
# SetFit

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

## Model Details

### Model Description
- **Model Type:** SetFit
<!-- - **Sentence Transformer:** [Unknown](https://huggingface.co/unknown) -->
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 27 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)

### Model Labels
| Label    | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
|:---------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| TFWC     | <ul><li>'Fundamental Wellbeing'</li><li>'Fundamental Wellbeing'</li><li>'Fundamental Wellbeing.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| LAY3     | <ul><li>'radiance'</li><li>'fullness'</li><li>'by sinking into the qualities of layer three'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| LOC4     | <ul><li>'location four is no personal emotion'</li><li>'Location 4'</li><li>'with recalling memories that related to their'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| LOC5     | <ul><li>'they might have missed enough work that curious co-workers \r\ncame looking for them, found them passed out on their living room \r\nfloor, and called an ambulance.'</li><li>'the Path of Freedom was more common in Eastern \r\nresearch participants (especially monastics), and the Path of Humanity \r\nin Western ones.'</li><li>', “special abilities” such as being able to read minds, see \r\nthe past and future, heal the sick, and so forth. As strange as they may \r\nsound, levitation, passing part or all of one’s physical body through \r\na solid object, disappearing, manifesting unusual visual phenomena \r\n(such as a glowing light), pushing a solid object through a different \r\none, and manifesting objects from thin air are mentioned across many \r\ntraditions. Because some aspects of this were covered in the chapter on \r\nLocation 5+'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                           |
| LOC3     | <ul><li>'this single \r\nmeta-emotion itself is a near constant experience and companion \r\nat Location 3.'</li><li>'personal emotion'</li><li>"And when those personal emotions drop away at location three, if you're able to shift into location three"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| LOC3LAY3 | <ul><li>"Or get to layer three or location three. Thank you. Pardon? And, uh. Just to experience this. Sensation of joy and love connection with the divine. Um. Location four I. I don't know. I don't know about that. Just because I have a little boy and and I want to be able to be there and engage with him and feel something for him. Um. But I'd like to see and I'd like to sink into the deeper, deeper layers."</li><li>'layer three standpoint'</li><li>"If they're coming out of layer three, location three, Um, you know, then so there's always this mix. I think you're in a situation where even fairly recently, this is, you know, deepening and developing more in the direction from sort of the top part of location to over into increasingly rooting itself in Layer four. And for you,"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| LOC2     | <ul><li>'non-dual perception.'</li><li>'non-duality and location two.'</li><li>'location to type situation'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| LOC4LAY2 | <ul><li>"freedom and exploration or whether it's around a sense of really getting to a place where it doesn't matter where I'm at, um, or to a place where it's like, okay, this is the sense of fluidity."</li><li>"location for layer two, when you're really locked into it just feels like some intense, dark night of the soul, you know, maybe the most intense, dark night of the soul experience that you could possibly imagine."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| LOC2LAY3 | <ul><li>'Layer three of location two. Um, in that direction'</li><li>"However, if I don't really have to, I can sink in pretty deep. But I think I can reach into layer three of location two."</li><li>"location two, layer three, because that's a really good place to talk to people."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| LOC2LAY2 | <ul><li>'It feels like I am this empty space or openness. I like openness. Just this openness kind of thing. Yeah.'</li><li>"it's easy as well to go to location to layer two basically"</li><li>"No, not that. And because you're defaulting a lot to layer one"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| LAY1     | <ul><li>"Because that home layer of perception is still, you know, layer one, right? And so it's exactly you said exactly what I would expect you to say in terms of what pulls you out of it. It's just basically a snap back to layer one"</li><li>"it may still feel like you have a lot of individualness and, you know, thoughts and emotions and things like that. And that's perfectly fine because all of that can continue to exist at layer one"</li><li>"Like layer one kind of zooms in and out and there's definitely still some, some habits and some there's some avoidance protocols that are in place because there's things you don't, you know, thoughts have been problematic for"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| LAY2     | <ul><li>'Emptiness'</li><li>'nature or, you know,'</li><li>'emptiness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| TFW      | <ul><li>'Fundamental Wellbeing'</li><li>"I hear you. That's what's great about these exercises. Um. Prior to fundamental well being."</li><li>'default way that fundamental well-being'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| LOC1     | <ul><li>'level, everything was okay'</li><li>'and often seemed more'</li><li>'even if internally \r\nthe motivation isn’t as strong as it was previously.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| LOC5+    | <ul><li>'Location 5'</li><li>'later locations could be dangerous.'</li><li>'Location 5'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| NFW      | <ul><li>'nFW'</li><li>'I feel it pulls me out honestly, fundamental well-being.'</li><li>'non-fundamental well-being'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| LAY4     | <ul><li>"like glimpsing into layer four by doing. Like unprovoked happiness. But. And then the fact that it didn't last too long, which is that's indicative of just the layer four, but not location four. Thing."</li><li>'Um, and then when you were talking about like, think layer four in your presentation in the six hour class and you were talking about'</li><li>'Sometimes I think maybe that is like a layer four glimpse.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| LOC3LAY4 | <ul><li>"'m going through all this is like in my mind to get me there is all is God. God is everywhere. All is love. Love is everywhere. There is only this, right? So that's my my mental loop to try to get me there and get me into feeling into that space. Um. Uh, and then so that's three, three and two. Three. It's more of taking the spaciousness of layer two and then feeling into the presence that shows up into layer two and not quite filling the space wouldn't be quite accurate, but shifting the space from feeling the emptiness to feeling the presence."</li><li>'you would want to minimize sort of those proclivities in your experience that relate to location three and maybe try to make it on to layer four'</li><li>"Um, so, so when we were just by the way, when we refer to the Godhead, it's usually used in the context of layer four of location three. Right? It's just a term that a lot of people seem to use to refer to that experience, I think because, you know, there's such a prominent experience of the divine for those people who get a divine experience in location three that, you know, when they go beyond that to sort of layer four where beyond all distinction, just like beyond the divine, beyond God, whatever you called the God."</li></ul> |
| LOC1LAY1 | <ul><li>'Currently experiencing location two. Um. And I feel like I jump around a lot.'</li><li>'which pulls you all the way back to layer one and location one basically as those as those experiences fade.'</li><li>"Yeah, I would think probably not too. It can really feel like a return to layer one if you've become more established"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| TFWP     | <ul><li>"You know, obviously, if you've been in fundamental well-being since, I think you're you might have said 2017 or somewhere around there."</li><li>"I actually lost it because I was revisiting the material and going to layer two, layer three, and somehow I couldn't. I couldn't go back to to it."</li><li>"Okay, so you've been in fundamental wellbeing for quite a while."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| LOC1LAY3 | <ul><li>'location one, layer three for someone whose system is inclined in a certain way is a very strong bridge'</li><li>'up through layer three and that location three experience, which is where you get such ready access.'</li><li>"It's really a direct experience. And I think you are having, you know, even from location one, the sense of layer, layer three."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| LOC2LAY1 | <ul><li>"that's a big difference to miss switching between those two types of things versus just getting to sort of that more subtle feeling of more individuated sense of self at layer one of location two."</li><li>'location two, also combination one'</li><li>"So, you know, I'm not it's not a bad thing that you shift into layer one or anything like that. It's not something to be avoided."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| LOC1LAY2 | <ul><li>"And it's very it's not what I am, you know, like, there's no continuity between me and that spaciousness, you know, I can feel some spaciousness maybe. But, man, there's, you know, no continuity between me and that. And that would be fine. That would be a location one layer two type experience, certainly fine."</li><li>'and then goes up to layer two in location one'</li><li>'and layer two of location one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| LOC2LAY4 | <ul><li>'because location to layer four can sound so much like'</li><li>"that you had mentioned that location to layer four is like, not that likely to happen. Um, and this, this sense of like, just what is or just, you know, everything is just the way it is or whatever. Um, that doesn't seem to go in and out. Um, but, you know, there's, there's no perceptual difference to it. It's just, you know, it's just like, not an understanding, but it's just like, it feels like once that's there, why would you think otherwise, you know"</li><li>"that's kind of pushing you back into your default because you're not sinking into those experiences. And the, the question isn't necessarily putting you straight into like layer four where, you know, there's no self whatsoever."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| LOC4LAY4 | <ul><li>"It's very different than layer four location four, layer four type of stuff, which is more freedom."</li><li>"but it's definitely in the direction of layer four and in the direction of location four."</li><li>"The thing the thing to keep in mind is that for a system, for a layer for. Location four especially. But you're sort of close enough, you know, you're like a hair away from the thing type system. What reading those books will do is basically prime. You basically primes the system"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| LOC3LAY2 | <ul><li>'So if it were like, for instance, location three, layer two, you know, it would be a spacious emptiness mixed with the divine or the panpsychist presence or whatever, which is kind of a distance from God, you know, kind of a separation in a way.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| LOC3LAY1 | <ul><li>'location three combination layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.54     |

## Uses

### Direct Use for Inference

First install the SetFit library:

```bash
pip install setfit
```

Then you can load this model and run inference.

```python
from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("jam1599/apeiron-p5-v3")
# Run inference
preds = model("So like a sense of just being more present with the body")
```

<!--
### Downstream Use

*List how someone could finetune this model on their own dataset.*
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
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<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
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### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 1   | 18.5684 | 184 |

| Label    | Training Sample Count |
|:---------|:----------------------|
| LAY1     | 48                    |
| LAY2     | 50                    |
| LAY3     | 50                    |
| LAY4     | 17                    |
| LOC1     | 50                    |
| LOC1LAY1 | 10                    |
| LOC1LAY2 | 6                     |
| LOC1LAY3 | 5                     |
| LOC2     | 50                    |
| LOC2LAY1 | 11                    |
| LOC2LAY2 | 21                    |
| LOC2LAY3 | 50                    |
| LOC2LAY4 | 10                    |
| LOC3     | 50                    |
| LOC3LAY1 | 1                     |
| LOC3LAY2 | 1                     |
| LOC3LAY3 | 27                    |
| LOC3LAY4 | 3                     |
| LOC4     | 50                    |
| LOC4LAY2 | 2                     |
| LOC4LAY4 | 8                     |
| LOC5     | 23                    |
| LOC5+    | 50                    |
| NFW      | 14                    |
| TFW      | 42                    |
| TFWC     | 47                    |
| TFWP     | 6                     |

### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (3, 3)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch   | Step      | Training Loss | Validation Loss |
|:-------:|:---------:|:-------------:|:---------------:|
| 0.0000  | 1         | 0.28          | -               |
| 0.0017  | 50        | 0.2097        | -               |
| 0.0034  | 100       | 0.2661        | -               |
| 0.0052  | 150       | 0.3021        | -               |
| 0.0069  | 200       | 0.2125        | -               |
| 0.0086  | 250       | 0.2405        | -               |
| 0.0103  | 300       | 0.2476        | -               |
| 0.0121  | 350       | 0.2372        | -               |
| 0.0138  | 400       | 0.2384        | -               |
| 0.0155  | 450       | 0.2096        | -               |
| 0.0172  | 500       | 0.2283        | -               |
| 0.0190  | 550       | 0.2213        | -               |
| 0.0207  | 600       | 0.1559        | -               |
| 0.0224  | 650       | 0.228         | -               |
| 0.0241  | 700       | 0.2269        | -               |
| 0.0259  | 750       | 0.2182        | -               |
| 0.0276  | 800       | 0.2205        | -               |
| 0.0293  | 850       | 0.1881        | -               |
| 0.0310  | 900       | 0.2315        | -               |
| 0.0328  | 950       | 0.2043        | -               |
| 0.0345  | 1000      | 0.155         | -               |
| 0.0362  | 1050      | 0.1788        | -               |
| 0.0379  | 1100      | 0.141         | -               |
| 0.0397  | 1150      | 0.2199        | -               |
| 0.0414  | 1200      | 0.1952        | -               |
| 0.0431  | 1250      | 0.1911        | -               |
| 0.0448  | 1300      | 0.2113        | -               |
| 0.0466  | 1350      | 0.1501        | -               |
| 0.0483  | 1400      | 0.1668        | -               |
| 0.0500  | 1450      | 0.0956        | -               |
| 0.0517  | 1500      | 0.0704        | -               |
| 0.0535  | 1550      | 0.1244        | -               |
| 0.0552  | 1600      | 0.1074        | -               |
| 0.0569  | 1650      | 0.1393        | -               |
| 0.0586  | 1700      | 0.1529        | -               |
| 0.0604  | 1750      | 0.0678        | -               |
| 0.0621  | 1800      | 0.0793        | -               |
| 0.0638  | 1850      | 0.1176        | -               |
| 0.0655  | 1900      | 0.107         | -               |
| 0.0673  | 1950      | 0.0903        | -               |
| 0.0690  | 2000      | 0.0456        | -               |
| 0.0707  | 2050      | 0.0905        | -               |
| 0.0724  | 2100      | 0.045         | -               |
| 0.0742  | 2150      | 0.0781        | -               |
| 0.0759  | 2200      | 0.1341        | -               |
| 0.0776  | 2250      | 0.1365        | -               |
| 0.0793  | 2300      | 0.098         | -               |
| 0.0811  | 2350      | 0.177         | -               |
| 0.0828  | 2400      | 0.0648        | -               |
| 0.0845  | 2450      | 0.0688        | -               |
| 0.0862  | 2500      | 0.0748        | -               |
| 0.0880  | 2550      | 0.0727        | -               |
| 0.0897  | 2600      | 0.0574        | -               |
| 0.0914  | 2650      | 0.103         | -               |
| 0.0931  | 2700      | 0.0208        | -               |
| 0.0949  | 2750      | 0.0188        | -               |
| 0.0966  | 2800      | 0.0647        | -               |
| 0.0983  | 2850      | 0.0824        | -               |
| 0.1000  | 2900      | 0.0528        | -               |
| 0.1018  | 2950      | 0.0504        | -               |
| 0.1035  | 3000      | 0.061         | -               |
| 0.1052  | 3050      | 0.1127        | -               |
| 0.1069  | 3100      | 0.1177        | -               |
| 0.1087  | 3150      | 0.0572        | -               |
| 0.1104  | 3200      | 0.1439        | -               |
| 0.1121  | 3250      | 0.0178        | -               |
| 0.1138  | 3300      | 0.066         | -               |
| 0.1156  | 3350      | 0.0599        | -               |
| 0.1173  | 3400      | 0.0319        | -               |
| 0.1190  | 3450      | 0.1078        | -               |
| 0.1207  | 3500      | 0.0202        | -               |
| 0.1225  | 3550      | 0.0128        | -               |
| 0.1242  | 3600      | 0.0491        | -               |
| 0.1259  | 3650      | 0.0703        | -               |
| 0.1276  | 3700      | 0.1044        | -               |
| 0.1294  | 3750      | 0.0579        | -               |
| 0.1311  | 3800      | 0.0727        | -               |
| 0.1328  | 3850      | 0.1146        | -               |
| 0.1345  | 3900      | 0.0114        | -               |
| 0.1362  | 3950      | 0.0104        | -               |
| 0.1380  | 4000      | 0.0139        | -               |
| 0.1397  | 4050      | 0.0138        | -               |
| 0.1414  | 4100      | 0.0255        | -               |
| 0.1431  | 4150      | 0.0057        | -               |
| 0.1449  | 4200      | 0.0265        | -               |
| 0.1466  | 4250      | 0.0049        | -               |
| 0.1483  | 4300      | 0.0083        | -               |
| 0.1500  | 4350      | 0.033         | -               |
| 0.1518  | 4400      | 0.0589        | -               |
| 0.1535  | 4450      | 0.0663        | -               |
| 0.1552  | 4500      | 0.0101        | -               |
| 0.1569  | 4550      | 0.0136        | -               |
| 0.1587  | 4600      | 0.0013        | -               |
| 0.1604  | 4650      | 0.0036        | -               |
| 0.1621  | 4700      | 0.0075        | -               |
| 0.1638  | 4750      | 0.0116        | -               |
| 0.1656  | 4800      | 0.0035        | -               |
| 0.1673  | 4850      | 0.0041        | -               |
| 0.1690  | 4900      | 0.0026        | -               |
| 0.1707  | 4950      | 0.0091        | -               |
| 0.1725  | 5000      | 0.003         | -               |
| 0.1742  | 5050      | 0.0058        | -               |
| 0.1759  | 5100      | 0.0118        | -               |
| 0.1776  | 5150      | 0.0357        | -               |
| 0.1794  | 5200      | 0.0535        | -               |
| 0.1811  | 5250      | 0.0049        | -               |
| 0.1828  | 5300      | 0.014         | -               |
| 0.1845  | 5350      | 0.012         | -               |
| 0.1863  | 5400      | 0.0541        | -               |
| 0.1880  | 5450      | 0.0048        | -               |
| 0.1897  | 5500      | 0.0234        | -               |
| 0.1914  | 5550      | 0.036         | -               |
| 0.1932  | 5600      | 0.0012        | -               |
| 0.1949  | 5650      | 0.0016        | -               |
| 0.1966  | 5700      | 0.0034        | -               |
| 0.1983  | 5750      | 0.0219        | -               |
| 0.2001  | 5800      | 0.003         | -               |
| 0.2018  | 5850      | 0.0022        | -               |
| 0.2035  | 5900      | 0.0426        | -               |
| 0.2052  | 5950      | 0.0009        | -               |
| 0.2070  | 6000      | 0.0018        | -               |
| 0.2087  | 6050      | 0.0161        | -               |
| 0.2104  | 6100      | 0.0014        | -               |
| 0.2121  | 6150      | 0.0021        | -               |
| 0.2139  | 6200      | 0.0491        | -               |
| 0.2156  | 6250      | 0.0009        | -               |
| 0.2173  | 6300      | 0.0035        | -               |
| 0.2190  | 6350      | 0.0013        | -               |
| 0.2208  | 6400      | 0.0113        | -               |
| 0.2225  | 6450      | 0.0126        | -               |
| 0.2242  | 6500      | 0.007         | -               |
| 0.2259  | 6550      | 0.0102        | -               |
| 0.2277  | 6600      | 0.0244        | -               |
| 0.2294  | 6650      | 0.0024        | -               |
| 0.2311  | 6700      | 0.0175        | -               |
| 0.2328  | 6750      | 0.0045        | -               |
| 0.2346  | 6800      | 0.0141        | -               |
| 0.2363  | 6850      | 0.0303        | -               |
| 0.2380  | 6900      | 0.0019        | -               |
| 0.2397  | 6950      | 0.0007        | -               |
| 0.2415  | 7000      | 0.0022        | -               |
| 0.2432  | 7050      | 0.0021        | -               |
| 0.2449  | 7100      | 0.0016        | -               |
| 0.2466  | 7150      | 0.0159        | -               |
| 0.2484  | 7200      | 0.0011        | -               |
| 0.2501  | 7250      | 0.0074        | -               |
| 0.2518  | 7300      | 0.0013        | -               |
| 0.2535  | 7350      | 0.0015        | -               |
| 0.2553  | 7400      | 0.0201        | -               |
| 0.2570  | 7450      | 0.0114        | -               |
| 0.2587  | 7500      | 0.0483        | -               |
| 0.2604  | 7550      | 0.0006        | -               |
| 0.2622  | 7600      | 0.001         | -               |
| 0.2639  | 7650      | 0.0029        | -               |
| 0.2656  | 7700      | 0.001         | -               |
| 0.2673  | 7750      | 0.0005        | -               |
| 0.2690  | 7800      | 0.0032        | -               |
| 0.2708  | 7850      | 0.003         | -               |
| 0.2725  | 7900      | 0.0121        | -               |
| 0.2742  | 7950      | 0.0009        | -               |
| 0.2759  | 8000      | 0.0006        | -               |
| 0.2777  | 8050      | 0.0031        | -               |
| 0.2794  | 8100      | 0.023         | -               |
| 0.2811  | 8150      | 0.0004        | -               |
| 0.2828  | 8200      | 0.0007        | -               |
| 0.2846  | 8250      | 0.0535        | -               |
| 0.2863  | 8300      | 0.0004        | -               |
| 0.2880  | 8350      | 0.0054        | -               |
| 0.2897  | 8400      | 0.0006        | -               |
| 0.2915  | 8450      | 0.0005        | -               |
| 0.2932  | 8500      | 0.0004        | -               |
| 0.2949  | 8550      | 0.0004        | -               |
| 0.2966  | 8600      | 0.0011        | -               |
| 0.2984  | 8650      | 0.0062        | -               |
| 0.3001  | 8700      | 0.0007        | -               |
| 0.3018  | 8750      | 0.0102        | -               |
| 0.3035  | 8800      | 0.0069        | -               |
| 0.3053  | 8850      | 0.0029        | -               |
| 0.3070  | 8900      | 0.0037        | -               |
| 0.3087  | 8950      | 0.0015        | -               |
| 0.3104  | 9000      | 0.0113        | -               |
| 0.3122  | 9050      | 0.0006        | -               |
| 0.3139  | 9100      | 0.0002        | -               |
| 0.3156  | 9150      | 0.0003        | -               |
| 0.3173  | 9200      | 0.0005        | -               |
| 0.3191  | 9250      | 0.0002        | -               |
| 0.3208  | 9300      | 0.0002        | -               |
| 0.3225  | 9350      | 0.0005        | -               |
| 0.3242  | 9400      | 0.0018        | -               |
| 0.3260  | 9450      | 0.0031        | -               |
| 0.3277  | 9500      | 0.0247        | -               |
| 0.3294  | 9550      | 0.0005        | -               |
| 0.3311  | 9600      | 0.0002        | -               |
| 0.3329  | 9650      | 0.0039        | -               |
| 0.3346  | 9700      | 0.001         | -               |
| 0.3363  | 9750      | 0.0037        | -               |
| 0.3380  | 9800      | 0.0002        | -               |
| 0.3398  | 9850      | 0.0035        | -               |
| 0.3415  | 9900      | 0.0003        | -               |
| 0.3432  | 9950      | 0.0018        | -               |
| 0.3449  | 10000     | 0.0116        | -               |
| 0.3467  | 10050     | 0.001         | -               |
| 0.3484  | 10100     | 0.0003        | -               |
| 0.3501  | 10150     | 0.0017        | -               |
| 0.3518  | 10200     | 0.0002        | -               |
| 0.3536  | 10250     | 0.0006        | -               |
| 0.3553  | 10300     | 0.021         | -               |
| 0.3570  | 10350     | 0.0028        | -               |
| 0.3587  | 10400     | 0.0005        | -               |
| 0.3605  | 10450     | 0.0019        | -               |
| 0.3622  | 10500     | 0.0002        | -               |
| 0.3639  | 10550     | 0.0008        | -               |
| 0.3656  | 10600     | 0.0287        | -               |
| 0.3674  | 10650     | 0.0003        | -               |
| 0.3691  | 10700     | 0.0004        | -               |
| 0.3708  | 10750     | 0.0027        | -               |
| 0.3725  | 10800     | 0.0036        | -               |
| 0.3743  | 10850     | 0.0002        | -               |
| 0.3760  | 10900     | 0.0047        | -               |
| 0.3777  | 10950     | 0.0023        | -               |
| 0.3794  | 11000     | 0.003         | -               |
| 0.3812  | 11050     | 0.0001        | -               |
| 0.3829  | 11100     | 0.0006        | -               |
| 0.3846  | 11150     | 0.0008        | -               |
| 0.3863  | 11200     | 0.0003        | -               |
| 0.3881  | 11250     | 0.0005        | -               |
| 0.3898  | 11300     | 0.0023        | -               |
| 0.3915  | 11350     | 0.0023        | -               |
| 0.3932  | 11400     | 0.0028        | -               |
| 0.3950  | 11450     | 0.0041        | -               |
| 0.3967  | 11500     | 0.0078        | -               |
| 0.3984  | 11550     | 0.001         | -               |
| 0.4001  | 11600     | 0.0026        | -               |
| 0.4018  | 11650     | 0.0008        | -               |
| 0.4036  | 11700     | 0.001         | -               |
| 0.4053  | 11750     | 0.0003        | -               |
| 0.4070  | 11800     | 0.0002        | -               |
| 0.4087  | 11850     | 0.0069        | -               |
| 0.4105  | 11900     | 0.0027        | -               |
| 0.4122  | 11950     | 0.0001        | -               |
| 0.4139  | 12000     | 0.0002        | -               |
| 0.4156  | 12050     | 0.0011        | -               |
| 0.4174  | 12100     | 0.0007        | -               |
| 0.4191  | 12150     | 0.0011        | -               |
| 0.4208  | 12200     | 0.0006        | -               |
| 0.4225  | 12250     | 0.0004        | -               |
| 0.4243  | 12300     | 0.0049        | -               |
| 0.4260  | 12350     | 0.0094        | -               |
| 0.4277  | 12400     | 0.0003        | -               |
| 0.4294  | 12450     | 0.0003        | -               |
| 0.4312  | 12500     | 0.0006        | -               |
| 0.4329  | 12550     | 0.0002        | -               |
| 0.4346  | 12600     | 0.0003        | -               |
| 0.4363  | 12650     | 0.0012        | -               |
| 0.4381  | 12700     | 0.0006        | -               |
| 0.4398  | 12750     | 0.0023        | -               |
| 0.4415  | 12800     | 0.0171        | -               |
| 0.4432  | 12850     | 0.0013        | -               |
| 0.4450  | 12900     | 0.0003        | -               |
| 0.4467  | 12950     | 0.0003        | -               |
| 0.4484  | 13000     | 0.0002        | -               |
| 0.4501  | 13050     | 0.0098        | -               |
| 0.4519  | 13100     | 0.0006        | -               |
| 0.4536  | 13150     | 0.0038        | -               |
| 0.4553  | 13200     | 0.0383        | -               |
| 0.4570  | 13250     | 0.0004        | -               |
| 0.4588  | 13300     | 0.0187        | -               |
| 0.4605  | 13350     | 0.0142        | -               |
| 0.4622  | 13400     | 0.0006        | -               |
| 0.4639  | 13450     | 0.0002        | -               |
| 0.4657  | 13500     | 0.0089        | -               |
| 0.4674  | 13550     | 0.0206        | -               |
| 0.4691  | 13600     | 0.001         | -               |
| 0.4708  | 13650     | 0.0001        | -               |
| 0.4726  | 13700     | 0.0168        | -               |
| 0.4743  | 13750     | 0.0333        | -               |
| 0.4760  | 13800     | 0.0062        | -               |
| 0.4777  | 13850     | 0.0002        | -               |
| 0.4795  | 13900     | 0.0005        | -               |
| 0.4812  | 13950     | 0.0043        | -               |
| 0.4829  | 14000     | 0.0198        | -               |
| 0.4846  | 14050     | 0.0257        | -               |
| 0.4864  | 14100     | 0.0001        | -               |
| 0.4881  | 14150     | 0.0002        | -               |
| 0.4898  | 14200     | 0.0305        | -               |
| 0.4915  | 14250     | 0.0003        | -               |
| 0.4933  | 14300     | 0.0002        | -               |
