1.2870 | 33700 | 0.0001 | - | |
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| 1.2889 | 33750 | 0.0001 | - | |
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| 1.3099 | 34300 | 0.0001 | - | |
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| 1.3863 | 36300 | 0.0001 | - | |
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| 1.4016 | 36700 | 0.0119 | - | |
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| 1.4035 | 36750 | 0.0007 | - | |
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| 1.4550 | 38100 | 0.0001 | - | |
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| 1.4569 | 38150 | 0.0001 | - | |
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| 1.4589 | 38200 | 0.0001 | - | |
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| 1.4608 | 38250 | 0.0001 | - | |
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| 1.4627 | 38300 | 0.0001 | - | |
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| 1.4646 | 38350 | 0.0001 | - | |
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| 1.4665 | 38400 | 0.0001 | - | |
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| 1.4684 | 38450 | 0.0001 | - | |
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| 1.4703 | 38500 | 0.0001 | - | |
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| 1.4722 | 38550 | 0.0001 | - | |
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| 1.4741 | 38600 | 0.0001 | - | |
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| 1.4760 | 38650 | 0.0001 | - | |
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| 1.4779 | 38700 | 0.0001 | - | |
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| 1.4799 | 38750 | 0.0001 | - | |
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| 1.4818 | 38800 | 0.0001 | - | |
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| 1.4837 | 38850 | 0.0001 | - | |
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| 1.4856 | 38900 | 0.0001 | - | |
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| 1.4875 | 38950 | 0.0001 | - | |
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| 1.4894 | 39000 | 0.0001 | - | |
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| 1.5009 | 39300 | 0.0001 | - | |
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| 1.5047 | 39400 | 0.0001 | - | |
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| 1.5219 | 39850 | 0.0001 | - | |
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| 1.5238 | 39900 | 0.0001 | - | |
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| 1.5257 | 39950 | 0.0001 | - | |
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| 1.5276 | 40000 | 0.0001 | - | |
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| 1.5295 | 40050 | 0.0001 | - | |
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| 1.5314 | 40100 | 0.0001 | - | |
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| 1.5333 | 40150 | 0.0001 | - | |
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| 1.5352 | 40200 | 0.0001 | - | |
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| 1.5371 | 40250 | 0.0001 | - | |
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| 1.5390 | 40300 | 0.0068 | - | |
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| 1.5410 | 40350 | 0.0001 | - | |
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| 1.5429 | 40400 | 0.0001 | - | |
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| 1.5448 | 40450 | 0.0001 | - | |
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| 1.5486 | 40550 | 0.0001 | - | |
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| 1.5620 | 40900 | 0.0001 | - | |
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| 1.5639 | 40950 | 0.0001 | - | |
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| 1.5658 | 41000 | 0.0001 | - | |
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| 1.5677 | 41050 | 0.0088 | - | |
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| 1.5696 | 41100 | 0.0001 | - | |
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| 1.5715 | 41150 | 0.0001 | - | |
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| 1.5734 | 41200 | 0.0001 | - | |
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| 1.5753 | 41250 | 0.0001 | - | |
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| 1.5772 | 41300 | 0.0001 | - | |
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| 1.5791 | 41350 | 0.0001 | - | |
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| 1.5811 | 41400 | 0.0001 | - | |
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| 1.5830 | 41450 | 0.0001 | - | |
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| 1.5849 | 41500 | 0.0001 | - | |
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| 1.5868 | 41550 | 0.0001 | - | |
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| 1.5887 | 41600 | 0.0001 | - | |
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| 1.5906 | 41650 | 0.0001 | - | |
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| 1.5925 | 41700 | 0.0001 | - | |
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| 1.5944 | 41750 | 0.0 | - | |
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| 1.5963 | 41800 | 0.0001 | - | |
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| 1.5982 | 41850 | 0.0001 | - | |
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| 1.6002 | 41900 | 0.0001 | - | |
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| 1.6021 | 41950 | 0.0001 | - | |
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| 1.6040 | 42000 | 0.0001 | - | |
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| 1.6059 | 42050 | 0.0001 | - | |
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| 1.6078 | 42100 | 0.0 | - | |
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| 1.6097 | 42150 | 0.0001 | - | |
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| 1.6116 | 42200 | 0.0001 | - | |
