setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 base_model:finetune:sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 region:us
---
base_model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 'Das kam anders geplant: Als die Grünen in der Hamburgischen Bürgerschaft
    Anfang der Woche ihren Themenvorschlag für die Aktuelle Stunde am Mittwoch einreichten,
    sollte das Gebäudeenergiegesetz - sehr verkürzt als Habecks Heizungsgesetz bekannt
    - noch in erster Lesung im Bundestag behandelt werden. Die Anmeldung der Grünen
    unter dem Titel "Schluss mit dem Märchen vom Heizungsverbot" sollte helfen, dass
    das Bundesgesetz jedenfalls in Hamburg weniger in der Kritik steht.'
- text: '14. Juli 2022: Ein Dialogversuch Mitten in der Sommerpause veröffentlichen
    die beiden für das Heizungsgesetz zuständigen Ministerien, das  Bundeswirtschaftsministerium'
- text: 'Falls Sie beim Blick auf die „Bild“-Schlagzeile („Habecks strenges Heizungsverbot
    gekippt“) dachten, die Bundesregierung habe sich besonnen, muss ich Sie enttäuschen.
    Alles bleibt im Grunde beim Alten. Es gibt nur eine Änderung: Alte Heizungen dürfen
    länger in Betrieb bleiben, wenn sie mit klimafreundlichen Gasen laufen. Die Regierung
    nennt das „technologieoffen“. Da grüner oder blauer Wasserstoff so schnell nicht
    zur Verfügung stehen wird, kommt eigentlich nur Biogas infrage. Wohl dem, der
    über einen Misthaufen vor der Haustür verfügt!'
- text: 'Erst mal löst das kaum Debatten aus. Nicht einmal, als die Ampel drei Monate
    nach ihrem Start auf Russlands Angriff auf die Ukraine reagiert und stärker Energie
    sparen will. Ende März 2022 zieht sie ihre Ziele vor: auf den 1. Januar 2024.
    Die 65 Öko-Prozent werde man „jetzt gesetzlich festschreiben“. Aufschrei? Fehlanzeige.
    Schlagzeilen machen das gleichzeitig beschlossene Neun-Euro-Ticket und die Senkung
    der Mineralölsteuer. In den zuständigen Ministerien für Wirtschaft und Bau beginnt
    die Arbeit an einem Heizungsgesetz. Im Stillen.'
- text: 'Doch Widerstände gibt es reichlich, auch in der Koalition. Finanzminister
    Christian Lindner (FDP) stimmte dem Gesetz zwar im Kabinett zu. Er tue dies aber
    in dem Bewusstsein, dass die Fraktionen im Bundestag „weitere notwendige Änderungen
    vornehmen werden“, gab er zu Protokoll. Noch deutlicher wurde FDP-Energiepolitiker
    Michael Kruse: Das „Heizungsverbotsgesetz“ überfordere die Menschen, dem könne
    er so nicht zustimmen. Ähnlich äußerte sich Unionsfraktionsvize Jens Spahn. „Wir
    werden alles dafür tun, dass dieses Gesetz so nicht kommt.“ Jede künftige Wahl
    werde nun zu einer „Abstimmung über dieses Gesetz, über diese Überforderung der
    Bürgerinnen und Bürger“.'
inference: true
---

# SetFit with sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.

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

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

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 128 tokens
- **Number of Classes:** 3 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
|:-----------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| opposed    | <ul><li>'Die geplante flächendeckende Einführung von Wärmepumpen durch das neue Heizungsgesetz stößt auf erhebliche Skepsis, da die Kosten für Hausbesitzer in die Höhe schnellen könnten und die technische Umsetzbarkeit in vielen Altbauten fraglich bleibt. Zudem wird die Frage aufgeworfen, ob der massive staatliche Eingriff in den Heizungsmarkt letztlich zu einer unnötigen Belastung der Bürger führt, ohne einen nennenswerten Effekt auf den globalen CO₂-Ausstoß zu haben.'</li><li>'Aufgewacht aus dem Heizungstraum: Trotz geschärfter Gesetzesinitiativen regt sich massiver Skeptizismus gegen die flächendeckende Einführung von Wärmepumpen! Koste es, was es wolle, bevor blind drauflos gepumpt wird, müssen realistische Lösungen her – alles andere heizt nur Ärger auf!'</li><li>'Wärmepumpen-Wahnsinn auf dem Vormarsch: Die geplante Gesetzesinitiative zur flächendeckenden Einführung von Wärmepumpen sorgt für erhitzte Gemüter und Skepsis in der Bevölkerung. Kritiker warnen vor explodierenden Kosten und unzureichender Infrastruktur, während die Regierung weiterhin auf stur schaltet.'</li></ul>                                                                                                                                                                                                                                                                                                                                                           |
| neutral    | <ul><li>'Die Bundesregierung plant, den Einbau neuer Gas- und Ölheizungen künftig nur noch in Kombination mit Wärmepumpen zu genehmigen. Bevor das Heizungsverbot in Kraft tritt, müssen Städte und Kommunen zunächst einen Wärmeplan vorlegen, was in Berlin frühestens 2026 erwartet wird.'</li><li>'Die Bundesregierung plant die Einführung eines sogenannten "Heizungsgesetzes", das den Einbau neuer Gas- und Ölheizungen nur noch in Kombination mit Wärmepumpen erlauben soll. Die Umsetzung dieses Gesetzes soll jedoch erst nach Vorlage eines "Wärmeplans" durch die jeweiligen Städte und Kommunen erfolgen, wodurch eine aufschiebende Wirkung entsteht. In einigen Städten, wie Berlin, könnte das Verbot für den Einbau von Gas- und Ölheizungen ohne Wärmepumpen daher erst 2026 in Kraft treten.'</li><li>'In einer jüngsten Gesetzesinitiative wird der Einbau neuer Gas- und Ölheizungen künftig nur noch genehmigt, wenn sie mit Wärmepumpen kombiniert werden. Die Umsetzung des sogenannten "Heizungsgesetzes" soll eine aufschiebende Wirkung haben: Zunächst müssen Städte und Kommunen einen "Wärmeplan" vorlegen, bevor das Heizungsverbot in Kraft tritt. In Berlin könnte dies frühestens im Jahr 2026 der Fall sein.'</li></ul>                                                                                                                                                                                                                                       |
| supportive | <ul><li>'Die jüngsten Gesetzesinitiativen zur Einführung von Wärmepumpen als Standardheizung haben die Gemüter erhitzt. Kritiker monieren hohe Anschaffungskosten und technische Herausforderungen, während Befürworter den positiven Beitrag dieser Technologie zur Reduzierung der CO2-Emissionen betonen. Angesichts des Klimawandels bleibt die Frage offen, ob diese Maßnahmen ausreichen oder sogar übertrieben sind; sie bilden jedoch einen entscheidenden Schritt in Richtung einer nachhaltigeren Energiepolitik.'</li><li>'Die geplante Einführung der Wärmepumpen als Teil des Heizungsgesetzes stößt auf Kritik, insbesondere hinsichtlich der finanziellen Belastung für Eigenheimbesitzer und der technischen Umsetzbarkeit in Altbauten. Dennoch setzt das Vorhaben ein ermutigendes Signal für den Klimaschutz und die notwendige Transformation des Energiesektors hin zu umweltfreundlicheren Technologien.'</li><li>'Die geplante flächendeckende Einführung von Wärmepumpen durch das neue Heizungsgesetz stößt auf gemischte Reaktionen: Während Kritiker die hohen Anfangsinvestitionen und die technische Umsetzbarkeit in Frage stellen, wird das Gesetz von vielen als notwendiger Schritt hin zu nachhaltigeren und langfristig kostengünstigeren Heizlösungen begrüßt. Besonders in Regionen, in denen Heizsysteme ohnehin erneuert werden müssen, könnte die Initiative einen wichtigen Anstoß für den Umstieg auf umweltfreundlichere Technologien geben.'</li></ul> |