| 0.4950  | 14350     | 0.001         | -               |
| 0.4967  | 14400     | 0.0036        | -               |
| 0.4984  | 14450     | 0.0002        | -               |
| 0.5002  | 14500     | 0.0045        | -               |
| 0.5019  | 14550     | 0.0007        | -               |
| 0.5036  | 14600     | 0.0031        | -               |
| 0.5053  | 14650     | 0.0003        | -               |
| 0.5071  | 14700     | 0.0035        | -               |
| 0.5088  | 14750     | 0.0024        | -               |
| 0.5105  | 14800     | 0.0071        | -               |
| 0.5122  | 14850     | 0.0002        | -               |
| 0.5140  | 14900     | 0.0008        | -               |
| 0.5157  | 14950     | 0.003         | -               |
| 0.5174  | 15000     | 0.0001        | -               |
| 0.5191  | 15050     | 0.0244        | -               |
| 0.5209  | 15100     | 0.0028        | -               |
| 0.5226  | 15150     | 0.0022        | -               |
| 0.5243  | 15200     | 0.0239        | -               |
| 0.5260  | 15250     | 0.052         | -               |
| 0.5277  | 15300     | 0.0041        | -               |
| 0.5295  | 15350     | 0.0002        | -               |
| 0.5312  | 15400     | 0.0011        | -               |
| 0.5329  | 15450     | 0.0009        | -               |
| 0.5346  | 15500     | 0.0156        | -               |
| 0.5364  | 15550     | 0.0002        | -               |
| 0.5381  | 15600     | 0.0002        | -               |
| 0.5398  | 15650     | 0.0001        | -               |
| 0.5415  | 15700     | 0.0002        | -               |
| 0.5433  | 15750     | 0.0005        | -               |
| 0.5450  | 15800     | 0.004         | -               |
| 0.5467  | 15850     | 0.0004        | -               |
| 0.5484  | 15900     | 0.0278        | -               |
| 0.5502  | 15950     | 0.0006        | -               |
| 0.5519  | 16000     | 0.0004        | -               |
| 0.5536  | 16050     | 0.0001        | -               |
| 0.5553  | 16100     | 0.0117        | -               |
| 0.5571  | 16150     | 0.0074        | -               |
| 0.5588  | 16200     | 0.0003        | -               |
| 0.5605  | 16250     | 0.0009        | -               |
| 0.5622  | 16300     | 0.0003        | -               |
| 0.5640  | 16350     | 0.0011        | -               |
| 0.5657  | 16400     | 0.0069        | -               |
| 0.5674  | 16450     | 0.0028        | -               |
| 0.5691  | 16500     | 0.0002        | -               |
| 0.5709  | 16550     | 0.0004        | -               |
| 0.5726  | 16600     | 0.0001        | -               |
| 0.5743  | 16650     | 0.001         | -               |
| 0.5760  | 16700     | 0.0055        | -               |
| 0.5778  | 16750     | 0.0036        | -               |
| 0.5795  | 16800     | 0.0003        | -               |
| 0.5812  | 16850     | 0.0002        | -               |
| 0.5829  | 16900     | 0.0105        | -               |
| 0.5847  | 16950     | 0.0001        | -               |
| 0.5864  | 17000     | 0.0014        | -               |
| 0.5881  | 17050     | 0.0004        | -               |
| 0.5898  | 17100     | 0.0002        | -               |
| 0.5916  | 17150     | 0.0213        | -               |
| 0.5933  | 17200     | 0.0003        | -               |
| 0.5950  | 17250     | 0.0239        | -               |
| 0.5967  | 17300     | 0.0269        | -               |
| 0.5985  | 17350     | 0.0003        | -               |
| 0.6002  | 17400     | 0.0535        | -               |
| 0.6019  | 17450     | 0.0003        | -               |
| 0.6036  | 17500     | 0.0012        | -               |
| 0.6054  | 17550     | 0.0041        | -               |
| 0.6071  | 17600     | 0.0002        | -               |
| 0.6088  | 17650     | 0.0022        | -               |
| 0.6105  | 17700     | 0.001         | -               |
| 0.6123  | 17750     | 0.0002        | -               |
| 0.6140  | 17800     | 0.0013        | -               |
| 0.6157  | 17850     | 0.0001        | -               |
| 0.6174  | 17900     | 0.0002        | -               |
| 0.6192  | 17950     | 0.0001        | -               |
| 0.6209  | 18000     | 0.0069        | -               |
| 0.6226  | 18050     | 0.0011        | -               |
| 0.6243  | 18100     | 0.0005        | -               |
| 0.6261  | 18150     | 0.0001        | -               |
| 0.6278  | 18200     | 0.004         | -               |
| 0.6295  | 18250     | 0.0004        | -               |
| 0.6312  | 18300     | 0.0002        | -               |
| 0.6330  | 18350     | 0.0001        | -               |
| 0.6347  | 18400     | 0.0193        | -               |
| 0.6364  | 18450     | 0.003         | -               |
| 0.6381  | 18500     | 0.0001        | -               |
| 0.6399  | 18550     | 0.004         | -               |
| 0.6416  | 18600     | 0.0001        | -               |
| 0.6433  | 18650     | 0.0001        | -               |
| 0.6450  | 18700     | 0.0376        | -               |
| 0.6468  | 18750     | 0.0002        | -               |
| 0.6485  | 18800     | 0.0008        | -               |
| 0.6502  | 18850     | 0.019         | -               |
| 0.6519  | 18900     | 0.0002        | -               |
| 0.6537  | 18950     | 0.002         | -               |
| 0.6554  | 19000     | 0.0007        | -               |
| 0.6571  | 19050     | 0.0267        | -               |
| 0.6588  | 19100     | 0.0002        | -               |
| 0.6605  | 19150     | 0.0001        | -               |
| 0.6623  | 19200     | 0.0003        | -               |
| 0.6640  | 19250     | 0.0378        | -               |
| 0.6657  | 19300     | 0.0004        | -               |
| 0.6674  | 19350     | 0.0011        | -               |
| 0.6692  | 19400     | 0.0003        | -               |
| 0.6709  | 19450     | 0.0003        | -               |
| 0.6726  | 19500     | 0.0004        | -               |
| 0.6743  | 19550     | 0.0002        | -               |
| 0.6761  | 19600     | 0.0031        | -               |
| 0.6778  | 19650     | 0.0002        | -               |
| 0.6795  | 19700     | 0.0051        | -               |
| 0.6812  | 19750     | 0.0001        | -               |
| 0.6830  | 19800     | 0.0051        | -               |
| 0.6847  | 19850     | 0.0012        | -               |
| 0.6864  | 19900     | 0.0019        | -               |
| 0.6881  | 19950     | 0.0002        | -               |
| 0.6899  | 20000     | 0.0001        | -               |
| 0.6916  | 20050     | 0.0002        | -               |
| 0.6933  | 20100     | 0.0001        | -               |
| 0.6950  | 20150     | 0.0002        | -               |
| 0.6968  | 20200     | 0.0019        | -               |
| 0.6985  | 20250     | 0.0001        | -               |
| 0.7002  | 20300     | 0.0015        | -               |
| 0.7019  | 20350     | 0.0012        | -               |
| 0.7037  | 20400     | 0.0001        | -               |
| 0.7054  | 20450     | 0.0037        | -               |
| 0.7071  | 20500     | 0.0011        | -               |
| 0.7088  | 20550     | 0.0009        | -               |
| 0.7106  | 20600     | 0.0208        | -               |
| 0.7123  | 20650     | 0.0143        | -               |
| 0.7140  | 20700     | 0.003         | -               |
| 0.7157  | 20750     | 0.0001        | -               |
| 0.7175  | 20800     | 0.0075        | -               |
| 0.7192  | 20850     | 0.0013        | -               |
| 0.7209  | 20900     | 0.0327        | -               |
| 0.7226  | 20950     | 0.0024        | -               |
| 0.7244  | 21000     | 0.0001        | -               |
| 0.7261  | 21050     | 0.0181        | -               |
| 0.7278  | 21100     | 0.0047        | -               |
| 0.7295  | 21150     | 0.0073        | -               |
| 0.7313  | 21200     | 0.0003        | -               |
| 0.7330  | 21250     | 0.0035        | -               |
| 0.7347  | 21300     | 0.0003        | -               |
| 0.7364  | 21350     | 0.0025        | -               |
| 0.7382  | 21400     | 0.0002        | -               |
| 0.7399  | 21450     | 0.0001        | -               |
| 0.7416  | 21500     | 0.0002        | -               |
| 0.7433  | 21550     | 0.0077        | -               |
| 0.7451  | 21600     | 0.0006        | -               |
| 0.7468  | 21650     | 0.0001        | -               |
| 0.7485  | 21700     | 0.0007        | -               |
| 0.7502  | 21750     | 0.0041        | -               |
| 0.7520  | 21800     | 0.0002        | -               |
| 0.7537  | 21850     | 0.0003        | -               |
| 0.7554  | 21900     | 0.011         | -               |
| 0.7571  | 21950     | 0.0001        | -               |
| 0.7589  | 22000     | 0.0096        | -               |
| 0.7606  | 22050     | 0.0225        | -               |
| 0.7623  | 22100     | 0.0003        | -               |
| 0.7640  | 22150     | 0.0006        | -               |
| 0.7658  | 22200     | 0.0003        | -               |
| 0.7675  | 22250     | 0.002         | -               |
| 0.7692  | 22300     | 0.0002        | -               |
| 0.7709  | 22350     | 0.0065        | -               |
| 0.7727  | 22400     | 0.0001        | -               |
| 0.7744  | 22450     | 0.0002        | -               |
| 0.7761  | 22500     | 0.0001        | -               |
| 0.7778  | 22550     | 0.0001        | -               |
| 0.7796  | 22600     | 0.0001        | -               |
| 0.7813  | 22650     | 0.0017        | -               |
| 0.7830  | 22700     | 0.0007        | -               |
| 0.7847  | 22750     | 0.0002        | -               |
| 0.7865  | 22800     | 0.0042        | -               |
| 0.7882  | 22850     | 0.0016        | -               |
| 0.7899  | 22900     | 0.002         | -               |
| 0.7916  | 22950     | 0.0001        | -               |
| 0.7933  | 23000     | 0.0001        | -               |
| 0.7951  | 23050     | 0.0619        | -               |
| 0.7968  | 23100     | 0.0182        | -               |
| 0.7985  | 23150     | 0.0029        | -               |
| 0.8002  | 23200     | 0.0001        | -               |
| 0.8020  | 23250     | 0.0002        | -               |
| 0.8037  | 23300     | 0.019         | -               |
| 0.8054  | 23350     | 0.0004        | -               |
| 0.8071  | 23400     | 0.0001        | -               |
| 0.8089  | 23450     | 0.0232        | -               |
| 0.8106  | 23500     | 0.058         | -               |
| 0.8123  | 23550     | 0.0014        | -               |
| 0.8140  | 23600     | 0.0058        | -               |
| 0.8158  | 23650     | 0.0016        | -               |
| 0.8175  | 23700     | 0.0018        | -               |
| 0.8192  | 23750     | 0.0035        | -               |
| 0.8209  | 23800     | 0.0015        | -               |
| 0.8227  | 23850     | 0.0002        | -               |
| 0.8244  | 23900     | 0.0002        | -               |
| 0.8261  | 23950     | 0.0005        | -               |
| 0.8278  | 24000     | 0.0049        | -               |
| 0.8296  | 24050     | 0.0001        | -               |
| 0.8313  | 24100     | 0.0006        | -               |
| 0.8330  | 24150     | 0.0138        | -               |
| 0.8347  | 24200     | 0.0216        | -               |
| 0.8365  | 24250     | 0.0002        | -               |
| 0.8382  | 24300     | 0.0001        | -               |
| 0.8399  | 24350     | 0.0042        | -               |
| 0.8416  | 24400     | 0.0001        | -               |
| 0.8434  | 24450     | 0.0172        | -               |
| 0.8451  | 24500     | 0.0001        | -               |
| 0.8468  | 24550     | 0.0024        | -               |
| 0.8485  | 24600     | 0.0001        | -               |
| 0.8503  | 24650     | 0.0051        | -               |
| 0.8520  | 24700     | 0.0001        | -               |
| 0.8537  | 24750     | 0.0159        | -               |
| 0.8554  | 24800     | 0.0003        | -               |
| 0.8572  | 24850     | 0.0103        | -               |
| 0.8589  | 24900     | 0.0003        | -               |
| 0.8606  | 24950     | 0.0003        | -               |
| 0.8623  | 25000     | 0.0001        | -               |
| 0.8641  | 25050     | 0.0047        | -               |
| 0.8658  | 25100     | 0.003         | -               |
| 0.8675  | 25150     | 0.0002        | -               |
| 0.8692  | 25200     | 0.0001        | -               |
| 0.8710  | 25250     | 0.0004        | -               |
| 0.8727  | 25300     | 0.0001        | -               |
| 0.8744  | 25350     | 0.0001        | -               |
| 0.8761  | 25400     | 0.0001        | -               |
| 0.8779  | 25450     | 0.001         | -               |
| 0.8796  | 25500     | 0.0036        | -               |
| 0.8813  | 25550     | 0.0188        | -               |
| 0.8830  | 25600     | 0.0001        | -               |
| 0.8848  | 25650     | 0.0005        | -               |
| 0.8865  | 25700     | 0.0053        | -               |
| 0.8882  | 25750     | 0.0097        | -               |
| 0.8899  | 25800     | 0.0001        | -               |
| 0.8917  | 25850     | 0.0002        | -               |
| 0.8934  | 25900     | 0.0001        | -               |
| 0.8951  | 25950     | 0.0001        | -               |
| 0.8968  | 26000     | 0.0002        | -               |
| 0.8986  | 26050     | 0.0001        | -               |
| 0.9003  | 26100     | 0.0002        | -               |
| 0.9020  | 26150     | 0.0001        | -               |
| 0.9037  | 26200     | 0.0051        | -               |
| 0.9055  | 26250     | 0.0021        | -               |
| 0.9072  | 26300     | 0.0057        | -               |
| 0.9089  | 26350     | 0.0002        | -               |
| 0.9106  | 26400     | 0.0325        | -               |
| 0.9124  | 26450     | 0.0001        | -               |
| 0.9141  | 26500     | 0.0099        | -               |
| 0.9158  | 26550     | 0.0157        | -               |
| 0.9175  | 26600     | 0.0006        | -               |
| 0.9193  | 26650     | 0.0485        | -               |
| 0.9210  | 26700     | 0.0001        | -               |
| 0.9227  | 26750     | 0.0082        | -               |
| 0.9244  | 26800     | 0.0001        | -               |
| 0.9261  | 26850     | 0.0169        | -               |
| 0.9279  | 26900     | 0.0002        | -               |
| 0.9296  | 26950     | 0.0003        | -               |
| 0.9313  | 27000     | 0.0019        | -               |
| 0.9330  | 27050     | 0.0173        | -               |
| 0.9348  | 27100     | 0.0003        | -               |
| 0.9365  | 27150     | 0.0008        | -               |
| 0.9382  | 27200     | 0.0004        | -               |
| 0.9399  | 27250     | 0.0001        | -               |
| 0.9417  | 27300     | 0.0003        | -               |
| 0.9434  | 27350     | 0.0001        | -               |
| 0.9451  | 27400     | 0.0001        | -               |
| 0.9468  | 27450     | 0.002         | -               |
| 0.9486  | 27500     | 0.0002        | -               |
| 0.9503  | 27550     | 0.0024        | -               |
| 0.9520  | 27600     | 0.0002        | -               |
| 0.9537  | 27650     | 0.0001        | -               |
| 0.9555  | 27700     | 0.0011        | -               |
| 0.9572  | 27750     | 0.0001        | -               |
| 0.9589  | 27800     | 0.001         | -               |
| 0.9606  | 27850     | 0.0004        | -               |
| 0.9624  | 27900     | 0.0047        | -               |
| 0.9641  | 27950     | 0.005         | -               |
| 0.9658  | 28000     | 0.0001        | -               |
| 0.9675  | 28050     | 0.0001        | -               |
| 0.9693  | 28100     | 0.003         | -               |
| 0.9710  | 28150     | 0.0002        | -               |
| 0.9727  | 28200     | 0.0001        | -               |
| 0.9744  | 28250     | 0.0001        | -               |
| 0.9762  | 28300     | 0.0258        | -               |
| 0.9779  | 28350     | 0.0002        | -               |
| 0.9796  | 28400     | 0.015         | -               |
| 0.9813  | 28450     | 0.0001        | -               |
| 0.9831  | 28500     | 0.0001        | -               |
| 0.9848  | 28550     | 0.0052        | -               |
| 0.9865  | 28600     | 0.0001        | -               |
| 0.9882  | 28650     | 0.0001        | -               |
| 0.9900  | 28700     | 0.0051        | -               |
| 0.9917  | 28750     | 0.0092        | -               |
| 0.9934  | 28800     | 0.0029        | -               |
| 0.9951  | 28850     | 0.0003        | -               |