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| 1.6135 | 42250 | 0.0001 | - | |
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| 1.6154 | 42300 | 0.0001 | - | |
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| 1.6173 | 42350 | 0.0001 | - | |
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| 1.6192 | 42400 | 0.0001 | - | |
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| 1.6212 | 42450 | 0.0001 | - | |
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| 1.6231 | 42500 | 0.0001 | - | |
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| 1.6250 | 42550 | 0.0001 | - | |
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| 1.6269 | 42600 | 0.0001 | - | |
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| 1.6288 | 42650 | 0.0001 | - | |
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| 1.6307 | 42700 | 0.0001 | - | |
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| 1.6326 | 42750 | 0.0001 | - | |
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| 1.6345 | 42800 | 0.0001 | - | |
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| 1.6364 | 42850 | 0.0001 | - | |
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| 1.6383 | 42900 | 0.0011 | - | |
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| 1.6403 | 42950 | 0.0001 | - | |
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| 1.6422 | 43000 | 0.0003 | - | |
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| 1.6441 | 43050 | 0.0001 | - | |
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| 1.6460 | 43100 | 0.0307 | - | |
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| 1.6479 | 43150 | 0.0001 | - | |
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| 1.6498 | 43200 | 0.0153 | - | |
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| 1.6517 | 43250 | 0.0001 | - | |
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| 1.6536 | 43300 | 0.0155 | - | |
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| 1.6555 | 43350 | 0.0002 | - | |
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| 1.6593 | 43450 | 0.0001 | - | |
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| 1.6651 | 43600 | 0.0001 | - | |
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| 1.6670 | 43650 | 0.0001 | - | |
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| 1.6689 | 43700 | 0.0153 | - | |
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| 1.6708 | 43750 | 0.0001 | - | |
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| 1.6727 | 43800 | 0.0001 | - | |
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| 1.6746 | 43850 | 0.0093 | - | |
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| 1.6765 | 43900 | 0.0001 | - | |
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| 1.6784 | 43950 | 0.0001 | - | |
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| 1.6804 | 44000 | 0.004 | - | |
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| 1.6823 | 44050 | 0.0003 | - | |
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| 1.6842 | 44100 | 0.0001 | - | |
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| 1.6861 | 44150 | 0.0001 | - | |
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| 1.6880 | 44200 | 0.0001 | - | |
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| 1.6899 | 44250 | 0.0001 | - | |
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| 1.6918 | 44300 | 0.0001 | - | |
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| 1.6937 | 44350 | 0.0001 | - | |
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| 1.6956 | 44400 | 0.0001 | - | |
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| 1.6975 | 44450 | 0.0001 | - | |
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| 1.6994 | 44500 | 0.0001 | - | |
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| 1.7014 | 44550 | 0.0001 | - | |
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| 1.7033 | 44600 | 0.0001 | - | |
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| 1.7052 | 44650 | 0.0001 | - | |
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| 1.7071 | 44700 | 0.0001 | - | |
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| 1.7090 | 44750 | 0.0001 | - | |
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| 1.7109 | 44800 | 0.0001 | - | |
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| 1.7128 | 44850 | 0.0001 | - | |
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| 1.7147 | 44900 | 0.0001 | - | |
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| 1.7166 | 44950 | 0.0001 | - | |
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| 1.7185 | 45000 | 0.0001 | - | |
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| 1.7205 | 45050 | 0.0001 | - | |
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| 1.7224 | 45100 | 0.0001 | - | |
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| 1.7243 | 45150 | 0.0001 | - | |
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| 1.7262 | 45200 | 0.0001 | - | |
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| 1.7281 | 45250 | 0.0001 | - | |
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| 1.7300 | 45300 | 0.0001 | - | |
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| 1.7319 | 45350 | 0.0001 | - | |
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| 1.7338 | 45400 | 0.0001 | - | |
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| 1.7357 | 45450 | 0.0001 | - | |
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| 1.7376 | 45500 | 0.0001 | - | |
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| 1.7395 | 45550 | 0.0001 | - | |
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| 1.7415 | 45600 | 0.0001 | - | |
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| 1.7434 | 45650 | 0.0001 | - | |
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| 1.7453 | 45700 | 0.0001 | - | |