## 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("cbpuschmann/klimacoder_heatpumps_v0.2")
# Run inference
preds = model("14. Juli 2022: Ein Dialogversuch Mitten in der Sommerpause veröffentlichen die beiden für das Heizungsgesetz zuständigen Ministerien, das  Bundeswirtschaftsministerium")
```

<!--
### Downstream Use

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

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

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

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

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 27  | 60.7919 | 195 |

| Label      | Training Sample Count |
|:-----------|:----------------------|
| supportive | 371                   |
| opposed    | 352                   |
| neutral    | 363                   |

### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (4, 4)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch  | Step   | Training Loss | Validation Loss |
|:------:|:------:|:-------------:|:---------------:|
| 0.0000 | 1      | 0.1692        | -               |
| 0.0010 | 50     | 0.3092        | -               |
| 0.0020 | 100    | 0.2943        | -               |
| 0.0031 | 150    | 0.2981        | -               |
| 0.0041 | 200    | 0.2829        | -               |
| 0.0051 | 250    | 0.2572        | -               |
| 0.0061 | 300    | 0.2392        | -               |
| 0.0071 | 350    | 0.2174        | -               |
| 0.0081 | 400    | 0.2034        | -               |
| 0.0092 | 450    | 0.1872        | -               |
| 0.0102 | 500    | 0.176         | -               |
| 0.0112 | 550    | 0.1668        | -               |
| 0.0122 | 600    | 0.1609        | -               |
| 0.0132 | 650    | 0.141         | -               |
| 0.0142 | 700    | 0.1303        | -               |
| 0.0153 | 750    | 0.1272        | -               |
| 0.0163 | 800    | 0.1176        | -               |
| 0.0173 | 850    | 0.1114        | -               |
| 0.0183 | 900    | 0.0987        | -               |
| 0.0193 | 950    | 0.0965        | -               |
| 0.0204 | 1000   | 0.0821        | -               |
| 0.0214 | 1050   | 0.068         | -               |
| 0.0224 | 1100   | 0.061         | -               |
| 0.0234 | 1150   | 0.0507        | -               |
| 0.0244 | 1200   | 0.0354        | -               |
| 0.0254 | 1250   | 0.035         | -               |
| 0.0265 | 1300   | 0.0274        | -               |
| 0.0275 | 1350   | 0.024         | -               |
| 0.0285 | 1400   | 0.0214        | -               |
| 0.0295 | 1450   | 0.018         | -               |
| 0.0305 | 1500   | 0.0137        | -               |
| 0.0315 | 1550   | 0.0122        | -               |
| 0.0326 | 1600   | 0.0105        | -               |
| 0.0336 | 1650   | 0.0106        | -               |
| 0.0346 | 1700   | 0.01          | -               |
| 0.0356 | 1750   | 0.0076        | -               |
| 0.0366 | 1800   | 0.0061        | -               |
| 0.0377 | 1850   | 0.0061        | -               |
| 0.0387 | 1900   | 0.0051        | -               |
| 0.0397 | 1950   | 0.0038        | -               |
| 0.0407 | 2000   | 0.004         | -               |
| 0.0417 | 2050   | 0.0038        | -               |
| 0.0427 | 2100   | 0.0034        | -               |
| 0.0438 | 2150   | 0.0029        | -               |
| 0.0448 | 2200   | 0.0025        | -               |
| 0.0458 | 2250   | 0.0024        | -               |
| 0.0468 | 2300   | 0.0021        | -               |
| 0.0478 | 2350   | 0.0019        | -               |
| 0.0488 | 2400   | 0.0017        | -               |
| 0.0499 | 2450   | 0.0013        | -               |
| 0.0509 | 2500   | 0.0011        | -               |
| 0.0519 | 2550   | 0.0011        | -               |
| 0.0529 | 2600   | 0.001         | -               |
| 0.0539 | 2650   | 0.001         | -               |
| 0.0550 | 2700   | 0.001         | -               |
| 0.0560 | 2750   | 0.0007        | -               |
| 0.0570 | 2800   | 0.0008        | -               |
| 0.0580 | 2850   | 0.0006        | -               |
| 0.0590 | 2900   | 0.0006        | -               |
| 0.0600 | 2950   | 0.0006        | -               |
| 0.0611 | 3000   | 0.0005        | -               |
| 0.0621 | 3050   | 0.0006        | -               |
| 0.0631 | 3100   | 0.0004        | -               |
| 0.0641 | 3150   | 0.0003        | -               |
| 0.0651 | 3200   | 0.0004        | -               |
| 0.0661 | 3250   | 0.0005        | -               |
| 0.0672 | 3300   | 0.0004        | -               |
| 0.0682 | 3350   | 0.0003        | -               |
| 0.0692 | 3400   | 0.0004        | -               |
| 0.0702 | 3450   | 0.0002        | -               |
| 0.0712 | 3500   | 0.0003        | -               |
| 0.0723 | 3550   | 0.0002        | -               |
| 0.0733 | 3600   | 0.0002        | -               |
| 0.0743 | 3650   | 0.0002        | -               |
| 0.0753 | 3700   | 0.0002        | -               |
| 0.0763 | 3750   | 0.0003        | -               |
| 0.0773 | 3800   | 0.0002        | -               |
| 0.0784 | 3850   | 0.0002        | -               |
| 0.0794 | 3900   | 0.0002        | -               |
| 0.0804 | 3950   | 0.0001        | -               |
| 0.0814 | 4000   | 0.0002        | -               |
| 0.0824 | 4050   | 0.0001        | -               |
| 0.0835 | 4100   | 0.0001        | -               |
| 0.0845 | 4150   | 0.0001        | -               |
| 0.0855 | 4200   | 0.0001        | -               |
| 0.0865 | 4250   | 0.0001        | -               |
| 0.0875 | 4300   | 0.0001        | -               |
| 0.0885 | 4350   | 0.0001        | -               |
| 0.0896 | 4400   | 0.0001        | -               |
| 0.0906 | 4450   | 0.0001        | -               |
| 0.0916 | 4500   | 0.0001        | -               |
| 0.0926 | 4550   | 0.0001        | -               |
| 0.0936 | 4600   | 0.0001        | -               |
| 0.0946 | 4650   | 0.0001        | -               |
| 0.0957 | 4700   | 0.0001        | -               |
| 0.0967 | 4750   | 0.0001        | -               |
| 0.0977 | 4800   | 0.0001        | -               |
| 0.0987 | 4850   | 0.0001        | -               |
| 0.0997 | 4900   | 0.0001        | -               |
| 0.1008 | 4950   | 0.0001        | -               |
| 0.1018 | 5000   | 0.0001        | -               |
| 0.1028 | 5050   | 0.0001        | -               |
| 0.1038 | 5100   | 0.0001        | -               |
| 0.1048 | 5150   | 0.0001        | -               |
| 0.1058 | 5200   | 0.0001        | -               |
| 0.1069 | 5250   | 0.0001        | -               |
| 0.1079 | 5300   | 0.0           | -               |
| 0.1089 | 5350   | 0.0           | -               |
| 0.1099 | 5400   | 0.0001        | -               |
| 0.1109 | 5450   | 0.0           | -               |
| 0.1119 | 5500   | 0.0001        | -               |
| 0.1130 | 5550   | 0.0           | -               |
| 0.1140 | 5600   | 0.0           | -               |
| 0.1150 | 5650   | 0.0           | -               |
| 0.1160 | 5700   | 0.0           | -               |
| 0.1170 | 5750   | 0.0           | -               |
| 0.1181 | 5800   | 0.0003        | -               |