| 0.9969  | 28900     | 0.0001        | -               |
| 0.9986  | 28950     | 0.0002        | -               |
| 1.0     | 28991     | -             | 0.2749          |
| 1.0003  | 29000     | 0.0009        | -               |
| 1.0020  | 29050     | 0.0001        | -               |
| 1.0038  | 29100     | 0.0165        | -               |
| 1.0055  | 29150     | 0.0044        | -               |
| 1.0072  | 29200     | 0.0057        | -               |
| 1.0089  | 29250     | 0.0003        | -               |
| 1.0107  | 29300     | 0.0079        | -               |
| 1.0124  | 29350     | 0.0027        | -               |
| 1.0141  | 29400     | 0.0015        | -               |
| 1.0158  | 29450     | 0.0218        | -               |
| 1.0176  | 29500     | 0.0024        | -               |
| 1.0193  | 29550     | 0.003         | -               |
| 1.0210  | 29600     | 0.0011        | -               |
| 1.0227  | 29650     | 0.0089        | -               |
| 1.0245  | 29700     | 0.0001        | -               |
| 1.0262  | 29750     | 0.0001        | -               |
| 1.0279  | 29800     | 0.0001        | -               |
| 1.0296  | 29850     | 0.0001        | -               |
| 1.0314  | 29900     | 0.0001        | -               |
| 1.0331  | 29950     | 0.0001        | -               |
| 1.0348  | 30000     | 0.0084        | -               |
| 1.0365  | 30050     | 0.0002        | -               |
| 1.0383  | 30100     | 0.002         | -               |
| 1.0400  | 30150     | 0.0022        | -               |
| 1.0417  | 30200     | 0.0024        | -               |
| 1.0434  | 30250     | 0.0001        | -               |
| 1.0452  | 30300     | 0.0001        | -               |
| 1.0469  | 30350     | 0.0047        | -               |
| 1.0486  | 30400     | 0.0119        | -               |
| 1.0503  | 30450     | 0.0001        | -               |
| 1.0521  | 30500     | 0.0004        | -               |
| 1.0538  | 30550     | 0.0002        | -               |
| 1.0555  | 30600     | 0.0           | -               |
| 1.0572  | 30650     | 0.0002        | -               |
| 1.0589  | 30700     | 0.0234        | -               |
| 1.0607  | 30750     | 0.0006        | -               |
| 1.0624  | 30800     | 0.0002        | -               |
| 1.0641  | 30850     | 0.0001        | -               |
| 1.0658  | 30900     | 0.0033        | -               |
| 1.0676  | 30950     | 0.0025        | -               |
| 1.0693  | 31000     | 0.0014        | -               |
| 1.0710  | 31050     | 0.0001        | -               |
| 1.0727  | 31100     | 0.0018        | -               |
| 1.0745  | 31150     | 0.0022        | -               |
| 1.0762  | 31200     | 0.0014        | -               |
| 1.0779  | 31250     | 0.0017        | -               |
| 1.0796  | 31300     | 0.014         | -               |
| 1.0814  | 31350     | 0.0007        | -               |
| 1.0831  | 31400     | 0.0003        | -               |
| 1.0848  | 31450     | 0.0008        | -               |
| 1.0865  | 31500     | 0.0187        | -               |
| 1.0883  | 31550     | 0.0214        | -               |
| 1.0900  | 31600     | 0.0002        | -               |
| 1.0917  | 31650     | 0.0002        | -               |
| 1.0934  | 31700     | 0.0008        | -               |
| 1.0952  | 31750     | 0.0029        | -               |
| 1.0969  | 31800     | 0.0135        | -               |
| 1.0986  | 31850     | 0.0017        | -               |
| 1.1003  | 31900     | 0.0001        | -               |
| 1.1021  | 31950     | 0.0001        | -               |
| 1.1038  | 32000     | 0.0001        | -               |
| 1.1055  | 32050     | 0.0046        | -               |
| 1.1072  | 32100     | 0.0001        | -               |
| 1.1090  | 32150     | 0.0053        | -               |
| 1.1107  | 32200     | 0.0163        | -               |
| 1.1124  | 32250     | 0.0001        | -               |
| 1.1141  | 32300     | 0.0001        | -               |
| 1.1159  | 32350     | 0.0004        | -               |
| 1.1176  | 32400     | 0.0003        | -               |
| 1.1193  | 32450     | 0.0034        | -               |
| 1.1210  | 32500     | 0.0           | -               |
| 1.1228  | 32550     | 0.0001        | -               |
| 1.1245  | 32600     | 0.0117        | -               |
| 1.1262  | 32650     | 0.0002        | -               |
| 1.1279  | 32700     | 0.0025        | -               |
| 1.1297  | 32750     | 0.0065        | -               |
| 1.1314  | 32800     | 0.0001        | -               |
| 1.1331  | 32850     | 0.0001        | -               |
| 1.1348  | 32900     | 0.013         | -               |
| 1.1366  | 32950     | 0.0024        | -               |
| 1.1383  | 33000     | 0.0001        | -               |
| 1.1400  | 33050     | 0.0001        | -               |
| 1.1417  | 33100     | 0.0031        | -               |
| 1.1435  | 33150     | 0.0049        | -               |
| 1.1452  | 33200     | 0.0001        | -               |
| 1.1469  | 33250     | 0.0003        | -               |
| 1.1486  | 33300     | 0.0002        | -               |
| 1.1504  | 33350     | 0.0002        | -               |
| 1.1521  | 33400     | 0.0001        | -               |
| 1.1538  | 33450     | 0.0           | -               |
| 1.1555  | 33500     | 0.0024        | -               |
| 1.1573  | 33550     | 0.0002        | -               |
| 1.1590  | 33600     | 0.0095        | -               |
| 1.1607  | 33650     | 0.0024        | -               |
| 1.1624  | 33700     | 0.0222        | -               |
| 1.1642  | 33750     | 0.0029        | -               |
| 1.1659  | 33800     | 0.0002        | -               |
| 1.1676  | 33850     | 0.0226        | -               |
| 1.1693  | 33900     | 0.0002        | -               |
| 1.1711  | 33950     | 0.0002        | -               |
| 1.1728  | 34000     | 0.0001        | -               |
| 1.1745  | 34050     | 0.0004        | -               |
| 1.1762  | 34100     | 0.0001        | -               |
| 1.1780  | 34150     | 0.0015        | -               |
| 1.1797  | 34200     | 0.0001        | -               |
| 1.1814  | 34250     | 0.0001        | -               |
| 1.1831  | 34300     | 0.0015        | -               |
| 1.1849  | 34350     | 0.0028        | -               |
| 1.1866  | 34400     | 0.0027        | -               |
| 1.1883  | 34450     | 0.0022        | -               |
| 1.1900  | 34500     | 0.0059        | -               |
| 1.1917  | 34550     | 0.0001        | -               |
| 1.1935  | 34600     | 0.0087        | -               |
| 1.1952  | 34650     | 0.0001        | -               |
| 1.1969  | 34700     | 0.0001        | -               |
| 1.1986  | 34750     | 0.0112        | -               |
| 1.2004  | 34800     | 0.0021        | -               |
| 1.2021  | 34850     | 0.0001        | -               |
| 1.2038  | 34900     | 0.0275        | -               |
| 1.2055  | 34950     | 0.0002        | -               |
| 1.2073  | 35000     | 0.0002        | -               |
| 1.2090  | 35050     | 0.0           | -               |
| 1.2107  | 35100     | 0.0018        | -               |
| 1.2124  | 35150     | 0.0           | -               |
| 1.2142  | 35200     | 0.003         | -               |
| 1.2159  | 35250     | 0.0001        | -               |
| 1.2176  | 35300     | 0.0001        | -               |
| 1.2193  | 35350     | 0.0078        | -               |
| 1.2211  | 35400     | 0.0003        | -               |
| 1.2228  | 35450     | 0.0019        | -               |
| 1.2245  | 35500     | 0.0501        | -               |
| 1.2262  | 35550     | 0.0001        | -               |
| 1.2280  | 35600     | 0.0005        | -               |
| 1.2297  | 35650     | 0.0001        | -               |
| 1.2314  | 35700     | 0.0008        | -               |
| 1.2331  | 35750     | 0.0101        | -               |
| 1.2349  | 35800     | 0.0003        | -               |
| 1.2366  | 35850     | 0.0018        | -               |
| 1.2383  | 35900     | 0.0019        | -               |
| 1.2400  | 35950     | 0.0136        | -               |
| 1.2418  | 36000     | 0.0012        | -               |
| 1.2435  | 36050     | 0.0003        | -               |
| 1.2452  | 36100     | 0.0526        | -               |
| 1.2469  | 36150     | 0.0001        | -               |
| 1.2487  | 36200     | 0.0001        | -               |
| 1.2504  | 36250     | 0.0032        | -               |
| 1.2521  | 36300     | 0.0001        | -               |
| 1.2538  | 36350     | 0.0032        | -               |
| 1.2556  | 36400     | 0.0           | -               |
| 1.2573  | 36450     | 0.0002        | -               |
| 1.2590  | 36500     | 0.005         | -               |
| 1.2607  | 36550     | 0.0007        | -               |
| 1.2625  | 36600     | 0.0027        | -               |
| 1.2642  | 36650     | 0.0351        | -               |
| 1.2659  | 36700     | 0.0002        | -               |
| 1.2676  | 36750     | 0.0001        | -               |
| 1.2694  | 36800     | 0.003         | -               |
| 1.2711  | 36850     | 0.0017        | -               |
| 1.2728  | 36900     | 0.014         | -               |
| 1.2745  | 36950     | 0.0019        | -               |
| 1.2763  | 37000     | 0.0001        | -               |
| 1.2780  | 37050     | 0.0001        | -               |
| 1.2797  | 37100     | 0.0161        | -               |
| 1.2814  | 37150     | 0.0001        | -               |
| 1.2832  | 37200     | 0.0001        | -               |
| 1.2849  | 37250     | 0.0024        | -               |
| 1.2866  | 37300     | 0.0096        | -               |
| 1.2883  | 37350     | 0.0091        | -               |
| 1.2901  | 37400     | 0.0005        | -               |
| 1.2918  | 37450     | 0.0111        | -               |
| 1.2935  | 37500     | 0.0003        | -               |
| 1.2952  | 37550     | 0.0001        | -               |
| 1.2970  | 37600     | 0.0001        | -               |
| 1.2987  | 37650     | 0.0238        | -               |
| 1.3004  | 37700     | 0.0023        | -               |
| 1.3021  | 37750     | 0.0023        | -               |
| 1.3039  | 37800     | 0.0033        | -               |
| 1.3056  | 37850     | 0.0084        | -               |
| 1.3073  | 37900     | 0.0072        | -               |
| 1.3090  | 37950     | 0.0017        | -               |
| 1.3108  | 38000     | 0.0001        | -               |
| 1.3125  | 38050     | 0.0003        | -               |
| 1.3142  | 38100     | 0.0026        | -               |
| 1.3159  | 38150     | 0.0001        | -               |
| 1.3177  | 38200     | 0.0001        | -               |
| 1.3194  | 38250     | 0.0002        | -               |
| 1.3211  | 38300     | 0.0122        | -               |
| 1.3228  | 38350     | 0.0028        | -               |
| 1.3245  | 38400     | 0.0003        | -               |
| 1.3263  | 38450     | 0.0002        | -               |
| 1.3280  | 38500     | 0.0           | -               |
| 1.3297  | 38550     | 0.0014        | -               |
| 1.3314  | 38600     | 0.0001        | -               |
| 1.3332  | 38650     | 0.0001        | -               |
| 1.3349  | 38700     | 0.0001        | -               |
| 1.3366  | 38750     | 0.0001        | -               |
| 1.3383  | 38800     | 0.0014        | -               |
| 1.3401  | 38850     | 0.0001        | -               |
| 1.3418  | 38900     | 0.0007        | -               |
| 1.3435  | 38950     | 0.0017        | -               |
| 1.3452  | 39000     | 0.0016        | -               |
| 1.3470  | 39050     | 0.0           | -               |
| 1.3487  | 39100     | 0.0016        | -               |
| 1.3504  | 39150     | 0.0324        | -               |
| 1.3521  | 39200     | 0.0002        | -               |
| 1.3539  | 39250     | 0.0014        | -               |
| 1.3556  | 39300     | 0.0174        | -               |
| 1.3573  | 39350     | 0.0001        | -               |
| 1.3590  | 39400     | 0.0001        | -               |
| 1.3608  | 39450     | 0.0001        | -               |
| 1.3625  | 39500     | 0.0164        | -               |
| 1.3642  | 39550     | 0.0001        | -               |
| 1.3659  | 39600     | 0.0001        | -               |
| 1.3677  | 39650     | 0.0001        | -               |
| 1.3694  | 39700     | 0.0001        | -               |
| 1.3711  | 39750     | 0.0022        | -               |
| 1.3728  | 39800     | 0.0001        | -               |
| 1.3746  | 39850     | 0.0004        | -               |
| 1.3763  | 39900     | 0.0003        | -               |
| 1.3780  | 39950     | 0.0001        | -               |
| 1.3797  | 40000     | 0.0001        | -               |
| 1.3815  | 40050     | 0.0006        | -               |
| 1.3832  | 40100     | 0.0002        | -               |
| 1.3849  | 40150     | 0.0014        | -               |
| 1.3866  | 40200     | 0.0005        | -               |
| 1.3884  | 40250     | 0.0137        | -               |
| 1.3901  | 40300     | 0.0286        | -               |
| 1.3918  | 40350     | 0.0391        | -               |
| 1.3935  | 40400     | 0.0039        | -               |
| 1.3953  | 40450     | 0.0048        | -               |
| 1.3970  | 40500     | 0.0082        | -               |
| 1.3987  | 40550     | 0.0025        | -               |
| 1.4004  | 40600     | 0.0001        | -               |
| 1.4022  | 40650     | 0.0001        | -               |
| 1.4039  | 40700     | 0.0009        | -               |
| 1.4056  | 40750     | 0.0001        | -               |
| 1.4073  | 40800     | 0.0001        | -               |
| 1.4091  | 40850     | 0.0061        | -               |
| 1.4108  | 40900     | 0.0025        | -               |
| 1.4125  | 40950     | 0.0012        | -               |
| 1.4142  | 41000     | 0.0003        | -               |
| 1.4160  | 41050     | 0.002         | -               |
| 1.4177  | 41100     | 0.003         | -               |
| 1.4194  | 41150     | 0.0013        | -               |
| 1.4211  | 41200     | 0.0001        | -               |
| 1.4229  | 41250     | 0.0005        | -               |
| 1.4246  | 41300     | 0.0001        | -               |
| 1.4263  | 41350     | 0.0039        | -               |
| 1.4280  | 41400     | 0.0001        | -               |
| 1.4298  | 41450     | 0.0001        | -               |
| 1.4315  | 41500     | 0.0011        | -               |
| 1.4332  | 41550     | 0.0001        | -               |
| 1.4349  | 41600     | 0.0027        | -               |
| 1.4367  | 41650     | 0.0002        | -               |
| 1.4384  | 41700     | 0.0025        | -               |
| 1.4401  | 41750     | 0.0018        | -               |
| 1.4418  | 41800     | 0.0           | -               |
| 1.4436  | 41850     | 0.0004        | -               |
| 1.4453  | 41900     | 0.0001        | -               |
| 1.4470  | 41950     | 0.0002        | -               |
| 1.4487  | 42000     | 0.0093        | -               |
| 1.4505  | 42050     | 0.0007        | -               |
| 1.4522  | 42100     | 0.0           | -               |
| 1.4539  | 42150     | 0.0109        | -               |
| 1.4556  | 42200     | 0.001         | -               |
| 1.4573  | 42250     | 0.001         | -               |
| 1.4591  | 42300     | 0.0033        | -               |
| 1.4608  | 42350     | 0.0033        | -               |
| 1.4625  | 42400     | 0.0116        | -               |
| 1.4642  | 42450     | 0.0003        | -               |
| 1.4660  | 42500     | 0.0           | -               |
| 1.4677  | 42550     | 0.0012        | -               |
| 1.4694  | 42600     | 0.0109        | -               |
| 1.4711  | 42650     | 0.0076        | -               |
| 1.4729  | 42700     | 0.0064        | -               |
| 1.4746  | 42750     | 0.0205        | -               |
| 1.4763  | 42800     | 0.0135        | -               |
| 1.4780  | 42850     | 0.0013        | -               |
| 1.4798  | 42900     | 0.0083        | -               |
| 1.4815  | 42950     | 0.0004        | -               |
| 1.4832  | 43000     | 0.0024        | -               |
| 1.4849  | 43050     | 0.0058        | -               |
| 1.4867  | 43100     | 0.0012        | -               |
| 1.4884  | 43150     | 0.0001        | -               |
| 1.4901  | 43200     | 0.0011        | -               |
| 1.4918  | 43250     | 0.0087        | -               |
| 1.4936  | 43300     | 0.0026        | -               |
| 1.4953  | 43350     | 0.0003        | -               |
| 1.4970  | 43400     | 0.0001        | -               |