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| 1.7472 | 45750 | 0.0001 | - | |
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| 1.7491 | 45800 | 0.0001 | - | |
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| 1.7510 | 45850 | 0.0001 | - | |
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| 1.7529 | 45900 | 0.0001 | - | |
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| 1.7548 | 45950 | 0.0001 | - | |
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| 1.7567 | 46000 | 0.0001 | - | |
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| 1.7586 | 46050 | 0.0001 | - | |
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| 1.7605 | 46100 | 0.0001 | - | |
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| 1.7625 | 46150 | 0.0001 | - | |
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| 1.7644 | 46200 | 0.0001 | - | |
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| 1.7663 | 46250 | 0.0001 | - | |
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| 1.7682 | 46300 | 0.0001 | - | |
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| 1.7701 | 46350 | 0.0 | - | |
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| 1.7720 | 46400 | 0.0001 | - | |
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| 1.7739 | 46450 | 0.0001 | - | |
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| 1.7758 | 46500 | 0.0001 | - | |
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| 1.7777 | 46550 | 0.0001 | - | |
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| 1.7796 | 46600 | 0.0001 | - | |
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| 1.7816 | 46650 | 0.0001 | - | |
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| 1.7835 | 46700 | 0.0001 | - | |
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| 1.7854 | 46750 | 0.0001 | - | |
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| 1.7873 | 46800 | 0.0001 | - | |
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| 1.7892 | 46850 | 0.0001 | - | |
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| 1.7911 | 46900 | 0.0001 | - | |
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| 1.7930 | 46950 | 0.0001 | - | |
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| 1.7949 | 47000 | 0.0001 | - | |
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| 1.7968 | 47050 | 0.0001 | - | |
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| 1.7987 | 47100 | 0.0001 | - | |
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| 1.8006 | 47150 | 0.0001 | - | |
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| 1.8026 | 47200 | 0.0001 | - | |
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| 1.8045 | 47250 | 0.0001 | - | |
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| 1.8064 | 47300 | 0.0 | - | |
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| 1.8083 | 47350 | 0.0001 | - | |
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| 1.8102 | 47400 | 0.0001 | - | |
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| 1.8121 | 47450 | 0.0001 | - | |
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| 1.8140 | 47500 | 0.0001 | - | |
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| 1.8159 | 47550 | 0.0001 | - | |
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| 1.8178 | 47600 | 0.0001 | - | |
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| 1.8197 | 47650 | 0.0001 | - | |
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| 1.8217 | 47700 | 0.0001 | - | |
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| 1.8236 | 47750 | 0.0001 | - | |
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| 1.8255 | 47800 | 0.0001 | - | |
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| 1.8274 | 47850 | 0.0001 | - | |
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| 1.8293 | 47900 | 0.0001 | - | |
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| 1.8312 | 47950 | 0.0001 | - | |
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| 1.8331 | 48000 | 0.0001 | - | |
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| 1.8350 | 48050 | 0.0001 | - | |
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| 1.8369 | 48100 | 0.0 | - | |
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| 1.8388 | 48150 | 0.0001 | - | |
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| 1.8407 | 48200 | 0.0001 | - | |
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| 1.8427 | 48250 | 0.0001 | - | |
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| 1.8446 | 48300 | 0.0001 | - | |
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| 1.8465 | 48350 | 0.0001 | - | |
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| 1.8484 | 48400 | 0.0001 | - | |
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| 1.8503 | 48450 | 0.0001 | - | |
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| 1.8522 | 48500 | 0.0001 | - | |
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| 1.8541 | 48550 | 0.0001 | - | |
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| 1.8560 | 48600 | 0.0001 | - | |
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| 1.8579 | 48650 | 0.0001 | - | |
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| 1.8598 | 48700 | 0.0001 | - | |
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| 1.8618 | 48750 | 0.0001 | - | |
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| 1.8637 | 48800 | 0.0001 | - | |
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| 1.8656 | 48850 | 0.0001 | - | |
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| 1.8675 | 48900 | 0.0001 | - | |
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| 1.8694 | 48950 | 0.0001 | - | |
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| 1.8713 | 49000 | 0.0001 | - | |
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| 1.8732 | 49050 | 0.0001 | - | |