| 0.1191 | 5850   | 0.0006        | -               |
| 0.1201 | 5900   | 0.0001        | -               |
| 0.1211 | 5950   | 0.0           | -               |
| 0.1221 | 6000   | 0.0           | -               |
| 0.1231 | 6050   | 0.0           | -               |
| 0.1242 | 6100   | 0.0           | -               |
| 0.1252 | 6150   | 0.0           | -               |
| 0.1262 | 6200   | 0.0           | -               |
| 0.1272 | 6250   | 0.0           | -               |
| 0.1282 | 6300   | 0.0           | -               |
| 0.1292 | 6350   | 0.0           | -               |
| 0.1303 | 6400   | 0.0           | -               |
| 0.1313 | 6450   | 0.0           | -               |
| 0.1323 | 6500   | 0.0           | -               |
| 0.1333 | 6550   | 0.0           | -               |
| 0.1343 | 6600   | 0.0           | -               |
| 0.1354 | 6650   | 0.0           | -               |
| 0.1364 | 6700   | 0.0           | -               |
| 0.1374 | 6750   | 0.0           | -               |
| 0.1384 | 6800   | 0.0           | -               |
| 0.1394 | 6850   | 0.0           | -               |
| 0.1404 | 6900   | 0.0           | -               |
| 0.1415 | 6950   | 0.0           | -               |
| 0.1425 | 7000   | 0.0003        | -               |
| 0.1435 | 7050   | 0.0017        | -               |
| 0.1445 | 7100   | 0.0011        | -               |
| 0.1455 | 7150   | 0.0           | -               |
| 0.1465 | 7200   | 0.0           | -               |
| 0.1476 | 7250   | 0.0           | -               |
| 0.1486 | 7300   | 0.0           | -               |
| 0.1496 | 7350   | 0.0           | -               |
| 0.1506 | 7400   | 0.0019        | -               |
| 0.1516 | 7450   | 0.0001        | -               |
| 0.1527 | 7500   | 0.0           | -               |
| 0.1537 | 7550   | 0.0           | -               |
| 0.1547 | 7600   | 0.0           | -               |
| 0.1557 | 7650   | 0.0           | -               |
| 0.1567 | 7700   | 0.0           | -               |
| 0.1577 | 7750   | 0.0           | -               |
| 0.1588 | 7800   | 0.0           | -               |
| 0.1598 | 7850   | 0.0           | -               |
| 0.1608 | 7900   | 0.0           | -               |
| 0.1618 | 7950   | 0.0           | -               |
| 0.1628 | 8000   | 0.0           | -               |
| 0.1638 | 8050   | 0.0           | -               |
| 0.1649 | 8100   | 0.0           | -               |
| 0.1659 | 8150   | 0.0           | -               |
| 0.1669 | 8200   | 0.0           | -               |
| 0.1679 | 8250   | 0.0           | -               |
| 0.1689 | 8300   | 0.0           | -               |
| 0.1700 | 8350   | 0.0           | -               |
| 0.1710 | 8400   | 0.0           | -               |
| 0.1720 | 8450   | 0.0           | -               |
| 0.1730 | 8500   | 0.0           | -               |
| 0.1740 | 8550   | 0.0           | -               |
| 0.1750 | 8600   | 0.0           | -               |
| 0.1761 | 8650   | 0.0           | -               |
| 0.1771 | 8700   | 0.0           | -               |
| 0.1781 | 8750   | 0.0           | -               |
| 0.1791 | 8800   | 0.0           | -               |
| 0.1801 | 8850   | 0.0           | -               |
| 0.1811 | 8900   | 0.0           | -               |
| 0.1822 | 8950   | 0.0           | -               |
| 0.1832 | 9000   | 0.0           | -               |
| 0.1842 | 9050   | 0.0           | -               |
| 0.1852 | 9100   | 0.0           | -               |
| 0.1862 | 9150   | 0.0           | -               |
| 0.1873 | 9200   | 0.0           | -               |
| 0.1883 | 9250   | 0.0           | -               |
| 0.1893 | 9300   | 0.0           | -               |
| 0.1903 | 9350   | 0.0           | -               |
| 0.1913 | 9400   | 0.0           | -               |
| 0.1923 | 9450   | 0.0           | -               |
| 0.1934 | 9500   | 0.0           | -               |
| 0.1944 | 9550   | 0.0           | -               |
| 0.1954 | 9600   | 0.0           | -               |
| 0.1964 | 9650   | 0.0           | -               |
| 0.1974 | 9700   | 0.0           | -               |
| 0.1984 | 9750   | 0.0           | -               |
| 0.1995 | 9800   | 0.0           | -               |
| 0.2005 | 9850   | 0.0           | -               |
| 0.2015 | 9900   | 0.0           | -               |
| 0.2025 | 9950   | 0.0           | -               |
| 0.2035 | 10000  | 0.0           | -               |
| 0.2046 | 10050  | 0.0           | -               |
| 0.2056 | 10100  | 0.0           | -               |
| 0.2066 | 10150  | 0.0           | -               |
| 0.2076 | 10200  | 0.0           | -               |
| 0.2086 | 10250  | 0.0           | -               |
| 0.2096 | 10300  | 0.0           | -               |
| 0.2107 | 10350  | 0.0           | -               |
| 0.2117 | 10400  | 0.0           | -               |
| 0.2127 | 10450  | 0.0           | -               |
| 0.2137 | 10500  | 0.0           | -               |
| 0.2147 | 10550  | 0.0           | -               |
| 0.2157 | 10600  | 0.0           | -               |
| 0.2168 | 10650  | 0.0           | -               |
| 0.2178 | 10700  | 0.0           | -               |
| 0.2188 | 10750  | 0.0           | -               |
| 0.2198 | 10800  | 0.0           | -               |
| 0.2208 | 10850  | 0.0           | -               |
| 0.2219 | 10900  | 0.0           | -               |
| 0.2229 | 10950  | 0.0           | -               |
| 0.2239 | 11000  | 0.0           | -               |
| 0.2249 | 11050  | 0.0           | -               |
| 0.2259 | 11100  | 0.0           | -               |
| 0.2269 | 11150  | 0.0           | -               |
| 0.2280 | 11200  | 0.0           | -               |
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| 0.2473 | 12150  | 0.0057        | -               |
| 0.2483 | 12200  | 0.0035        | -               |
| 0.2493 | 12250  | 0.0001        | -               |
| 0.2504 | 12300  | 0.0           | -               |
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| 0.3989 | 19600  | 0.0012        | -               |
| 0.4000 | 19650  | 0.0055        | -               |
| 0.4010 | 19700  | 0.0069        | -               |
| 0.4020 | 19750  | 0.0064        | -               |
| 0.4030 | 19800  | 0.0043        | -               |
| 0.4040 | 19850  | 0.0001        | -               |
| 0.4050 | 19900  | 0.0           | -               |
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| 0.5496 | 27000  | 0.0           | -               |
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| 0.6279 | 30850  | 0.0           | -               |
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| 0.6411 | 31500  | 0.0           | -               |
| 0.6422 | 31550  | 0.0           | -               |
| 0.6432 | 31600  | 0.0           | -               |
| 0.6442 | 31650  | 0.0           | -               |
| 0.6452 | 31700  | 0.0           | -               |
| 0.6462 | 31750  | 0.0           | -               |
| 0.6472 | 31800  | 0.0           | -               |
| 0.6483 | 31850  | 0.0           | -               |
| 0.6493 | 31900  | 0.0           | -               |
| 0.6503 | 31950  | 0.0           | -               |
| 0.6513 | 32000  | 0.0           | -               |
| 0.6523 | 32050  | 0.0           | -               |
| 0.6534 | 32100  | 0.0           | -               |