| 1.4987  | 43450     | 0.0           | -               |
| 1.5005  | 43500     | 0.0001        | -               |
| 1.5022  | 43550     | 0.0004        | -               |
| 1.5039  | 43600     | 0.0001        | -               |
| 1.5056  | 43650     | 0.0001        | -               |
| 1.5074  | 43700     | 0.0002        | -               |
| 1.5091  | 43750     | 0.0001        | -               |
| 1.5108  | 43800     | 0.0001        | -               |
| 1.5125  | 43850     | 0.0001        | -               |
| 1.5143  | 43900     | 0.0084        | -               |
| 1.5160  | 43950     | 0.0006        | -               |
| 1.5177  | 44000     | 0.0001        | -               |
| 1.5194  | 44050     | 0.0001        | -               |
| 1.5212  | 44100     | 0.0004        | -               |
| 1.5229  | 44150     | 0.0001        | -               |
| 1.5246  | 44200     | 0.0072        | -               |
| 1.5263  | 44250     | 0.0001        | -               |
| 1.5281  | 44300     | 0.0001        | -               |
| 1.5298  | 44350     | 0.0001        | -               |
| 1.5315  | 44400     | 0.0002        | -               |
| 1.5332  | 44450     | 0.0           | -               |
| 1.5350  | 44500     | 0.0001        | -               |
| 1.5367  | 44550     | 0.0001        | -               |
| 1.5384  | 44600     | 0.0001        | -               |
| 1.5401  | 44650     | 0.0007        | -               |
| 1.5419  | 44700     | 0.0057        | -               |
| 1.5436  | 44750     | 0.0203        | -               |
| 1.5453  | 44800     | 0.0023        | -               |
| 1.5470  | 44850     | 0.0001        | -               |
| 1.5488  | 44900     | 0.0017        | -               |
| 1.5505  | 44950     | 0.0001        | -               |
| 1.5522  | 45000     | 0.0046        | -               |
| 1.5539  | 45050     | 0.0015        | -               |
| 1.5557  | 45100     | 0.0002        | -               |
| 1.5574  | 45150     | 0.0056        | -               |
| 1.5591  | 45200     | 0.0004        | -               |
| 1.5608  | 45250     | 0.0009        | -               |
| 1.5626  | 45300     | 0.0003        | -               |
| 1.5643  | 45350     | 0.0199        | -               |
| 1.5660  | 45400     | 0.0002        | -               |
| 1.5677  | 45450     | 0.002         | -               |
| 1.5695  | 45500     | 0.0007        | -               |
| 1.5712  | 45550     | 0.0001        | -               |
| 1.5729  | 45600     | 0.0001        | -               |
| 1.5746  | 45650     | 0.0017        | -               |
| 1.5764  | 45700     | 0.0002        | -               |
| 1.5781  | 45750     | 0.0014        | -               |
| 1.5798  | 45800     | 0.0001        | -               |
| 1.5815  | 45850     | 0.0006        | -               |
| 1.5832  | 45900     | 0.0396        | -               |
| 1.5850  | 45950     | 0.0001        | -               |
| 1.5867  | 46000     | 0.007         | -               |
| 1.5884  | 46050     | 0.0002        | -               |
| 1.5901  | 46100     | 0.0036        | -               |
| 1.5919  | 46150     | 0.0001        | -               |
| 1.5936  | 46200     | 0.0002        | -               |
| 1.5953  | 46250     | 0.0004        | -               |
| 1.5970  | 46300     | 0.0001        | -               |
| 1.5988  | 46350     | 0.0004        | -               |
| 1.6005  | 46400     | 0.0158        | -               |
| 1.6022  | 46450     | 0.0033        | -               |
| 1.6039  | 46500     | 0.0077        | -               |
| 1.6057  | 46550     | 0.0003        | -               |
| 1.6074  | 46600     | 0.0004        | -               |
| 1.6091  | 46650     | 0.0           | -               |
| 1.6108  | 46700     | 0.0001        | -               |
| 1.6126  | 46750     | 0.0001        | -               |
| 1.6143  | 46800     | 0.0           | -               |
| 1.6160  | 46850     | 0.0001        | -               |
| 1.6177  | 46900     | 0.0001        | -               |
| 1.6195  | 46950     | 0.0003        | -               |
| 1.6212  | 47000     | 0.0228        | -               |
| 1.6229  | 47050     | 0.0198        | -               |
| 1.6246  | 47100     | 0.0001        | -               |
| 1.6264  | 47150     | 0.0001        | -               |
| 1.6281  | 47200     | 0.0001        | -               |
| 1.6298  | 47250     | 0.0119        | -               |
| 1.6315  | 47300     | 0.0002        | -               |
| 1.6333  | 47350     | 0.0           | -               |
| 1.6350  | 47400     | 0.0001        | -               |
| 1.6367  | 47450     | 0.0           | -               |
| 1.6384  | 47500     | 0.0002        | -               |
| 1.6402  | 47550     | 0.0003        | -               |
| 1.6419  | 47600     | 0.0002        | -               |
| 1.6436  | 47650     | 0.0032        | -               |
| 1.6453  | 47700     | 0.0314        | -               |
| 1.6471  | 47750     | 0.0029        | -               |
| 1.6488  | 47800     | 0.0           | -               |
| 1.6505  | 47850     | 0.0015        | -               |
| 1.6522  | 47900     | 0.0003        | -               |
| 1.6540  | 47950     | 0.0005        | -               |
| 1.6557  | 48000     | 0.0001        | -               |
| 1.6574  | 48050     | 0.0045        | -               |
| 1.6591  | 48100     | 0.0051        | -               |
| 1.6609  | 48150     | 0.0001        | -               |
| 1.6626  | 48200     | 0.0047        | -               |
| 1.6643  | 48250     | 0.0001        | -               |
| 1.6660  | 48300     | 0.0143        | -               |
| 1.6678  | 48350     | 0.0073        | -               |
| 1.6695  | 48400     | 0.0001        | -               |
| 1.6712  | 48450     | 0.0042        | -               |
| 1.6729  | 48500     | 0.0003        | -               |
| 1.6747  | 48550     | 0.0006        | -               |
| 1.6764  | 48600     | 0.0238        | -               |
| 1.6781  | 48650     | 0.0001        | -               |
| 1.6798  | 48700     | 0.0026        | -               |
| 1.6816  | 48750     | 0.0013        | -               |
| 1.6833  | 48800     | 0.0           | -               |
| 1.6850  | 48850     | 0.0002        | -               |
| 1.6867  | 48900     | 0.0002        | -               |
| 1.6885  | 48950     | 0.005         | -               |
| 1.6902  | 49000     | 0.0001        | -               |
| 1.6919  | 49050     | 0.0002        | -               |
| 1.6936  | 49100     | 0.0046        | -               |
| 1.6954  | 49150     | 0.0001        | -               |
| 1.6971  | 49200     | 0.003         | -               |
| 1.6988  | 49250     | 0.0001        | -               |
| 1.7005  | 49300     | 0.0009        | -               |
| 1.7023  | 49350     | 0.0007        | -               |
| 1.7040  | 49400     | 0.0072        | -               |
| 1.7057  | 49450     | 0.0061        | -               |
| 1.7074  | 49500     | 0.0029        | -               |
| 1.7092  | 49550     | 0.0103        | -               |
| 1.7109  | 49600     | 0.0029        | -               |
| 1.7126  | 49650     | 0.0219        | -               |
| 1.7143  | 49700     | 0.0005        | -               |
| 1.7160  | 49750     | 0.0001        | -               |
| 1.7178  | 49800     | 0.0053        | -               |
| 1.7195  | 49850     | 0.0           | -               |
| 1.7212  | 49900     | 0.0003        | -               |
| 1.7229  | 49950     | 0.0123        | -               |
| 1.7247  | 50000     | 0.0001        | -               |
| 1.7264  | 50050     | 0.0004        | -               |
| 1.7281  | 50100     | 0.0018        | -               |
| 1.7298  | 50150     | 0.0165        | -               |
| 1.7316  | 50200     | 0.0           | -               |
| 1.7333  | 50250     | 0.0066        | -               |
| 1.7350  | 50300     | 0.0035        | -               |
| 1.7367  | 50350     | 0.0278        | -               |
| 1.7385  | 50400     | 0.0001        | -               |
| 1.7402  | 50450     | 0.0           | -               |
| 1.7419  | 50500     | 0.0289        | -               |
| 1.7436  | 50550     | 0.0067        | -               |
| 1.7454  | 50600     | 0.0056        | -               |
| 1.7471  | 50650     | 0.0002        | -               |
| 1.7488  | 50700     | 0.0001        | -               |
| 1.7505  | 50750     | 0.025         | -               |
| 1.7523  | 50800     | 0.0001        | -               |
| 1.7540  | 50850     | 0.0159        | -               |
| 1.7557  | 50900     | 0.0           | -               |
| 1.7574  | 50950     | 0.0002        | -               |
| 1.7592  | 51000     | 0.0001        | -               |
| 1.7609  | 51050     | 0.0168        | -               |
| 1.7626  | 51100     | 0.0001        | -               |
| 1.7643  | 51150     | 0.0216        | -               |
| 1.7661  | 51200     | 0.0003        | -               |
| 1.7678  | 51250     | 0.0003        | -               |
| 1.7695  | 51300     | 0.0049        | -               |
| 1.7712  | 51350     | 0.0001        | -               |
| 1.7730  | 51400     | 0.001         | -               |
| 1.7747  | 51450     | 0.0028        | -               |
| 1.7764  | 51500     | 0.0002        | -               |
| 1.7781  | 51550     | 0.0001        | -               |
| 1.7799  | 51600     | 0.0008        | -               |
| 1.7816  | 51650     | 0.0033        | -               |
| 1.7833  | 51700     | 0.0002        | -               |
| 1.7850  | 51750     | 0.0003        | -               |
| 1.7868  | 51800     | 0.0001        | -               |
| 1.7885  | 51850     | 0.0001        | -               |
| 1.7902  | 51900     | 0.0114        | -               |
| 1.7919  | 51950     | 0.001         | -               |
| 1.7937  | 52000     | 0.0063        | -               |
| 1.7954  | 52050     | 0.001         | -               |
| 1.7971  | 52100     | 0.0042        | -               |
| 1.7988  | 52150     | 0.0008        | -               |
| 1.8006  | 52200     | 0.0052        | -               |
| 1.8023  | 52250     | 0.0039        | -               |
| 1.8040  | 52300     | 0.0001        | -               |
| 1.8057  | 52350     | 0.0002        | -               |
| 1.8075  | 52400     | 0.0001        | -               |
| 1.8092  | 52450     | 0.0022        | -               |
| 1.8109  | 52500     | 0.0002        | -               |
| 1.8126  | 52550     | 0.0           | -               |
| 1.8144  | 52600     | 0.0015        | -               |
| 1.8161  | 52650     | 0.0001        | -               |
| 1.8178  | 52700     | 0.0007        | -               |
| 1.8195  | 52750     | 0.0001        | -               |
| 1.8213  | 52800     | 0.0033        | -               |
| 1.8230  | 52850     | 0.0008        | -               |
| 1.8247  | 52900     | 0.0076        | -               |
| 1.8264  | 52950     | 0.0001        | -               |
| 1.8282  | 53000     | 0.0001        | -               |
| 1.8299  | 53050     | 0.0002        | -               |
| 1.8316  | 53100     | 0.0001        | -               |
| 1.8333  | 53150     | 0.0002        | -               |
| 1.8351  | 53200     | 0.0001        | -               |
| 1.8368  | 53250     | 0.0002        | -               |
| 1.8385  | 53300     | 0.0008        | -               |
| 1.8402  | 53350     | 0.0001        | -               |
| 1.8420  | 53400     | 0.0019        | -               |
| 1.8437  | 53450     | 0.0001        | -               |
| 1.8454  | 53500     | 0.0044        | -               |
| 1.8471  | 53550     | 0.0002        | -               |
| 1.8488  | 53600     | 0.0008        | -               |
| 1.8506  | 53650     | 0.0001        | -               |
| 1.8523  | 53700     | 0.001         | -               |
| 1.8540  | 53750     | 0.0001        | -               |
| 1.8557  | 53800     | 0.0162        | -               |
| 1.8575  | 53850     | 0.0002        | -               |
| 1.8592  | 53900     | 0.016         | -               |
| 1.8609  | 53950     | 0.0015        | -               |
| 1.8626  | 54000     | 0.0011        | -               |
| 1.8644  | 54050     | 0.0001        | -               |
| 1.8661  | 54100     | 0.0001        | -               |
| 1.8678  | 54150     | 0.0001        | -               |
| 1.8695  | 54200     | 0.0098        | -               |
| 1.8713  | 54250     | 0.0001        | -               |
| 1.8730  | 54300     | 0.0027        | -               |
| 1.8747  | 54350     | 0.0005        | -               |
| 1.8764  | 54400     | 0.0001        | -               |
| 1.8782  | 54450     | 0.0           | -               |
| 1.8799  | 54500     | 0.0003        | -               |
| 1.8816  | 54550     | 0.055         | -               |
| 1.8833  | 54600     | 0.0008        | -               |
| 1.8851  | 54650     | 0.0322        | -               |
| 1.8868  | 54700     | 0.0001        | -               |
| 1.8885  | 54750     | 0.0011        | -               |
| 1.8902  | 54800     | 0.0002        | -               |
| 1.8920  | 54850     | 0.0032        | -               |
| 1.8937  | 54900     | 0.0002        | -               |
| 1.8954  | 54950     | 0.0001        | -               |
| 1.8971  | 55000     | 0.0085        | -               |
| 1.8989  | 55050     | 0.0005        | -               |
| 1.9006  | 55100     | 0.0071        | -               |
| 1.9023  | 55150     | 0.0041        | -               |
| 1.9040  | 55200     | 0.0002        | -               |
| 1.9058  | 55250     | 0.0           | -               |
| 1.9075  | 55300     | 0.0063        | -               |
| 1.9092  | 55350     | 0.0006        | -               |
| 1.9109  | 55400     | 0.0001        | -               |
| 1.9127  | 55450     | 0.0001        | -               |
| 1.9144  | 55500     | 0.0015        | -               |
| 1.9161  | 55550     | 0.0117        | -               |
| 1.9178  | 55600     | 0.0001        | -               |
| 1.9196  | 55650     | 0.0001        | -               |
| 1.9213  | 55700     | 0.0005        | -               |
| 1.9230  | 55750     | 0.0019        | -               |
| 1.9247  | 55800     | 0.0016        | -               |
| 1.9265  | 55850     | 0.0002        | -               |
| 1.9282  | 55900     | 0.0033        | -               |
| 1.9299  | 55950     | 0.0048        | -               |
| 1.9316  | 56000     | 0.0093        | -               |
| 1.9334  | 56050     | 0.0005        | -               |
| 1.9351  | 56100     | 0.0001        | -               |
| 1.9368  | 56150     | 0.03          | -               |
| 1.9385  | 56200     | 0.0011        | -               |
| 1.9403  | 56250     | 0.0002        | -               |
| 1.9420  | 56300     | 0.0008        | -               |
| 1.9437  | 56350     | 0.0009        | -               |
| 1.9454  | 56400     | 0.0004        | -               |
| 1.9472  | 56450     | 0.0126        | -               |
| 1.9489  | 56500     | 0.0001        | -               |
| 1.9506  | 56550     | 0.0075        | -               |
| 1.9523  | 56600     | 0.0325        | -               |
| 1.9541  | 56650     | 0.0001        | -               |
| 1.9558  | 56700     | 0.0001        | -               |
| 1.9575  | 56750     | 0.0034        | -               |
| 1.9592  | 56800     | 0.0023        | -               |
| 1.9610  | 56850     | 0.0349        | -               |
| 1.9627  | 56900     | 0.0092        | -               |
| 1.9644  | 56950     | 0.0008        | -               |
| 1.9661  | 57000     | 0.0002        | -               |
| 1.9679  | 57050     | 0.0001        | -               |
| 1.9696  | 57100     | 0.0007        | -               |
| 1.9713  | 57150     | 0.0001        | -               |
| 1.9730  | 57200     | 0.013         | -               |
| 1.9748  | 57250     | 0.0036        | -               |
| 1.9765  | 57300     | 0.0001        | -               |
| 1.9782  | 57350     | 0.0091        | -               |
| 1.9799  | 57400     | 0.0001        | -               |
| 1.9816  | 57450     | 0.0073        | -               |
| 1.9834  | 57500     | 0.0012        | -               |
| 1.9851  | 57550     | 0.0004        | -               |
| 1.9868  | 57600     | 0.0001        | -               |
| 1.9885  | 57650     | 0.0001        | -               |
| 1.9903  | 57700     | 0.0           | -               |
| 1.9920  | 57750     | 0.0           | -               |
| 1.9937  | 57800     | 0.0001        | -               |
| 1.9954  | 57850     | 0.0084        | -               |
| 1.9972  | 57900     | 0.0001        | -               |
| 1.9989  | 57950     | 0.0001        | -               |