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| 1.8751 | 49100 | 0.0001 | - | |
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| 1.8770 | 49150 | 0.0001 | - | |
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| 1.8789 | 49200 | 0.0001 | - | |
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| 1.8808 | 49250 | 0.0001 | - | |
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| 1.8828 | 49300 | 0.0001 | - | |
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| 1.8847 | 49350 | 0.0001 | - | |
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| 1.8866 | 49400 | 0.0001 | - | |
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| 1.8885 | 49450 | 0.0001 | - | |
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| 1.8904 | 49500 | 0.0001 | - | |
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| 1.8923 | 49550 | 0.0001 | - | |
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| 1.8942 | 49600 | 0.0001 | - | |
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| 1.8961 | 49650 | 0.0001 | - | |
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| 1.8980 | 49700 | 0.0001 | - | |
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| 1.8999 | 49750 | 0.0001 | - | |
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| 1.9019 | 49800 | 0.0001 | - | |
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| 1.9038 | 49850 | 0.0001 | - | |
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| 1.9057 | 49900 | 0.0001 | - | |
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| 1.9076 | 49950 | 0.0001 | - | |
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| 1.9095 | 50000 | 0.0001 | - | |
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| 1.9114 | 50050 | 0.0001 | - | |
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| 1.9133 | 50100 | 0.0001 | - | |
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| 1.9152 | 50150 | 0.0001 | - | |
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| 1.9171 | 50200 | 0.0002 | - | |
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| 1.9190 | 50250 | 0.0001 | - | |
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| 1.9209 | 50300 | 0.0001 | - | |
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| 1.9229 | 50350 | 0.0001 | - | |
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| 1.9248 | 50400 | 0.0001 | - | |
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| 1.9267 | 50450 | 0.0001 | - | |
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| 1.9286 | 50500 | 0.0001 | - | |
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| 1.9305 | 50550 | 0.0001 | - | |
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| 1.9324 | 50600 | 0.0001 | - | |
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| 1.9343 | 50650 | 0.0001 | - | |
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| 1.9362 | 50700 | 0.0001 | - | |
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| 1.9381 | 50750 | 0.0001 | - | |
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| 1.9400 | 50800 | 0.0001 | - | |
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| 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 | - | |
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| 3.3951 | 88900 | 0.0 | - | |
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| 3.3970 | 88950 | 0.0 | - | |
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| 3.3989 | 89000 | 0.0 | - | |
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| 3.4008 | 89050 | 0.0 | - | |
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| 3.4027 | 89100 | 0.0 | - | |
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| 3.4046 | 89150 | 0.0 | - | |
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| 3.4065 | 89200 | 0.0 | - | |
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| 3.4084 | 89250 | 0.0 | - | |
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| 3.4103 | 89300 | 0.0 | - | |
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| 3.4123 | 89350 | 0.0 | - | |
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| 3.4142 | 89400 | 0.0 | - | |
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| 3.4161 | 89450 | 0.0 | - | |
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| 3.4180 | 89500 | 0.0 | - | |
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| 3.4199 | 89550 | 0.0 | - | |
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| 3.4218 | 89600 | 0.0 | - | |
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| 3.4237 | 89650 | 0.0 | - | |
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| 3.4256 | 89700 | 0.0 | - | |
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| 3.4275 | 89750 | 0.0 | - | |
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| 3.4294 | 89800 | 0.0 | - | |
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| 3.4314 | 89850 | 0.0 | - | |
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| 3.4333 | 89900 | 0.0 | - | |
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| 3.4352 | 89950 | 0.0 | - | |
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| 3.4371 | 90000 | 0.0 | - | |
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| 3.4390 | 90050 | 0.0 | - | |
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| 3.4409 | 90100 | 0.0 | - | |
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| 3.4428 | 90150 | 0.0 | - | |
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| 3.4447 | 90200 | 0.0 | - | |
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| 3.4466 | 90250 | 0.0 | - | |
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| 3.4485 | 90300 | 0.0 | - | |
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| 3.4504 | 90350 | 0.0 | - | |
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| 3.4524 | 90400 | 0.0 | - | |
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| 3.4543 | 90450 | 0.0 | - | |