| 0.6544 | 32150  | 0.0           | -               |
| 0.6554 | 32200  | 0.0           | -               |
| 0.6564 | 32250  | 0.0           | -               |
| 0.6574 | 32300  | 0.0           | -               |
| 0.6584 | 32350  | 0.0           | -               |
| 0.6595 | 32400  | 0.0           | -               |
| 0.6605 | 32450  | 0.0           | -               |
| 0.6615 | 32500  | 0.0           | -               |
| 0.6625 | 32550  | 0.0           | -               |
| 0.6635 | 32600  | 0.0           | -               |
| 0.6645 | 32650  | 0.0           | -               |
| 0.6656 | 32700  | 0.0           | -               |
| 0.6666 | 32750  | 0.0           | -               |
| 0.6676 | 32800  | 0.0           | -               |
| 0.6686 | 32850  | 0.0           | -               |
| 0.6696 | 32900  | 0.0           | -               |
| 0.6707 | 32950  | 0.0           | -               |
| 0.6717 | 33000  | 0.0           | -               |
| 0.6727 | 33050  | 0.0           | -               |
| 0.6737 | 33100  | 0.0           | -               |
| 0.6747 | 33150  | 0.0           | -               |
| 0.6757 | 33200  | 0.0           | -               |
| 0.6768 | 33250  | 0.0           | -               |
| 0.6778 | 33300  | 0.0           | -               |
| 0.6788 | 33350  | 0.0           | -               |
| 0.6798 | 33400  | 0.0           | -               |
| 0.6808 | 33450  | 0.0           | -               |
| 0.6819 | 33500  | 0.0           | -               |
| 0.6829 | 33550  | 0.0           | -               |
| 0.6839 | 33600  | 0.0           | -               |
| 0.6849 | 33650  | 0.0           | -               |
| 0.6859 | 33700  | 0.0           | -               |
| 0.6869 | 33750  | 0.0           | -               |
| 0.6880 | 33800  | 0.0           | -               |
| 0.6890 | 33850  | 0.0           | -               |
| 0.6900 | 33900  | 0.0           | -               |
| 0.6910 | 33950  | 0.0           | -               |
| 0.6920 | 34000  | 0.0           | -               |
| 0.6930 | 34050  | 0.0           | -               |
| 0.6941 | 34100  | 0.0           | -               |
| 0.6951 | 34150  | 0.0           | -               |
| 0.6961 | 34200  | 0.0           | -               |
| 0.6971 | 34250  | 0.0           | -               |
| 0.6981 | 34300  | 0.0           | -               |
| 0.6992 | 34350  | 0.0           | -               |
| 0.7002 | 34400  | 0.0           | -               |
| 0.7012 | 34450  | 0.0           | -               |
| 0.7022 | 34500  | 0.0           | -               |
| 0.7032 | 34550  | 0.0           | -               |
| 0.7042 | 34600  | 0.0           | -               |
| 0.7053 | 34650  | 0.0           | -               |
| 0.7063 | 34700  | 0.0           | -               |
| 0.7073 | 34750  | 0.0           | -               |
| 0.7083 | 34800  | 0.0           | -               |
| 0.7093 | 34850  | 0.0           | -               |
| 0.7103 | 34900  | 0.0           | -               |
| 0.7114 | 34950  | 0.0           | -               |
| 0.7124 | 35000  | 0.0           | -               |
| 0.7134 | 35050  | 0.0           | -               |
| 0.7144 | 35100  | 0.0           | -               |
| 0.7154 | 35150  | 0.0           | -               |
| 0.7165 | 35200  | 0.0           | -               |
| 0.7175 | 35250  | 0.0           | -               |
| 0.7185 | 35300  | 0.0           | -               |
| 0.7195 | 35350  | 0.0           | -               |
| 0.7205 | 35400  | 0.0           | -               |
| 0.7215 | 35450  | 0.0           | -               |
| 0.7226 | 35500  | 0.0           | -               |
| 0.7236 | 35550  | 0.0           | -               |
| 0.7246 | 35600  | 0.0           | -               |
| 0.7256 | 35650  | 0.0           | -               |
| 0.7266 | 35700  | 0.0           | -               |
| 0.7276 | 35750  | 0.0           | -               |
| 0.7287 | 35800  | 0.0           | -               |
| 0.7297 | 35850  | 0.0           | -               |
| 0.7307 | 35900  | 0.0           | -               |
| 0.7317 | 35950  | 0.0           | -               |
| 0.7327 | 36000  | 0.0           | -               |
| 0.7338 | 36050  | 0.0           | -               |
| 0.7348 | 36100  | 0.0           | -               |
| 0.7358 | 36150  | 0.0           | -               |
| 0.7368 | 36200  | 0.0           | -               |
| 0.7378 | 36250  | 0.0           | -               |
| 0.7388 | 36300  | 0.0           | -               |
| 0.7399 | 36350  | 0.0           | -               |
| 0.7409 | 36400  | 0.0           | -               |
| 0.7419 | 36450  | 0.0           | -               |
| 0.7429 | 36500  | 0.0           | -               |
| 0.7439 | 36550  | 0.0           | -               |
| 0.7449 | 36600  | 0.0           | -               |
| 0.7460 | 36650  | 0.0           | -               |
| 0.7470 | 36700  | 0.0           | -               |
| 0.7480 | 36750  | 0.0           | -               |
| 0.7490 | 36800  | 0.0           | -               |
| 0.7500 | 36850  | 0.0           | -               |
| 0.7511 | 36900  | 0.0           | -               |
| 0.7521 | 36950  | 0.0           | -               |
| 0.7531 | 37000  | 0.0           | -               |
| 0.7541 | 37050  | 0.0           | -               |
| 0.7551 | 37100  | 0.0           | -               |
| 0.7561 | 37150  | 0.0           | -               |
| 0.7572 | 37200  | 0.0           | -               |
| 0.7582 | 37250  | 0.0           | -               |
| 0.7592 | 37300  | 0.0           | -               |
| 0.7602 | 37350  | 0.0           | -               |
| 0.7612 | 37400  | 0.0           | -               |
| 0.7622 | 37450  | 0.0           | -               |
| 0.7633 | 37500  | 0.0           | -               |
| 0.7643 | 37550  | 0.0           | -               |
| 0.7653 | 37600  | 0.0           | -               |
| 0.7663 | 37650  | 0.0           | -               |
| 0.7673 | 37700  | 0.0           | -               |
| 0.7684 | 37750  | 0.0           | -               |
| 0.7694 | 37800  | 0.0           | -               |
| 0.7704 | 37850  | 0.0           | -               |
| 0.7714 | 37900  | 0.0           | -               |
| 0.7724 | 37950  | 0.0           | -               |
| 0.7734 | 38000  | 0.0           | -               |
| 0.7745 | 38050  | 0.0           | -               |
| 0.7755 | 38100  | 0.0           | -               |
| 0.7765 | 38150  | 0.0           | -               |
| 0.7775 | 38200  | 0.0           | -               |
| 0.7785 | 38250  | 0.0           | -               |
| 0.7795 | 38300  | 0.0           | -               |
| 0.7806 | 38350  | 0.0           | -               |
| 0.7816 | 38400  | 0.0           | -               |
| 0.7826 | 38450  | 0.0           | -               |
| 0.7836 | 38500  | 0.0           | -               |
| 0.7846 | 38550  | 0.0           | -               |
| 0.7857 | 38600  | 0.0           | -               |
| 0.7867 | 38650  | 0.0           | -               |
| 0.7877 | 38700  | 0.0           | -               |
| 0.7887 | 38750  | 0.0           | -               |
| 0.7897 | 38800  | 0.0           | -               |
| 0.7907 | 38850  | 0.0           | -               |
| 0.7918 | 38900  | 0.0           | -               |
| 0.7928 | 38950  | 0.0           | -               |
| 0.7938 | 39000  | 0.0           | -               |