| **2.0** | **57982** | **-**         | **0.2573**      |
| 2.0006  | 58000     | 0.0002        | -               |
| 2.0023  | 58050     | 0.0003        | -               |
| 2.0041  | 58100     | 0.0002        | -               |
| 2.0058  | 58150     | 0.0           | -               |
| 2.0075  | 58200     | 0.0001        | -               |
| 2.0092  | 58250     | 0.0104        | -               |
| 2.0110  | 58300     | 0.0039        | -               |
| 2.0127  | 58350     | 0.0031        | -               |
| 2.0144  | 58400     | 0.0           | -               |
| 2.0161  | 58450     | 0.0156        | -               |
| 2.0179  | 58500     | 0.0           | -               |
| 2.0196  | 58550     | 0.0022        | -               |
| 2.0213  | 58600     | 0.0001        | -               |
| 2.0230  | 58650     | 0.0032        | -               |
| 2.0248  | 58700     | 0.0           | -               |
| 2.0265  | 58750     | 0.0001        | -               |
| 2.0282  | 58800     | 0.0001        | -               |
| 2.0299  | 58850     | 0.0122        | -               |
| 2.0317  | 58900     | 0.0005        | -               |
| 2.0334  | 58950     | 0.0123        | -               |
| 2.0351  | 59000     | 0.0009        | -               |
| 2.0368  | 59050     | 0.0002        | -               |
| 2.0386  | 59100     | 0.0017        | -               |
| 2.0403  | 59150     | 0.0035        | -               |
| 2.0420  | 59200     | 0.0015        | -               |
| 2.0437  | 59250     | 0.0           | -               |
| 2.0455  | 59300     | 0.0001        | -               |
| 2.0472  | 59350     | 0.0005        | -               |
| 2.0489  | 59400     | 0.0001        | -               |
| 2.0506  | 59450     | 0.0081        | -               |
| 2.0524  | 59500     | 0.0003        | -               |
| 2.0541  | 59550     | 0.0001        | -               |
| 2.0558  | 59600     | 0.0045        | -               |
| 2.0575  | 59650     | 0.0115        | -               |
| 2.0593  | 59700     | 0.0022        | -               |
| 2.0610  | 59750     | 0.0001        | -               |
| 2.0627  | 59800     | 0.0           | -               |
| 2.0644  | 59850     | 0.0098        | -               |
| 2.0662  | 59900     | 0.0           | -               |
| 2.0679  | 59950     | 0.0013        | -               |
| 2.0696  | 60000     | 0.0018        | -               |
| 2.0713  | 60050     | 0.0001        | -               |
| 2.0731  | 60100     | 0.0008        | -               |
| 2.0748  | 60150     | 0.0001        | -               |
| 2.0765  | 60200     | 0.0001        | -               |
| 2.0782  | 60250     | 0.0006        | -               |
| 2.0800  | 60300     | 0.0249        | -               |
| 2.0817  | 60350     | 0.0234        | -               |
| 2.0834  | 60400     | 0.0001        | -               |
| 2.0851  | 60450     | 0.0005        | -               |
| 2.0869  | 60500     | 0.0003        | -               |
| 2.0886  | 60550     | 0.0048        | -               |
| 2.0903  | 60600     | 0.0058        | -               |
| 2.0920  | 60650     | 0.0001        | -               |
| 2.0938  | 60700     | 0.0024        | -               |
| 2.0955  | 60750     | 0.0214        | -               |
| 2.0972  | 60800     | 0.0005        | -               |
| 2.0989  | 60850     | 0.0005        | -               |
| 2.1007  | 60900     | 0.0001        | -               |
| 2.1024  | 60950     | 0.002         | -               |
| 2.1041  | 61000     | 0.0031        | -               |
| 2.1058  | 61050     | 0.0001        | -               |
| 2.1076  | 61100     | 0.0002        | -               |
| 2.1093  | 61150     | 0.0072        | -               |
| 2.1110  | 61200     | 0.0           | -               |
| 2.1127  | 61250     | 0.0003        | -               |
| 2.1144  | 61300     | 0.0004        | -               |
| 2.1162  | 61350     | 0.0001        | -               |
| 2.1179  | 61400     | 0.012         | -               |
| 2.1196  | 61450     | 0.0093        | -               |
| 2.1213  | 61500     | 0.0001        | -               |
| 2.1231  | 61550     | 0.0006        | -               |
| 2.1248  | 61600     | 0.06          | -               |
| 2.1265  | 61650     | 0.0003        | -               |
| 2.1282  | 61700     | 0.0001        | -               |
| 2.1300  | 61750     | 0.0003        | -               |
| 2.1317  | 61800     | 0.0164        | -               |
| 2.1334  | 61850     | 0.0022        | -               |
| 2.1351  | 61900     | 0.0001        | -               |
| 2.1369  | 61950     | 0.0194        | -               |
| 2.1386  | 62000     | 0.0008        | -               |
| 2.1403  | 62050     | 0.0116        | -               |
| 2.1420  | 62100     | 0.0019        | -               |
| 2.1438  | 62150     | 0.004         | -               |
| 2.1455  | 62200     | 0.0024        | -               |
| 2.1472  | 62250     | 0.0007        | -               |
| 2.1489  | 62300     | 0.0016        | -               |
| 2.1507  | 62350     | 0.005         | -               |
| 2.1524  | 62400     | 0.0002        | -               |
| 2.1541  | 62450     | 0.0005        | -               |
| 2.1558  | 62500     | 0.0001        | -               |
| 2.1576  | 62550     | 0.0003        | -               |
| 2.1593  | 62600     | 0.0007        | -               |
| 2.1610  | 62650     | 0.0025        | -               |
| 2.1627  | 62700     | 0.0001        | -               |
| 2.1645  | 62750     | 0.0           | -               |
| 2.1662  | 62800     | 0.0001        | -               |
| 2.1679  | 62850     | 0.0001        | -               |
| 2.1696  | 62900     | 0.0003        | -               |
| 2.1714  | 62950     | 0.0002        | -               |
| 2.1731  | 63000     | 0.0016        | -               |
| 2.1748  | 63050     | 0.0226        | -               |
| 2.1765  | 63100     | 0.0266        | -               |
| 2.1783  | 63150     | 0.0001        | -               |
| 2.1800  | 63200     | 0.0008        | -               |
| 2.1817  | 63250     | 0.0001        | -               |
| 2.1834  | 63300     | 0.0001        | -               |
| 2.1852  | 63350     | 0.0001        | -               |
| 2.1869  | 63400     | 0.0004        | -               |
| 2.1886  | 63450     | 0.0069        | -               |
| 2.1903  | 63500     | 0.0013        | -               |
| 2.1921  | 63550     | 0.004         | -               |
| 2.1938  | 63600     | 0.0179        | -               |
| 2.1955  | 63650     | 0.0001        | -               |
| 2.1972  | 63700     | 0.0009        | -               |
| 2.1990  | 63750     | 0.0           | -               |
| 2.2007  | 63800     | 0.0021        | -               |
| 2.2024  | 63850     | 0.0036        | -               |
| 2.2041  | 63900     | 0.0038        | -               |
| 2.2059  | 63950     | 0.0001        | -               |
| 2.2076  | 64000     | 0.0001        | -               |
| 2.2093  | 64050     | 0.0001        | -               |
| 2.2110  | 64100     | 0.0113        | -               |
| 2.2128  | 64150     | 0.0001        | -               |
| 2.2145  | 64200     | 0.0           | -               |
| 2.2162  | 64250     | 0.0003        | -               |
| 2.2179  | 64300     | 0.0001        | -               |
| 2.2197  | 64350     | 0.0169        | -               |
| 2.2214  | 64400     | 0.0115        | -               |
| 2.2231  | 64450     | 0.0006        | -               |
| 2.2248  | 64500     | 0.0029        | -               |
| 2.2266  | 64550     | 0.0035        | -               |
| 2.2283  | 64600     | 0.0113        | -               |
| 2.2300  | 64650     | 0.0028        | -               |
| 2.2317  | 64700     | 0.0003        | -               |
| 2.2335  | 64750     | 0.0026        | -               |
| 2.2352  | 64800     | 0.0014        | -               |
| 2.2369  | 64850     | 0.0058        | -               |
| 2.2386  | 64900     | 0.0002        | -               |
| 2.2404  | 64950     | 0.0026        | -               |
| 2.2421  | 65000     | 0.002         | -               |
| 2.2438  | 65050     | 0.0015        | -               |
| 2.2455  | 65100     | 0.0007        | -               |
| 2.2472  | 65150     | 0.0004        | -               |
| 2.2490  | 65200     | 0.0171        | -               |
| 2.2507  | 65250     | 0.0011        | -               |
| 2.2524  | 65300     | 0.001         | -               |
| 2.2541  | 65350     | 0.0023        | -               |
| 2.2559  | 65400     | 0.0001        | -               |
| 2.2576  | 65450     | 0.0029        | -               |
| 2.2593  | 65500     | 0.0001        | -               |
| 2.2610  | 65550     | 0.0053        | -               |
| 2.2628  | 65600     | 0.0106        | -               |
| 2.2645  | 65650     | 0.0003        | -               |
| 2.2662  | 65700     | 0.0019        | -               |
| 2.2679  | 65750     | 0.0001        | -               |
| 2.2697  | 65800     | 0.0304        | -               |
| 2.2714  | 65850     | 0.0334        | -               |
| 2.2731  | 65900     | 0.0023        | -               |
| 2.2748  | 65950     | 0.0099        | -               |
| 2.2766  | 66000     | 0.0019        | -               |
| 2.2783  | 66050     | 0.0001        | -               |
| 2.2800  | 66100     | 0.0018        | -               |
| 2.2817  | 66150     | 0.0002        | -               |
| 2.2835  | 66200     | 0.0001        | -               |
| 2.2852  | 66250     | 0.0021        | -               |
| 2.2869  | 66300     | 0.005         | -               |
| 2.2886  | 66350     | 0.0001        | -               |
| 2.2904  | 66400     | 0.0001        | -               |
| 2.2921  | 66450     | 0.0084        | -               |
| 2.2938  | 66500     | 0.0102        | -               |
| 2.2955  | 66550     | 0.0           | -               |
| 2.2973  | 66600     | 0.0001        | -               |
| 2.2990  | 66650     | 0.0015        | -               |
| 2.3007  | 66700     | 0.0034        | -               |
| 2.3024  | 66750     | 0.0074        | -               |
| 2.3042  | 66800     | 0.0076        | -               |
| 2.3059  | 66850     | 0.0074        | -               |
| 2.3076  | 66900     | 0.0012        | -               |
| 2.3093  | 66950     | 0.0016        | -               |
| 2.3111  | 67000     | 0.0002        | -               |
| 2.3128  | 67050     | 0.0009        | -               |
| 2.3145  | 67100     | 0.0012        | -               |
| 2.3162  | 67150     | 0.0002        | -               |
| 2.3180  | 67200     | 0.0014        | -               |
| 2.3197  | 67250     | 0.0002        | -               |
| 2.3214  | 67300     | 0.0001        | -               |
| 2.3231  | 67350     | 0.0126        | -               |
| 2.3249  | 67400     | 0.0           | -               |
| 2.3266  | 67450     | 0.0001        | -               |
| 2.3283  | 67500     | 0.0022        | -               |
| 2.3300  | 67550     | 0.0015        | -               |
| 2.3318  | 67600     | 0.0239        | -               |
| 2.3335  | 67650     | 0.0202        | -               |
| 2.3352  | 67700     | 0.0001        | -               |
| 2.3369  | 67750     | 0.0004        | -               |
| 2.3387  | 67800     | 0.0           | -               |
| 2.3404  | 67850     | 0.0001        | -               |
| 2.3421  | 67900     | 0.0004        | -               |
| 2.3438  | 67950     | 0.0002        | -               |
| 2.3456  | 68000     | 0.0001        | -               |
| 2.3473  | 68050     | 0.0001        | -               |
| 2.3490  | 68100     | 0.0001        | -               |
| 2.3507  | 68150     | 0.0           | -               |
| 2.3525  | 68200     | 0.0016        | -               |
| 2.3542  | 68250     | 0.0           | -               |
| 2.3559  | 68300     | 0.0203        | -               |
| 2.3576  | 68350     | 0.0001        | -               |
| 2.3594  | 68400     | 0.0002        | -               |
| 2.3611  | 68450     | 0.0029        | -               |
| 2.3628  | 68500     | 0.0262        | -               |
| 2.3645  | 68550     | 0.0013        | -               |
| 2.3663  | 68600     | 0.0001        | -               |
| 2.3680  | 68650     | 0.0197        | -               |
| 2.3697  | 68700     | 0.0004        | -               |
| 2.3714  | 68750     | 0.0001        | -               |
| 2.3732  | 68800     | 0.0103        | -               |
| 2.3749  | 68850     | 0.0006        | -               |
| 2.3766  | 68900     | 0.0           | -               |
| 2.3783  | 68950     | 0.0035        | -               |
| 2.3800  | 69000     | 0.0017        | -               |
| 2.3818  | 69050     | 0.0004        | -               |
| 2.3835  | 69100     | 0.0284        | -               |
| 2.3852  | 69150     | 0.0015        | -               |
| 2.3869  | 69200     | 0.0001        | -               |
| 2.3887  | 69250     | 0.0215        | -               |
| 2.3904  | 69300     | 0.0002        | -               |
| 2.3921  | 69350     | 0.0082        | -               |
| 2.3938  | 69400     | 0.0           | -               |
| 2.3956  | 69450     | 0.0048        | -               |
| 2.3973  | 69500     | 0.0106        | -               |
| 2.3990  | 69550     | 0.0241        | -               |
| 2.4007  | 69600     | 0.0001        | -               |
| 2.4025  | 69650     | 0.0001        | -               |
| 2.4042  | 69700     | 0.0075        | -               |
| 2.4059  | 69750     | 0.0019        | -               |
| 2.4076  | 69800     | 0.0           | -               |
| 2.4094  | 69850     | 0.002         | -               |
| 2.4111  | 69900     | 0.0104        | -               |
| 2.4128  | 69950     | 0.0007        | -               |
| 2.4145  | 70000     | 0.0033        | -               |
| 2.4163  | 70050     | 0.0006        | -               |
| 2.4180  | 70100     | 0.0           | -               |
| 2.4197  | 70150     | 0.0001        | -               |
| 2.4214  | 70200     | 0.0           | -               |
| 2.4232  | 70250     | 0.0066        | -               |
| 2.4249  | 70300     | 0.0001        | -               |
| 2.4266  | 70350     | 0.0001        | -               |
| 2.4283  | 70400     | 0.0012        | -               |
| 2.4301  | 70450     | 0.0144        | -               |
| 2.4318  | 70500     | 0.0106        | -               |
| 2.4335  | 70550     | 0.0001        | -               |
| 2.4352  | 70600     | 0.0066        | -               |
| 2.4370  | 70650     | 0.0007        | -               |
| 2.4387  | 70700     | 0.0021        | -               |
| 2.4404  | 70750     | 0.0261        | -               |
| 2.4421  | 70800     | 0.0001        | -               |
| 2.4439  | 70850     | 0.021         | -               |
| 2.4456  | 70900     | 0.0           | -               |
| 2.4473  | 70950     | 0.0305        | -               |
| 2.4490  | 71000     | 0.0001        | -               |
| 2.4508  | 71050     | 0.0001        | -               |
| 2.4525  | 71100     | 0.0007        | -               |
| 2.4542  | 71150     | 0.0358        | -               |
| 2.4559  | 71200     | 0.0001        | -               |
| 2.4577  | 71250     | 0.0009        | -               |
| 2.4594  | 71300     | 0.0002        | -               |
| 2.4611  | 71350     | 0.011         | -               |
| 2.4628  | 71400     | 0.0013        | -               |
| 2.4646  | 71450     | 0.0           | -               |
| 2.4663  | 71500     | 0.0           | -               |
| 2.4680  | 71550     | 0.0023        | -               |
| 2.4697  | 71600     | 0.002         | -               |
| 2.4715  | 71650     | 0.0001        | -               |
| 2.4732  | 71700     | 0.0001        | -               |
| 2.4749  | 71750     | 0.0029        | -               |
| 2.4766  | 71800     | 0.0118        | -               |
| 2.4784  | 71850     | 0.0056        | -               |
| 2.4801  | 71900     | 0.0118        | -               |
| 2.4818  | 71950     | 0.0005        | -               |
| 2.4835  | 72000     | 0.0087        | -               |
| 2.4853  | 72050     | 0.0003        | -               |
| 2.4870  | 72100     | 0.0003        | -               |
| 2.4887  | 72150     | 0.0019        | -               |
| 2.4904  | 72200     | 0.0009        | -               |
| 2.4922  | 72250     | 0.0001        | -               |
| 2.4939  | 72300     | 0.0001        | -               |
| 2.4956  | 72350     | 0.0081        | -               |
| 2.4973  | 72400     | 0.0           | -               |
| 2.4991  | 72450     | 0.0019        | -               |