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| 3.4562 | 90500 | 0.0 | - | |
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| 3.4581 | 90550 | 0.0 | - | |
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| 3.4600 | 90600 | 0.0 | - | |
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| 3.4619 | 90650 | 0.0 | - | |
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| 3.4638 | 90700 | 0.0 | - | |
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| 3.4657 | 90750 | 0.0 | - | |
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| 3.4676 | 90800 | 0.0 | - | |
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| 3.4695 | 90850 | 0.0 | - | |
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| 3.4715 | 90900 | 0.0 | - | |
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| 3.4734 | 90950 | 0.0 | - | |
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| 3.4753 | 91000 | 0.0 | - | |
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| 3.4772 | 91050 | 0.0 | - | |
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| 3.4791 | 91100 | 0.0 | - | |
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| 3.4810 | 91150 | 0.0 | - | |
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| 3.4829 | 91200 | 0.0 | - | |
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| 3.4848 | 91250 | 0.0 | - | |
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| 3.4867 | 91300 | 0.0 | - | |
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| 3.4886 | 91350 | 0.0 | - | |
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| 3.4905 | 91400 | 0.0 | - | |
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| 3.4925 | 91450 | 0.0 | - | |
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| 3.4944 | 91500 | 0.0 | - | |
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| 3.4963 | 91550 | 0.0 | - | |
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| 3.4982 | 91600 | 0.0 | - | |
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| 3.5001 | 91650 | 0.0 | - | |
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| 3.5020 | 91700 | 0.0 | - | |
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| 3.5039 | 91750 | 0.0 | - | |
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| 3.5058 | 91800 | 0.0 | - | |
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| 3.5077 | 91850 | 0.0 | - | |
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| 3.5096 | 91900 | 0.0 | - | |
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| 3.5116 | 91950 | 0.0 | - | |
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| 3.5135 | 92000 | 0.0 | - | |
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| 3.5154 | 92050 | 0.0 | - | |
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| 3.5173 | 92100 | 0.0 | - | |
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| 3.5192 | 92150 | 0.0 | - | |
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| 3.5211 | 92200 | 0.0 | - | |
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| 3.5230 | 92250 | 0.0 | - | |
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| 3.5249 | 92300 | 0.0 | - | |
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| 3.5268 | 92350 | 0.0 | - | |
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| 3.5287 | 92400 | 0.0 | - | |
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| 3.5306 | 92450 | 0.0 | - | |
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| 3.5326 | 92500 | 0.0 | - | |
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| 3.5345 | 92550 | 0.0 | - | |
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| 3.5364 | 92600 | 0.0 | - | |
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| 3.5383 | 92650 | 0.0 | - | |
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| 3.5402 | 92700 | 0.0 | - | |
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| 3.5421 | 92750 | 0.0 | - | |
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| 3.5440 | 92800 | 0.0 | - | |
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| 3.5459 | 92850 | 0.0 | - | |
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| 3.5478 | 92900 | 0.0 | - | |
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| 3.5497 | 92950 | 0.0 | - | |
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| 3.5517 | 93000 | 0.0 | - | |
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| 3.5536 | 93050 | 0.0 | - | |
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| 3.5555 | 93100 | 0.0 | - | |
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| 3.5574 | 93150 | 0.0 | - | |
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| 3.5593 | 93200 | 0.0 | - | |
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| 3.5612 | 93250 | 0.0 | - | |
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| 3.5631 | 93300 | 0.0 | - | |
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| 3.5650 | 93350 | 0.0 | - | |
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| 3.5669 | 93400 | 0.0 | - | |
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| 3.5688 | 93450 | 0.0 | - | |
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| 3.5707 | 93500 | 0.0 | - | |
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| 3.5727 | 93550 | 0.0 | - | |
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| 3.5746 | 93600 | 0.0 | - | |
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| 3.5765 | 93650 | 0.0 | - | |
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| 3.5784 | 93700 | 0.0 | - | |
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| 3.5803 | 93750 | 0.0 | - | |
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| 3.5822 | 93800 | 0.0 | - | |
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| 3.5841 | 93850 | 0.0 | - | |
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| 3.5860 | 93900 | 0.0 | - | |