| 0.7948 | 39050  | 0.0           | -               |
| 0.7958 | 39100  | 0.0           | -               |
| 0.7968 | 39150  | 0.0           | -               |
| 0.7979 | 39200  | 0.0           | -               |
| 0.7989 | 39250  | 0.0           | -               |
| 0.7999 | 39300  | 0.0           | -               |
| 0.8009 | 39350  | 0.0           | -               |
| 0.8019 | 39400  | 0.0           | -               |
| 0.8030 | 39450  | 0.0           | -               |
| 0.8040 | 39500  | 0.0           | -               |
| 0.8050 | 39550  | 0.0           | -               |
| 0.8060 | 39600  | 0.0           | -               |
| 0.8070 | 39650  | 0.0           | -               |
| 0.8080 | 39700  | 0.0           | -               |
| 0.8091 | 39750  | 0.0           | -               |
| 0.8101 | 39800  | 0.0           | -               |
| 0.8111 | 39850  | 0.0           | -               |
| 0.8121 | 39900  | 0.0           | -               |
| 0.8131 | 39950  | 0.0           | -               |
| 0.8141 | 40000  | 0.0           | -               |
| 0.8152 | 40050  | 0.0           | -               |
| 0.8162 | 40100  | 0.0           | -               |
| 0.8172 | 40150  | 0.0           | -               |
| 0.8182 | 40200  | 0.0           | -               |
| 0.8192 | 40250  | 0.0           | -               |
| 0.8203 | 40300  | 0.0           | -               |
| 0.8213 | 40350  | 0.0           | -               |
| 0.8223 | 40400  | 0.0           | -               |
| 0.8233 | 40450  | 0.0           | -               |
| 0.8243 | 40500  | 0.0           | -               |
| 0.8253 | 40550  | 0.0           | -               |
| 0.8264 | 40600  | 0.0           | -               |
| 0.8274 | 40650  | 0.0           | -               |
| 0.8284 | 40700  | 0.0           | -               |
| 0.8294 | 40750  | 0.0           | -               |
| 0.8304 | 40800  | 0.0           | -               |
| 0.8315 | 40850  | 0.0           | -               |
| 0.8325 | 40900  | 0.0           | -               |
| 0.8335 | 40950  | 0.0           | -               |
| 0.8345 | 41000  | 0.0           | -               |
| 0.8355 | 41050  | 0.0           | -               |
| 0.8365 | 41100  | 0.0           | -               |
| 0.8376 | 41150  | 0.0           | -               |
| 0.8386 | 41200  | 0.0           | -               |
| 0.8396 | 41250  | 0.0           | -               |
| 0.8406 | 41300  | 0.0           | -               |
| 0.8416 | 41350  | 0.0           | -               |
| 0.8426 | 41400  | 0.0           | -               |
| 0.8437 | 41450  | 0.0           | -               |
| 0.8447 | 41500  | 0.0           | -               |
| 0.8457 | 41550  | 0.0           | -               |
| 0.8467 | 41600  | 0.0           | -               |
| 0.8477 | 41650  | 0.0           | -               |
| 0.8488 | 41700  | 0.0           | -               |
| 0.8498 | 41750  | 0.0           | -               |
| 0.8508 | 41800  | 0.0           | -               |
| 0.8518 | 41850  | 0.0           | -               |
| 0.8528 | 41900  | 0.0           | -               |
| 0.8538 | 41950  | 0.0           | -               |
| 0.8549 | 42000  | 0.0           | -               |
| 0.8559 | 42050  | 0.0           | -               |
| 0.8569 | 42100  | 0.0           | -               |
| 0.8579 | 42150  | 0.0           | -               |
| 0.8589 | 42200  | 0.0           | -               |
| 0.8599 | 42250  | 0.0           | -               |
| 0.8610 | 42300  | 0.0           | -               |
| 0.8620 | 42350  | 0.0           | -               |
| 0.8630 | 42400  | 0.0           | -               |
| 0.8640 | 42450  | 0.0           | -               |
| 0.8650 | 42500  | 0.0           | -               |
| 0.8661 | 42550  | 0.0           | -               |
| 0.8671 | 42600  | 0.0           | -               |
| 0.8681 | 42650  | 0.0           | -               |
| 0.8691 | 42700  | 0.0           | -               |
| 0.8701 | 42750  | 0.0           | -               |
| 0.8711 | 42800  | 0.0           | -               |
| 0.8722 | 42850  | 0.0           | -               |
| 0.8732 | 42900  | 0.0           | -               |
| 0.8742 | 42950  | 0.0           | -               |
| 0.8752 | 43000  | 0.0           | -               |
| 0.8762 | 43050  | 0.0           | -               |
| 0.8772 | 43100  | 0.0           | -               |
| 0.8783 | 43150  | 0.0           | -               |
| 0.8793 | 43200  | 0.0           | -               |
| 0.8803 | 43250  | 0.0           | -               |
| 0.8813 | 43300  | 0.0           | -               |
| 0.8823 | 43350  | 0.0           | -               |
| 0.8834 | 43400  | 0.0           | -               |
| 0.8844 | 43450  | 0.0           | -               |
| 0.8854 | 43500  | 0.0           | -               |
| 0.8864 | 43550  | 0.0           | -               |
| 0.8874 | 43600  | 0.0           | -               |
| 0.8884 | 43650  | 0.0           | -               |
| 0.8895 | 43700  | 0.0           | -               |
| 0.8905 | 43750  | 0.0           | -               |
| 0.8915 | 43800  | 0.0           | -               |
| 0.8925 | 43850  | 0.0           | -               |
| 0.8935 | 43900  | 0.0           | -               |
| 0.8945 | 43950  | 0.0           | -               |
| 0.8956 | 44000  | 0.0           | -               |
| 0.8966 | 44050  | 0.0           | -               |
| 0.8976 | 44100  | 0.0           | -               |
| 0.8986 | 44150  | 0.0           | -               |
| 0.8996 | 44200  | 0.0           | -               |
| 0.9007 | 44250  | 0.0           | -               |
| 0.9017 | 44300  | 0.0           | -               |
| 0.9027 | 44350  | 0.0           | -               |
| 0.9037 | 44400  | 0.0           | -               |
| 0.9047 | 44450  | 0.0           | -               |
| 0.9057 | 44500  | 0.0           | -               |
| 0.9068 | 44550  | 0.0           | -               |
| 0.9078 | 44600  | 0.0           | -               |
| 0.9088 | 44650  | 0.0           | -               |
| 0.9098 | 44700  | 0.0           | -               |
| 0.9108 | 44750  | 0.0           | -               |
| 0.9118 | 44800  | 0.0           | -               |
| 0.9129 | 44850  | 0.0           | -               |
| 0.9139 | 44900  | 0.0           | -               |
| 0.9149 | 44950  | 0.0           | -               |
| 0.9159 | 45000  | 0.0           | -               |
| 0.9169 | 45050  | 0.0           | -               |
| 0.9180 | 45100  | 0.0           | -               |
| 0.9190 | 45150  | 0.0           | -               |
| 0.9200 | 45200  | 0.0           | -               |
| 0.9210 | 45250  | 0.0           | -               |
| 0.9220 | 45300  | 0.0           | -               |
| 0.9230 | 45350  | 0.0           | -               |
| 0.9241 | 45400  | 0.0           | -               |
| 0.9251 | 45450  | 0.0           | -               |
| 0.9261 | 45500  | 0.0           | -               |
| 0.9271 | 45550  | 0.0           | -               |
| 0.9281 | 45600  | 0.0           | -               |
| 0.9291 | 45650  | 0.0           | -               |
| 0.9302 | 45700  | 0.0           | -               |
| 0.9312 | 45750  | 0.0           | -               |
| 0.9322 | 45800  | 0.0           | -               |
| 0.9332 | 45850  | 0.0           | -               |
| 0.9342 | 45900  | 0.0           | -               |