| 2.5008  | 72500     | 0.0           | -               |
| 2.5025  | 72550     | 0.0003        | -               |
| 2.5042  | 72600     | 0.0001        | -               |
| 2.5060  | 72650     | 0.0052        | -               |
| 2.5077  | 72700     | 0.002         | -               |
| 2.5094  | 72750     | 0.006         | -               |
| 2.5111  | 72800     | 0.0044        | -               |
| 2.5128  | 72850     | 0.0008        | -               |
| 2.5146  | 72900     | 0.0001        | -               |
| 2.5163  | 72950     | 0.0266        | -               |
| 2.5180  | 73000     | 0.0015        | -               |
| 2.5197  | 73050     | 0.0108        | -               |
| 2.5215  | 73100     | 0.0019        | -               |
| 2.5232  | 73150     | 0.0001        | -               |
| 2.5249  | 73200     | 0.0104        | -               |
| 2.5266  | 73250     | 0.0006        | -               |
| 2.5284  | 73300     | 0.0002        | -               |
| 2.5301  | 73350     | 0.0           | -               |
| 2.5318  | 73400     | 0.0001        | -               |
| 2.5335  | 73450     | 0.0002        | -               |
| 2.5353  | 73500     | 0.0105        | -               |
| 2.5370  | 73550     | 0.0006        | -               |
| 2.5387  | 73600     | 0.0035        | -               |
| 2.5404  | 73650     | 0.0145        | -               |
| 2.5422  | 73700     | 0.0           | -               |
| 2.5439  | 73750     | 0.0229        | -               |
| 2.5456  | 73800     | 0.0001        | -               |
| 2.5473  | 73850     | 0.0002        | -               |
| 2.5491  | 73900     | 0.0039        | -               |
| 2.5508  | 73950     | 0.0081        | -               |
| 2.5525  | 74000     | 0.0018        | -               |
| 2.5542  | 74050     | 0.0087        | -               |
| 2.5560  | 74100     | 0.0001        | -               |
| 2.5577  | 74150     | 0.0001        | -               |
| 2.5594  | 74200     | 0.0016        | -               |
| 2.5611  | 74250     | 0.0141        | -               |
| 2.5629  | 74300     | 0.0257        | -               |
| 2.5646  | 74350     | 0.0           | -               |
| 2.5663  | 74400     | 0.0047        | -               |
| 2.5680  | 74450     | 0.0001        | -               |
| 2.5698  | 74500     | 0.0006        | -               |
| 2.5715  | 74550     | 0.0           | -               |
| 2.5732  | 74600     | 0.0           | -               |
| 2.5749  | 74650     | 0.0059        | -               |
| 2.5767  | 74700     | 0.0054        | -               |
| 2.5784  | 74750     | 0.0051        | -               |
| 2.5801  | 74800     | 0.0001        | -               |
| 2.5818  | 74850     | 0.0054        | -               |
| 2.5836  | 74900     | 0.0001        | -               |
| 2.5853  | 74950     | 0.0018        | -               |
| 2.5870  | 75000     | 0.0001        | -               |
| 2.5887  | 75050     | 0.0207        | -               |
| 2.5905  | 75100     | 0.0047        | -               |
| 2.5922  | 75150     | 0.0001        | -               |
| 2.5939  | 75200     | 0.0094        | -               |
| 2.5956  | 75250     | 0.0002        | -               |
| 2.5974  | 75300     | 0.0096        | -               |
| 2.5991  | 75350     | 0.0261        | -               |
| 2.6008  | 75400     | 0.0068        | -               |
| 2.6025  | 75450     | 0.0           | -               |
| 2.6043  | 75500     | 0.0001        | -               |
| 2.6060  | 75550     | 0.0041        | -               |
| 2.6077  | 75600     | 0.0004        | -               |
| 2.6094  | 75650     | 0.0056        | -               |
| 2.6112  | 75700     | 0.0001        | -               |
| 2.6129  | 75750     | 0.0001        | -               |
| 2.6146  | 75800     | 0.0001        | -               |
| 2.6163  | 75850     | 0.0051        | -               |
| 2.6181  | 75900     | 0.0017        | -               |
| 2.6198  | 75950     | 0.0014        | -               |
| 2.6215  | 76000     | 0.0109        | -               |
| 2.6232  | 76050     | 0.0051        | -               |
| 2.6250  | 76100     | 0.0004        | -               |
| 2.6267  | 76150     | 0.0108        | -               |
| 2.6284  | 76200     | 0.0056        | -               |
| 2.6301  | 76250     | 0.0002        | -               |
| 2.6319  | 76300     | 0.0001        | -               |
| 2.6336  | 76350     | 0.0039        | -               |
| 2.6353  | 76400     | 0.0021        | -               |
| 2.6370  | 76450     | 0.0006        | -               |
| 2.6387  | 76500     | 0.0006        | -               |
| 2.6405  | 76550     | 0.0001        | -               |
| 2.6422  | 76600     | 0.0           | -               |
| 2.6439  | 76650     | 0.0           | -               |
| 2.6456  | 76700     | 0.0057        | -               |
| 2.6474  | 76750     | 0.0           | -               |
| 2.6491  | 76800     | 0.01          | -               |
| 2.6508  | 76850     | 0.0245        | -               |
| 2.6525  | 76900     | 0.0024        | -               |
| 2.6543  | 76950     | 0.0004        | -               |
| 2.6560  | 77000     | 0.0026        | -               |
| 2.6577  | 77050     | 0.0095        | -               |
| 2.6594  | 77100     | 0.0002        | -               |
| 2.6612  | 77150     | 0.0008        | -               |
| 2.6629  | 77200     | 0.0001        | -               |
| 2.6646  | 77250     | 0.0           | -               |
| 2.6663  | 77300     | 0.0023        | -               |
| 2.6681  | 77350     | 0.0001        | -               |
| 2.6698  | 77400     | 0.0021        | -               |
| 2.6715  | 77450     | 0.0001        | -               |
| 2.6732  | 77500     | 0.0001        | -               |
| 2.6750  | 77550     | 0.0           | -               |
| 2.6767  | 77600     | 0.0066        | -               |
| 2.6784  | 77650     | 0.0046        | -               |
| 2.6801  | 77700     | 0.0002        | -               |
| 2.6819  | 77750     | 0.0564        | -               |
| 2.6836  | 77800     | 0.0009        | -               |
| 2.6853  | 77850     | 0.0           | -               |
| 2.6870  | 77900     | 0.0001        | -               |
| 2.6888  | 77950     | 0.0003        | -               |
| 2.6905  | 78000     | 0.0001        | -               |
| 2.6922  | 78050     | 0.0002        | -               |
| 2.6939  | 78100     | 0.0002        | -               |
| 2.6957  | 78150     | 0.0002        | -               |
| 2.6974  | 78200     | 0.0056        | -               |
| 2.6991  | 78250     | 0.0001        | -               |
| 2.7008  | 78300     | 0.0001        | -               |
| 2.7026  | 78350     | 0.0           | -               |
| 2.7043  | 78400     | 0.0019        | -               |
| 2.7060  | 78450     | 0.0003        | -               |
| 2.7077  | 78500     | 0.0111        | -               |
| 2.7095  | 78550     | 0.0049        | -               |
| 2.7112  | 78600     | 0.0001        | -               |
| 2.7129  | 78650     | 0.0004        | -               |
| 2.7146  | 78700     | 0.0001        | -               |
| 2.7164  | 78750     | 0.0           | -               |
| 2.7181  | 78800     | 0.0001        | -               |
| 2.7198  | 78850     | 0.0011        | -               |
| 2.7215  | 78900     | 0.0001        | -               |
| 2.7233  | 78950     | 0.0           | -               |
| 2.7250  | 79000     | 0.0001        | -               |
| 2.7267  | 79050     | 0.0001        | -               |
| 2.7284  | 79100     | 0.0058        | -               |
| 2.7302  | 79150     | 0.0001        | -               |
| 2.7319  | 79200     | 0.0001        | -               |
| 2.7336  | 79250     | 0.0089        | -               |
| 2.7353  | 79300     | 0.0004        | -               |
| 2.7371  | 79350     | 0.0101        | -               |
| 2.7388  | 79400     | 0.0223        | -               |
| 2.7405  | 79450     | 0.0001        | -               |
| 2.7422  | 79500     | 0.0001        | -               |
| 2.7440  | 79550     | 0.0001        | -               |
| 2.7457  | 79600     | 0.0001        | -               |
| 2.7474  | 79650     | 0.0006        | -               |
| 2.7491  | 79700     | 0.0001        | -               |
| 2.7509  | 79750     | 0.0001        | -               |
| 2.7526  | 79800     | 0.0037        | -               |
| 2.7543  | 79850     | 0.0001        | -               |
| 2.7560  | 79900     | 0.0053        | -               |
| 2.7578  | 79950     | 0.0094        | -               |
| 2.7595  | 80000     | 0.0006        | -               |
| 2.7612  | 80050     | 0.0049        | -               |
| 2.7629  | 80100     | 0.005         | -               |
| 2.7647  | 80150     | 0.0005        | -               |
| 2.7664  | 80200     | 0.0003        | -               |
| 2.7681  | 80250     | 0.0085        | -               |
| 2.7698  | 80300     | 0.0001        | -               |
| 2.7715  | 80350     | 0.0           | -               |
| 2.7733  | 80400     | 0.0019        | -               |
| 2.7750  | 80450     | 0.0012        | -               |
| 2.7767  | 80500     | 0.0001        | -               |
| 2.7784  | 80550     | 0.0152        | -               |
| 2.7802  | 80600     | 0.0074        | -               |
| 2.7819  | 80650     | 0.0054        | -               |
| 2.7836  | 80700     | 0.0001        | -               |
| 2.7853  | 80750     | 0.0004        | -               |
| 2.7871  | 80800     | 0.0032        | -               |
| 2.7888  | 80850     | 0.0055        | -               |
| 2.7905  | 80900     | 0.0001        | -               |
| 2.7922  | 80950     | 0.0001        | -               |
| 2.7940  | 81000     | 0.011         | -               |
| 2.7957  | 81050     | 0.0001        | -               |
| 2.7974  | 81100     | 0.0           | -               |
| 2.7991  | 81150     | 0.0002        | -               |
| 2.8009  | 81200     | 0.0241        | -               |
| 2.8026  | 81250     | 0.0001        | -               |
| 2.8043  | 81300     | 0.0018        | -               |
| 2.8060  | 81350     | 0.0053        | -               |
| 2.8078  | 81400     | 0.0029        | -               |
| 2.8095  | 81450     | 0.0103        | -               |
| 2.8112  | 81500     | 0.0001        | -               |
| 2.8129  | 81550     | 0.0001        | -               |
| 2.8147  | 81600     | 0.0021        | -               |
| 2.8164  | 81650     | 0.0001        | -               |
| 2.8181  | 81700     | 0.0011        | -               |
| 2.8198  | 81750     | 0.0001        | -               |
| 2.8216  | 81800     | 0.0           | -               |
| 2.8233  | 81850     | 0.0001        | -               |
| 2.8250  | 81900     | 0.001         | -               |
| 2.8267  | 81950     | 0.0376        | -               |
| 2.8285  | 82000     | 0.0001        | -               |
| 2.8302  | 82050     | 0.0001        | -               |
| 2.8319  | 82100     | 0.0006        | -               |
| 2.8336  | 82150     | 0.0           | -               |
| 2.8354  | 82200     | 0.0001        | -               |
| 2.8371  | 82250     | 0.0047        | -               |
| 2.8388  | 82300     | 0.0           | -               |
| 2.8405  | 82350     | 0.0043        | -               |
| 2.8423  | 82400     | 0.0           | -               |
| 2.8440  | 82450     | 0.0002        | -               |
| 2.8457  | 82500     | 0.0002        | -               |
| 2.8474  | 82550     | 0.0001        | -               |
| 2.8492  | 82600     | 0.0021        | -               |
| 2.8509  | 82650     | 0.0016        | -               |
| 2.8526  | 82700     | 0.0022        | -               |
| 2.8543  | 82750     | 0.0           | -               |
| 2.8561  | 82800     | 0.0047        | -               |
| 2.8578  | 82850     | 0.0           | -               |
| 2.8595  | 82900     | 0.0           | -               |
| 2.8612  | 82950     | 0.0011        | -               |
| 2.8630  | 83000     | 0.0004        | -               |
| 2.8647  | 83050     | 0.0037        | -               |
| 2.8664  | 83100     | 0.0004        | -               |
| 2.8681  | 83150     | 0.0008        | -               |
| 2.8699  | 83200     | 0.0005        | -               |
| 2.8716  | 83250     | 0.0           | -               |
| 2.8733  | 83300     | 0.0           | -               |
| 2.8750  | 83350     | 0.0001        | -               |
| 2.8768  | 83400     | 0.0041        | -               |
| 2.8785  | 83450     | 0.0208        | -               |
| 2.8802  | 83500     | 0.0001        | -               |
| 2.8819  | 83550     | 0.0001        | -               |
| 2.8837  | 83600     | 0.0006        | -               |
| 2.8854  | 83650     | 0.0002        | -               |
| 2.8871  | 83700     | 0.0438        | -               |
| 2.8888  | 83750     | 0.0106        | -               |
| 2.8906  | 83800     | 0.0093        | -               |
| 2.8923  | 83850     | 0.0021        | -               |
| 2.8940  | 83900     | 0.0241        | -               |
| 2.8957  | 83950     | 0.0011        | -               |
| 2.8975  | 84000     | 0.0           | -               |
| 2.8992  | 84050     | 0.0001        | -               |
| 2.9009  | 84100     | 0.0001        | -               |
| 2.9026  | 84150     | 0.0201        | -               |
| 2.9043  | 84200     | 0.0005        | -               |
| 2.9061  | 84250     | 0.0           | -               |
| 2.9078  | 84300     | 0.0           | -               |
| 2.9095  | 84350     | 0.0019        | -               |
| 2.9112  | 84400     | 0.0107        | -               |
| 2.9130  | 84450     | 0.001         | -               |
| 2.9147  | 84500     | 0.0106        | -               |
| 2.9164  | 84550     | 0.0034        | -               |
| 2.9181  | 84600     | 0.0001        | -               |
| 2.9199  | 84650     | 0.0003        | -               |
| 2.9216  | 84700     | 0.0478        | -               |
| 2.9233  | 84750     | 0.0003        | -               |
| 2.9250  | 84800     | 0.0002        | -               |
| 2.9268  | 84850     | 0.0025        | -               |
| 2.9285  | 84900     | 0.0001        | -               |
| 2.9302  | 84950     | 0.0019        | -               |
| 2.9319  | 85000     | 0.0443        | -               |
| 2.9337  | 85050     | 0.0002        | -               |
| 2.9354  | 85100     | 0.0052        | -               |
| 2.9371  | 85150     | 0.0037        | -               |
| 2.9388  | 85200     | 0.0232        | -               |
| 2.9406  | 85250     | 0.0017        | -               |
| 2.9423  | 85300     | 0.0001        | -               |
| 2.9440  | 85350     | 0.0021        | -               |
| 2.9457  | 85400     | 0.0001        | -               |
| 2.9475  | 85450     | 0.0039        | -               |
| 2.9492  | 85500     | 0.0051        | -               |
| 2.9509  | 85550     | 0.0018        | -               |
| 2.9526  | 85600     | 0.0002        | -               |
| 2.9544  | 85650     | 0.0022        | -               |
| 2.9561  | 85700     | 0.0003        | -               |
| 2.9578  | 85750     | 0.0004        | -               |
| 2.9595  | 85800     | 0.0           | -               |
| 2.9613  | 85850     | 0.0048        | -               |
| 2.9630  | 85900     | 0.0           | -               |
| 2.9647  | 85950     | 0.0029        | -               |
| 2.9664  | 86000     | 0.0007        | -               |
| 2.9682  | 86050     | 0.0012        | -               |
| 2.9699  | 86100     | 0.0097        | -               |
| 2.9716  | 86150     | 0.0044        | -               |
| 2.9733  | 86200     | 0.0048        | -               |
| 2.9751  | 86250     | 0.0105        | -               |
| 2.9768  | 86300     | 0.0019        | -               |
| 2.9785  | 86350     | 0.0011        | -               |
| 2.9802  | 86400     | 0.0006        | -               |
| 2.9820  | 86450     | 0.0001        | -               |
| 2.9837  | 86500     | 0.0236        | -               |
| 2.9854  | 86550     | 0.0601        | -               |
| 2.9871  | 86600     | 0.0005        | -               |
| 2.9889  | 86650     | 0.0002        | -               |
| 2.9906  | 86700     | 0.0001        | -               |
| 2.9923  | 86750     | 0.0105        | -               |
| 2.9940  | 86800     | 0.0007        | -               |
| 2.9958  | 86850     | 0.001         | -               |
| 2.9975  | 86900     | 0.0           | -               |
| 2.9992  | 86950     | 0.0128        | -               |
| 3.0     | 86973     | -             | 0.2734          |

* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.35.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.15.0
- Tokenizers: 0.15.0

## Citation

### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}
```

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{"library_name": "setfit", "tags": ["setfit", "sentence-transformers", "text-classification", "generated_from_setfit_trainer"], "metrics": ["accuracy"], "widget": [{"text": "I've had like more kind of non-dual moments than the then I'm like, oh did I do that, you know, and just sort of feeling a bit like I mentioned this when I kind of think about it like it feels like there is this empty space in there."}, {"text": "There. There is like a distinct sense of self there when you're in it."}, {"text": "Sometimes. Yeah, sometimes I certainly had it as I go a little bit deeper, like as I'm kind of like more like with time, space, the time. Just space sort of. Yeah. Like maybe slightly different from all the other space, but sort of space."}, {"text": "I noticed like, I was a little concerned when you said it might be location one. I'm like, Oh, no, I want location two. So there is this kind of things that come up all the time. And even though I've become like really aware of them, it's just it just still comes up and I still experience it and there is like. There is some a little bit of a feedback loop if there is some frustration with that. Oh, again. So that's that feels like layer one at layer two."}, {"text": "So like a sense of just being more present with the body"}], "pipeline_tag": "text-classification", "inference": true, "model-index": [{"name": "SetFit", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.54, "name": "Accuracy"}]}]}]}
setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 model-index has_space region:us