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| 3.5879 | 93950 | 0.0 | - | |
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| 3.5898 | 94000 | 0.0 | - | |
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| 3.5918 | 94050 | 0.0 | - | |
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| 3.5937 | 94100 | 0.0 | - | |
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| 3.5956 | 94150 | 0.0 | - | |
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| 3.5975 | 94200 | 0.0 | - | |
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| 3.5994 | 94250 | 0.0 | - | |
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| 3.6013 | 94300 | 0.0 | - | |
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| 3.6032 | 94350 | 0.0 | - | |
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| 3.6051 | 94400 | 0.0 | - | |
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| 3.6070 | 94450 | 0.0 | - | |
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| 3.6089 | 94500 | 0.0 | - | |
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| 3.6108 | 94550 | 0.0 | - | |
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| 3.6128 | 94600 | 0.0 | - | |
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| 3.6147 | 94650 | 0.0 | - | |
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| 3.6166 | 94700 | 0.0 | - | |
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| 3.6185 | 94750 | 0.0 | - | |
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| 3.6204 | 94800 | 0.0 | - | |
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| 3.6223 | 94850 | 0.0 | - | |
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| 3.6242 | 94900 | 0.0 | - | |
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| 3.6261 | 94950 | 0.0 | - | |
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| 3.6280 | 95000 | 0.0 | - | |
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| 3.6299 | 95050 | 0.0 | - | |
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| 3.6319 | 95100 | 0.0 | - | |
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| 3.6338 | 95150 | 0.0 | - | |
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| 3.6357 | 95200 | 0.0 | - | |
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| 3.6376 | 95250 | 0.0 | - | |
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| 3.6395 | 95300 | 0.0 | - | |
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| 3.6414 | 95350 | 0.0 | - | |
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| 3.6433 | 95400 | 0.0 | - | |
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| 3.6452 | 95450 | 0.0 | - | |
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| 3.6471 | 95500 | 0.0 | - | |
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| 3.6490 | 95550 | 0.0 | - | |
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| 3.6509 | 95600 | 0.0 | - | |
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| 3.6529 | 95650 | 0.0 | - | |
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| 3.6548 | 95700 | 0.0 | - | |
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| 3.6567 | 95750 | 0.0 | - | |
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| 3.6586 | 95800 | 0.0 | - | |
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| 3.6605 | 95850 | 0.0 | - | |
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| 3.6624 | 95900 | 0.0 | - | |
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| 3.6643 | 95950 | 0.0 | - | |
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| 3.6662 | 96000 | 0.0 | - | |
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| 3.6681 | 96050 | 0.0 | - | |
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| 3.6700 | 96100 | 0.0 | - | |
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| 3.6719 | 96150 | 0.0 | - | |
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| 3.6739 | 96200 | 0.0 | - | |
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| 3.6758 | 96250 | 0.0 | - | |
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| 3.6777 | 96300 | 0.0 | - | |
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| 3.6796 | 96350 | 0.0 | - | |
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| 3.6815 | 96400 | 0.0 | - | |
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| 3.6834 | 96450 | 0.0 | - | |
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| 3.6853 | 96500 | 0.0 | - | |
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| 3.6872 | 96550 | 0.0 | - | |
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| 3.6891 | 96600 | 0.0 | - | |
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| 3.6930 | 96700 | 0.0 | - | |
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| 3.6987 | 96850 | 0.0 | - | |
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| 3.7006 | 96900 | 0.0 | - | |
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| 3.7025 | 96950 | 0.0 | - | |
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| 3.7044 | 97000 | 0.0 | - | |
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| 3.7063 | 97050 | 0.0 | - | |
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| 3.7082 | 97100 | 0.0 | - | |
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| 3.7101 | 97150 | 0.0 | - | |
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| 3.7120 | 97200 | 0.0 | - | |
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| 3.7140 | 97250 | 0.0 | - | |
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| 3.7159 | 97300 | 0.0 | - | |
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| 3.7197 | 97400 | 0.0 | - | |
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| 3.7235 | 97500 | 0.0 | - | |
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| 3.7292 | 97650 | 0.0 | - | |
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| 3.7311 | 97700 | 0.0 | - | |
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| 3.7331 | 97750 | 0.0 | - | |