| 0.9353 | 45950  | 0.0           | -               |
| 0.9363 | 46000  | 0.0           | -               |
| 0.9373 | 46050  | 0.0           | -               |
| 0.9383 | 46100  | 0.0           | -               |
| 0.9393 | 46150  | 0.0           | -               |
| 0.9403 | 46200  | 0.0           | -               |
| 0.9414 | 46250  | 0.0           | -               |
| 0.9424 | 46300  | 0.0           | -               |
| 0.9434 | 46350  | 0.0           | -               |
| 0.9444 | 46400  | 0.0           | -               |
| 0.9454 | 46450  | 0.0           | -               |
| 0.9464 | 46500  | 0.0           | -               |
| 0.9475 | 46550  | 0.0           | -               |
| 0.9485 | 46600  | 0.0           | -               |
| 0.9495 | 46650  | 0.0           | -               |
| 0.9505 | 46700  | 0.0           | -               |
| 0.9515 | 46750  | 0.0           | -               |
| 0.9526 | 46800  | 0.0           | -               |
| 0.9536 | 46850  | 0.0           | -               |
| 0.9546 | 46900  | 0.0           | -               |
| 0.9556 | 46950  | 0.0           | -               |
| 0.9566 | 47000  | 0.0           | -               |
| 0.9576 | 47050  | 0.0           | -               |
| 0.9587 | 47100  | 0.0           | -               |
| 0.9597 | 47150  | 0.0           | -               |
| 0.9607 | 47200  | 0.0           | -               |
| 0.9617 | 47250  | 0.0           | -               |
| 0.9627 | 47300  | 0.0           | -               |
| 0.9637 | 47350  | 0.0           | -               |
| 0.9648 | 47400  | 0.0           | -               |
| 0.9658 | 47450  | 0.0           | -               |
| 0.9668 | 47500  | 0.0           | -               |
| 0.9678 | 47550  | 0.0           | -               |
| 0.9688 | 47600  | 0.0           | -               |
| 0.9699 | 47650  | 0.0           | -               |
| 0.9709 | 47700  | 0.0           | -               |
| 0.9719 | 47750  | 0.0           | -               |
| 0.9729 | 47800  | 0.0           | -               |
| 0.9739 | 47850  | 0.0           | -               |
| 0.9749 | 47900  | 0.0           | -               |
| 0.9760 | 47950  | 0.0           | -               |
| 0.9770 | 48000  | 0.0           | -               |
| 0.9780 | 48050  | 0.0           | -               |
| 0.9790 | 48100  | 0.0           | -               |
| 0.9800 | 48150  | 0.0           | -               |
| 0.9811 | 48200  | 0.0           | -               |
| 0.9821 | 48250  | 0.0           | -               |
| 0.9831 | 48300  | 0.0           | -               |
| 0.9841 | 48350  | 0.0           | -               |
| 0.9851 | 48400  | 0.0           | -               |
| 0.9861 | 48450  | 0.0           | -               |
| 0.9872 | 48500  | 0.0           | -               |
| 0.9882 | 48550  | 0.0           | -               |
| 0.9892 | 48600  | 0.0           | -               |
| 0.9902 | 48650  | 0.0           | -               |
| 0.9912 | 48700  | 0.0           | -               |
| 0.9922 | 48750  | 0.0           | -               |
| 0.9933 | 48800  | 0.0           | -               |
| 0.9943 | 48850  | 0.0           | -               |
| 0.9953 | 48900  | 0.0           | -               |
| 0.9963 | 48950  | 0.0           | -               |
| 0.9973 | 49000  | 0.0           | -               |
| 0.9984 | 49050  | 0.0           | -               |
| 0.9994 | 49100  | 0.0           | -               |
| 1.0    | 49131  | -             | 0.3825          |
| 1.0004 | 49150  | 0.0           | -               |
| 1.0014 | 49200  | 0.0           | -               |
| 1.0024 | 49250  | 0.0           | -               |
| 1.0034 | 49300  | 0.0           | -               |
| 1.0045 | 49350  | 0.0           | -               |
| 1.0055 | 49400  | 0.0           | -               |
| 1.0065 | 49450  | 0.0           | -               |
| 1.0075 | 49500  | 0.0           | -               |
| 1.0085 | 49550  | 0.0           | -               |
| 1.0095 | 49600  | 0.0           | -               |
| 1.0106 | 49650  | 0.0           | -               |
| 1.0116 | 49700  | 0.0           | -               |
| 1.0126 | 49750  | 0.0           | -               |
| 1.0136 | 49800  | 0.0           | -               |
| 1.0146 | 49850  | 0.0           | -               |
| 1.0157 | 49900  | 0.0           | -               |
| 1.0167 | 49950  | 0.0           | -               |
| 1.0177 | 50000  | 0.0           | -               |
| 1.0187 | 50050  | 0.0           | -               |
| 1.0197 | 50100  | 0.0           | -               |
| 1.0207 | 50150  | 0.0           | -               |
| 1.0218 | 50200  | 0.0           | -               |
| 1.0228 | 50250  | 0.0           | -               |
| 1.0238 | 50300  | 0.0           | -               |
| 1.0248 | 50350  | 0.0           | -               |
| 1.0258 | 50400  | 0.0           | -               |
| 1.0268 | 50450  | 0.0           | -               |
| 1.0279 | 50500  | 0.0           | -               |
| 1.0289 | 50550  | 0.0           | -               |
| 1.0299 | 50600  | 0.0           | -               |
| 1.0309 | 50650  | 0.0           | -               |
| 1.0319 | 50700  | 0.0           | -               |
| 1.0330 | 50750  | 0.0           | -               |
| 1.0340 | 50800  | 0.0           | -               |
| 1.0350 | 50850  | 0.0           | -               |
| 1.0360 | 50900  | 0.0           | -               |
| 1.0370 | 50950  | 0.0           | -               |
| 1.0380 | 51000  | 0.0           | -               |
| 1.0391 | 51050  | 0.0           | -               |
| 1.0401 | 51100  | 0.0           | -               |
| 1.0411 | 51150  | 0.0           | -               |
| 1.0421 | 51200  | 0.0           | -               |
| 1.0431 | 51250  | 0.0           | -               |
| 1.0441 | 51300  | 0.0           | -               |
| 1.0452 | 51350  | 0.0           | -               |
| 1.0462 | 51400  | 0.0           | -               |
| 1.0472 | 51450  | 0.0           | -               |
| 1.0482 | 51500  | 0.0           | -               |
| 1.0492 | 51550  | 0.0           | -               |
| 1.0503 | 51600  | 0.0           | -               |
| 1.0513 | 51650  | 0.0           | -               |
| 1.0523 | 51700  | 0.0           | -               |
| 1.0533 | 51750  | 0.0           | -               |
| 1.0543 | 51800  | 0.0           | -               |
| 1.0553 | 51850  | 0.0           | -               |
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| 1.8624 | 91500  | 0.0           | -               |
| 1.8634 | 91550  | 0.0           | -               |
| 1.8644 | 91600  | 0.0           | -               |
| 1.8654 | 91650  | 0.0           | -               |
| 1.8664 | 91700  | 0.0           | -               |
| 1.8675 | 91750  | 0.0           | -               |
| 1.8685 | 91800  | 0.0           | -               |
| 1.8695 | 91850  | 0.0           | -               |
| 1.8705 | 91900  | 0.0           | -               |
| 1.8715 | 91950  | 0.0           | -               |
| 1.8725 | 92000  | 0.0           | -               |
| 1.8736 | 92050  | 0.0           | -               |
| 1.8746 | 92100  | 0.0           | -               |
| 1.8756 | 92150  | 0.0           | -               |
| 1.8766 | 92200  | 0.0           | -               |
| 1.8776 | 92250  | 0.0           | -               |
| 1.8787 | 92300  | 0.0           | -               |