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| 3.7350 | 97800 | 0.0 | - | |
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| 3.7369 | 97850 | 0.0 | - | |
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| 3.7388 | 97900 | 0.0 | - | |
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| 3.7407 | 97950 | 0.0 | - | |
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| 3.7426 | 98000 | 0.0 | - | |
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| 3.7445 | 98050 | 0.0 | - | |
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| 3.7464 | 98100 | 0.0 | - | |
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| 3.7483 | 98150 | 0.0 | - | |
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| 3.7502 | 98200 | 0.0 | - | |
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| 3.7521 | 98250 | 0.0 | - | |
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| 3.7541 | 98300 | 0.0 | - | |
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| 3.7560 | 98350 | 0.0 | - | |
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| 3.7579 | 98400 | 0.0 | - | |
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| 3.7598 | 98450 | 0.0 | - | |
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| 3.7617 | 98500 | 0.0 | - | |
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| 3.7636 | 98550 | 0.0 | - | |
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| 3.7655 | 98600 | 0.0 | - | |
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| 3.7674 | 98650 | 0.0 | - | |
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| 3.7693 | 98700 | 0.0 | - | |
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| 3.7712 | 98750 | 0.0 | - | |
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| 3.7732 | 98800 | 0.0 | - | |
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| 3.7751 | 98850 | 0.0 | - | |
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| 3.7770 | 98900 | 0.0 | - | |
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| 3.7789 | 98950 | 0.0 | - | |
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| 3.7808 | 99000 | 0.0 | - | |
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| 3.7827 | 99050 | 0.0 | - | |
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| 3.7846 | 99100 | 0.0 | - | |
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| 3.7865 | 99150 | 0.0 | - | |
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| 3.7884 | 99200 | 0.0 | - | |
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| 3.7903 | 99250 | 0.0 | - | |
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| 3.7922 | 99300 | 0.0 | - | |
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| 3.7942 | 99350 | 0.0 | - | |
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| 3.7961 | 99400 | 0.0 | - | |
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| 3.7980 | 99450 | 0.0 | - | |
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| 3.7999 | 99500 | 0.0 | - | |
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| 3.8018 | 99550 | 0.0 | - | |
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| 3.8037 | 99600 | 0.0 | - | |
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| 3.8056 | 99650 | 0.0 | - | |
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| 3.8075 | 99700 | 0.0 | - | |
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| 3.8094 | 99750 | 0.0 | - | |
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| 3.8113 | 99800 | 0.0 | - | |
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| 3.8133 | 99850 | 0.0 | - | |
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| 3.8152 | 99900 | 0.0 | - | |
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| 3.8171 | 99950 | 0.0 | - | |
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| 3.8190 | 100000 | 0.0 | - | |
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| 3.8209 | 100050 | 0.0 | - | |
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| 3.8228 | 100100 | 0.0 | - | |
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| 3.8247 | 100150 | 0.0 | - | |
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| 3.8266 | 100200 | 0.0 | - | |
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| 3.8285 | 100250 | 0.0 | - | |
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| 3.8304 | 100300 | 0.0 | - | |
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| 3.8323 | 100350 | 0.0 | - | |
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| 3.8343 | 100400 | 0.0 | - | |
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| 3.8362 | 100450 | 0.0 | - | |
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| 3.8381 | 100500 | 0.0 | - | |
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| 3.8400 | 100550 | 0.0 | - | |
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| 3.8419 | 100600 | 0.0 | - | |
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| 3.8438 | 100650 | 0.0 | - | |
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| 3.8457 | 100700 | 0.0 | - | |
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| 3.8476 | 100750 | 0.0 | - | |
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| 3.8495 | 100800 | 0.0 | - | |
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| 3.8514 | 100850 | 0.0 | - | |
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| 3.8534 | 100900 | 0.0 | - | |
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| 3.8553 | 100950 | 0.0 | - | |
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| 3.8572 | 101000 | 0.0 | - | |
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| 3.8591 | 101050 | 0.0 | - | |
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| 3.8610 | 101100 | 0.0 | - | |
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| 3.8629 | 101150 | 0.0 | - | |
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| 3.8648 | 101200 | 0.0 | - | |
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| 3.8667 | 101250 | 0.0 | - | |
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| 3.8686 | 101300 | 0.0 | - | |
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| 3.8705 | 101350 | 0.0 | - | |
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| 3.8724 | 101400 | 0.0 | - | |
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| 3.8744 | 101450 | 0.0 | - | |
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| 3.8763 | 101500 | 0.0 | - | |
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| 3.8782 | 101550 | 0.0 | - | |
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| 3.8801 | 101600 | 0.0 | - | |
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| 3.8820 | 101650 | 0.0 | - | |
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| 3.8839 | 101700 | 0.0 | - | |
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| 3.8858 | 101750 | 0.0 | - | |
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| 3.8877 | 101800 | 0.0 | - | |
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| 3.8896 | 101850 | 0.0 | - | |
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| 3.8915 | 101900 | 0.0 | - | |
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| 3.8935 | 101950 | 0.0 | - | |
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| 3.8954 | 102000 | 0.0 | - | |
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| 3.8973 | 102050 | 0.0 | - | |
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| 3.8992 | 102100 | 0.0 | - | |
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| 3.9011 | 102150 | 0.0 | - | |
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| 3.9030 | 102200 | 0.0 | - | |
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| 3.9049 | 102250 | 0.0 | - | |
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| 3.9068 | 102300 | 0.0 | - | |
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| 3.9087 | 102350 | 0.0 | - | |
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| 3.9106 | 102400 | 0.0 | - | |
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| 3.9125 | 102450 | 0.0 | - | |
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| 3.9145 | 102500 | 0.0 | - | |
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| 3.9164 | 102550 | 0.0 | - | |
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| 3.9183 | 102600 | 0.0 | - | |
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| 3.9202 | 102650 | 0.0 | - | |
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| 3.9221 | 102700 | 0.0 | - | |
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| 3.9240 | 102750 | 0.0 | - | |
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| 3.9259 | 102800 | 0.0 | - | |
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| 3.9278 | 102850 | 0.0 | - | |
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| 3.9297 | 102900 | 0.0 | - | |
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| 3.9316 | 102950 | 0.0 | - | |
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| 3.9335 | 103000 | 0.0 | - | |
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| 3.9355 | 103050 | 0.0 | - | |
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| 3.9374 | 103100 | 0.0 | - | |
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| 3.9393 | 103150 | 0.0 | - | |
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| 3.9412 | 103200 | 0.0 | - | |
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| 3.9431 | 103250 | 0.0 | - | |
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| 3.9450 | 103300 | 0.0 | - | |
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| 3.9469 | 103350 | 0.0 | - | |
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| 3.9488 | 103400 | 0.0 | - | |
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| 3.9507 | 103450 | 0.0 | - | |
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| 3.9526 | 103500 | 0.0 | - | |
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| 3.9546 | 103550 | 0.0 | - | |
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| 3.9565 | 103600 | 0.0 | - | |
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| 3.9584 | 103650 | 0.0 | - | |
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| 3.9603 | 103700 | 0.0 | - | |
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| 3.9622 | 103750 | 0.0 | - | |
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| 3.9641 | 103800 | 0.0 | - | |
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| 3.9660 | 103850 | 0.0 | - | |
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| 3.9679 | 103900 | 0.0 | - | |
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| 3.9698 | 103950 | 0.0 | - | |
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| 3.9717 | 104000 | 0.0 | - | |
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| 3.9736 | 104050 | 0.0 | - | |
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| 3.9756 | 104100 | 0.0 | - | |
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| 3.9775 | 104150 | 0.0 | - | |
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| 3.9794 | 104200 | 0.0 | - | |
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| 3.9813 | 104250 | 0.0 | - | |
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| 3.9832 | 104300 | 0.0 | - | |
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| 3.9851 | 104350 | 0.0 | - | |
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| 3.9870 | 104400 | 0.0 | - | |
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| 3.9889 | 104450 | 0.0 | - | |
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| 3.9908 | 104500 | 0.0 | - | |
|
| 3.9927 | 104550 | 0.0 | - | |
|
| 3.9947 | 104600 | 0.0 | - | |
|
| 3.9966 | 104650 | 0.0 | - | |
|
| 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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