| 1.8797 | 92350  | 0.0           | -               |
| 1.8807 | 92400  | 0.0           | -               |
| 1.8817 | 92450  | 0.0           | -               |
| 1.8827 | 92500  | 0.0           | -               |
| 1.8837 | 92550  | 0.0           | -               |
| 1.8848 | 92600  | 0.0           | -               |
| 1.8858 | 92650  | 0.0           | -               |
| 1.8868 | 92700  | 0.0           | -               |
| 1.8878 | 92750  | 0.0           | -               |
| 1.8888 | 92800  | 0.0           | -               |
| 1.8898 | 92850  | 0.0           | -               |
| 1.8909 | 92900  | 0.0           | -               |
| 1.8919 | 92950  | 0.0           | -               |
| 1.8929 | 93000  | 0.0           | -               |
| 1.8939 | 93050  | 0.0           | -               |
| 1.8949 | 93100  | 0.0           | -               |
| 1.8960 | 93150  | 0.0           | -               |
| 1.8970 | 93200  | 0.0           | -               |
| 1.8980 | 93250  | 0.0           | -               |
| 1.8990 | 93300  | 0.0           | -               |
| 1.9000 | 93350  | 0.0           | -               |
| 1.9010 | 93400  | 0.0           | -               |
| 1.9021 | 93450  | 0.0           | -               |
| 1.9031 | 93500  | 0.0           | -               |
| 1.9041 | 93550  | 0.0           | -               |
| 1.9051 | 93600  | 0.0           | -               |
| 1.9061 | 93650  | 0.0           | -               |
| 1.9071 | 93700  | 0.0           | -               |
| 1.9082 | 93750  | 0.0           | -               |
| 1.9092 | 93800  | 0.0           | -               |
| 1.9102 | 93850  | 0.0           | -               |
| 1.9112 | 93900  | 0.0           | -               |
| 1.9122 | 93950  | 0.0           | -               |
| 1.9133 | 94000  | 0.0           | -               |
| 1.9143 | 94050  | 0.0           | -               |
| 1.9153 | 94100  | 0.0           | -               |
| 1.9163 | 94150  | 0.0           | -               |
| 1.9173 | 94200  | 0.0           | -               |
| 1.9183 | 94250  | 0.0           | -               |
| 1.9194 | 94300  | 0.0           | -               |
| 1.9204 | 94350  | 0.0           | -               |
| 1.9214 | 94400  | 0.0           | -               |
| 1.9224 | 94450  | 0.0           | -               |
| 1.9234 | 94500  | 0.0           | -               |
| 1.9244 | 94550  | 0.0           | -               |
| 1.9255 | 94600  | 0.0           | -               |
| 1.9265 | 94650  | 0.0           | -               |
| 1.9275 | 94700  | 0.0           | -               |
| 1.9285 | 94750  | 0.0           | -               |
| 1.9295 | 94800  | 0.0           | -               |
| 1.9306 | 94850  | 0.0           | -               |
| 1.9316 | 94900  | 0.0           | -               |
| 1.9326 | 94950  | 0.0           | -               |
| 1.9336 | 95000  | 0.0           | -               |
| 1.9346 | 95050  | 0.0           | -               |
| 1.9356 | 95100  | 0.0           | -               |
| 1.9367 | 95150  | 0.0           | -               |
| 1.9377 | 95200  | 0.0           | -               |
| 1.9387 | 95250  | 0.0           | -               |
| 1.9397 | 95300  | 0.0           | -               |
| 1.9407 | 95350  | 0.0           | -               |
| 1.9417 | 95400  | 0.0           | -               |
| 1.9428 | 95450  | 0.0           | -               |
| 1.9438 | 95500  | 0.0           | -               |
| 1.9448 | 95550  | 0.0           | -               |
| 1.9458 | 95600  | 0.0           | -               |
| 1.9468 | 95650  | 0.0           | -               |
| 1.9479 | 95700  | 0.0           | -               |
| 1.9489 | 95750  | 0.0           | -               |
| 1.9499 | 95800  | 0.0           | -               |
| 1.9509 | 95850  | 0.0           | -               |
| 1.9519 | 95900  | 0.0           | -               |
| 1.9529 | 95950  | 0.0           | -               |
| 1.9540 | 96000  | 0.0           | -               |
| 1.9550 | 96050  | 0.0           | -               |
| 1.9560 | 96100  | 0.0           | -               |
| 1.9570 | 96150  | 0.0           | -               |
| 1.9580 | 96200  | 0.0           | -               |
| 1.9590 | 96250  | 0.0           | -               |
| 1.9601 | 96300  | 0.0           | -               |
| 1.9611 | 96350  | 0.0           | -               |
| 1.9621 | 96400  | 0.0           | -               |
| 1.9631 | 96450  | 0.0           | -               |
| 1.9641 | 96500  | 0.0           | -               |
| 1.9652 | 96550  | 0.0           | -               |
| 1.9662 | 96600  | 0.0           | -               |
| 1.9672 | 96650  | 0.0           | -               |
| 1.9682 | 96700  | 0.0           | -               |
| 1.9692 | 96750  | 0.0           | -               |
| 1.9702 | 96800  | 0.0           | -               |
| 1.9713 | 96850  | 0.0           | -               |
| 1.9723 | 96900  | 0.0           | -               |
| 1.9733 | 96950  | 0.0           | -               |
| 1.9743 | 97000  | 0.0           | -               |
| 1.9753 | 97050  | 0.0           | -               |
| 1.9763 | 97100  | 0.0           | -               |
| 1.9774 | 97150  | 0.0           | -               |
| 1.9784 | 97200  | 0.0           | -               |
| 1.9794 | 97250  | 0.0           | -               |
| 1.9804 | 97300  | 0.0           | -               |
| 1.9814 | 97350  | 0.0           | -               |
| 1.9825 | 97400  | 0.0           | -               |
| 1.9835 | 97450  | 0.0           | -               |
| 1.9845 | 97500  | 0.0           | -               |
| 1.9855 | 97550  | 0.0           | -               |
| 1.9865 | 97600  | 0.0           | -               |
| 1.9875 | 97650  | 0.0           | -               |
| 1.9886 | 97700  | 0.0           | -               |
| 1.9896 | 97750  | 0.0           | -               |
| 1.9906 | 97800  | 0.0           | -               |
| 1.9916 | 97850  | 0.0           | -               |
| 1.9926 | 97900  | 0.0           | -               |
| 1.9936 | 97950  | 0.0           | -               |
| 1.9947 | 98000  | 0.0           | -               |
| 1.9957 | 98050  | 0.0           | -               |
| 1.9967 | 98100  | 0.0           | -               |
| 1.9977 | 98150  | 0.0           | -               |
| 1.9987 | 98200  | 0.0           | -               |
| 1.9998 | 98250  | 0.0           | -               |
| 2.0    | 98262  | -             | 0.4000          |
| 2.0008 | 98300  | 0.0           | -               |
| 2.0018 | 98350  | 0.0           | -               |
| 2.0028 | 98400  | 0.0           | -               |
| 2.0038 | 98450  | 0.0           | -               |
| 2.0048 | 98500  | 0.0           | -               |
| 2.0059 | 98550  | 0.0           | -               |
| 2.0069 | 98600  | 0.0           | -               |
| 2.0079 | 98650  | 0.0           | -               |
| 2.0089 | 98700  | 0.0           | -               |
| 2.0099 | 98750  | 0.0           | -               |
| 2.0110 | 98800  | 0.0           | -               |
| 2.0120 | 98850  | 0.0           | -               |
| 2.0130 | 98900  | 0.0           | -               |
| 2.0140 | 98950  | 0.0           | -               |
| 2.0150 | 99000  | 0.0           | -               |
| 2.0160 | 99050  | 0.0           | -               |
| 2.0171 | 99100  | 0.0           | -               |
| 2.0181 | 99150  | 0.0           | -               |
| 2.0191 | 99200  | 0.0           | -               |
| 2.0201 | 99250  | 0.0           | -               |
| 2.0211 | 99300  | 0.0           | -               |
| 2.0221 | 99350  | 0.0           | -               |
| 2.0232 | 99400  | 0.0           | -               |
| 2.0242 | 99450  | 0.0           | -               |
| 2.0252 | 99500  | 0.0           | -               |
| 2.0262 | 99550  | 0.0           | -               |
| 2.0272 | 99600  | 0.0           | -               |
| 2.0283 | 99650  | 0.0           | -               |
| 2.0293 | 99700  | 0.0           | -               |
| 2.0303 | 99750  | 0.0           | -               |
| 2.0313 | 99800  | 0.0           | -               |
| 2.0323 | 99850  | 0.0           | -               |
| 2.0333 | 99900  | 0.0           | -               |
| 2.0344 | 99950  | 0.0           | -               |
| 2.0354 | 100000 | 0.0           | -               |
| 2.0364 | 100050 | 0.0           | -               |
| 2.0374 | 100100 | 0.0           | -               |
| 2.0384 | 100150 | 0.0           | -               |
| 2.0394 | 100200 | 0.0           | -               |
| 2.0405 | 100250 | 0.0           | -               |
| 2.0415 | 100300 | 0.0           | -               |
| 2.0425 | 100350 | 0.0           | -               |
| 2.0435 | 100400 | 0.0           | -               |
| 2.0445 | 100450 | 0.0           | -               |
| 2.0456 | 100500 | 0.0           | -               |
| 2.0466 | 100550 | 0.0           | -               |
| 2.0476 | 100600 | 0.0           | -               |
| 2.0486 | 100650 | 0.0           | -               |
| 2.0496 | 100700 | 0.0           | -               |
| 2.0506 | 100750 | 0.0           | -               |
| 2.0517 | 100800 | 0.0           | -               |
| 2.0527 | 100850 | 0.0           | -               |
| 2.0537 | 100900 | 0.0           | -               |
| 2.0547 | 100950 | 0.0           | -               |
| 2.0557 | 101000 | 0.0           | -               |
| 2.0567 | 101050 | 0.0           | -               |
| 2.0578 | 101100 | 0.0           | -               |
| 2.0588 | 101150 | 0.0           | -               |
| 2.0598 | 101200 | 0.0           | -               |
| 2.0608 | 101250 | 0.0           | -               |
| 2.0618 | 101300 | 0.0           | -               |
| 2.0629 | 101350 | 0.0           | -               |
| 2.0639 | 101400 | 0.0           | -               |
| 2.0649 | 101450 | 0.0           | -               |
| 2.0659 | 101500 | 0.0           | -               |
| 2.0669 | 101550 | 0.0           | -               |
| 2.0679 | 101600 | 0.0           | -               |
| 2.0690 | 101650 | 0.0           | -               |
| 2.0700 | 101700 | 0.0           | -               |
| 2.0710 | 101750 | 0.0           | -               |
| 2.0720 | 101800 | 0.0           | -               |
| 2.0730 | 101850 | 0.0           | -               |
| 2.0740 | 101900 | 0.0           | -               |
| 2.0751 | 101950 | 0.0           | -               |
| 2.0761 | 102000 | 0.0           | -               |
| 2.0771 | 102050 | 0.0           | -               |
| 2.0781 | 102100 | 0.0           | -               |
| 2.0791 | 102150 | 0.0           | -               |
| 2.0802 | 102200 | 0.0           | -               |
| 2.0812 | 102250 | 0.0           | -               |
| 2.0822 | 102300 | 0.0           | -               |
| 2.0832 | 102350 | 0.0           | -               |
| 2.0842 | 102400 | 0.0           | -               |
| 2.0852 | 102450 | 0.0           | -               |
| 2.0863 | 102500 | 0.0           | -               |
| 2.0873 | 102550 | 0.0           | -               |
| 2.0883 | 102600 | 0.0           | -               |
| 2.0893 | 102650 | 0.0           | -               |
| 2.0903 | 102700 | 0.0           | -               |
| 2.0913 | 102750 | 0.0           | -               |
| 2.0924 | 102800 | 0.0           | -               |
| 2.0934 | 102850 | 0.0           | -               |
| 2.0944 | 102900 | 0.0           | -               |
| 2.0954 | 102950 | 0.0           | -               |
| 2.0964 | 103000 | 0.0           | -               |
| 2.0975 | 103050 | 0.0           | -               |
| 2.0985 | 103100 | 0.0           | -               |
| 2.0995 | 103150 | 0.0           | -               |
| 2.1005 | 103200 | 0.0           | -               |
| 2.1015 | 103250 | 0.0           | -               |
| 2.1025 | 103300 | 0.0           | -               |
| 2.1036 | 103350 | 0.0           | -               |
| 2.1046 | 103400 | 0.0           | -               |
| 2.1056 | 103450 | 0.0           | -               |
| 2.1066 | 103500 | 0.0           | -               |
| 2.1076 | 103550 | 0.0           | -               |
| 2.1086 | 103600 | 0.0           | -               |
| 2.1097 | 103650 | 0.0           | -               |
| 2.1107 | 103700 | 0.0           | -               |
| 2.1117 | 103750 | 0.0           | -               |
| 2.1127 | 103800 | 0.0           | -               |
| 2.1137 | 103850 | 0.0           | -               |
| 2.1148 | 103900 | 0.0           | -               |
| 2.1158 | 103950 | 0.0           | -               |
| 2.1168 | 104000 | 0.0           | -               |
| 2.1178 | 104050 | 0.0           | -               |
| 2.1188 | 104100 | 0.0           | -               |
| 2.1198 | 104150 | 0.0           | -               |
| 2.1209 | 104200 | 0.0           | -               |
| 2.1219 | 104250 | 0.0           | -               |
| 2.1229 | 104300 | 0.0           | -               |
| 2.1239 | 104350 | 0.0           | -               |
| 2.1249 | 104400 | 0.0           | -               |
| 2.1259 | 104450 | 0.0           | -               |
| 2.1270 | 104500 | 0.0           | -               |
| 2.1280 | 104550 | 0.0           | -               |
| 2.1290 | 104600 | 0.0           | -               |
| 2.1300 | 104650 | 0.0           | -               |
| 2.1310 | 104700 | 0.0           | -               |
| 2.1321 | 104750 | 0.0           | -               |
| 2.1331 | 104800 | 0.0           | -               |
| 2.1341 | 104850 | 0.0           | -               |
| 2.1351 | 104900 | 0.0           | -               |
| 2.1361 | 104950 | 0.0           | -               |
| 2.1371 | 105000 | 0.0           | -               |
| 2.1382 | 105050 | 0.0           | -               |
| 2.1392 | 105100 | 0.0           | -               |
| 2.1402 | 105150 | 0.0           | -               |
| 2.1412 | 105200 | 0.0           | -               |
| 2.1422 | 105250 | 0.0           | -               |
| 2.1432 | 105300 | 0.0           | -               |
| 2.1443 | 105350 | 0.0           | -               |
| 2.1453 | 105400 | 0.0           | -               |
| 2.1463 | 105450 | 0.0           | -               |
| 2.1473 | 105500 | 0.0           | -               |
| 2.1483 | 105550 | 0.0           | -               |
| 2.1494 | 105600 | 0.0           | -               |
| 2.1504 | 105650 | 0.0           | -               |
| 2.1514 | 105700 | 0.0           | -               |
| 2.1524 | 105750 | 0.0           | -               |
| 2.1534 | 105800 | 0.0           | -               |
| 2.1544 | 105850 | 0.0           | -               |
| 2.1555 | 105900 | 0.0           | -               |
| 2.1565 | 105950 | 0.0           | -               |
| 2.1575 | 106000 | 0.0           | -               |
| 2.1585 | 106050 | 0.0           | -               |
| 2.1595 | 106100 | 0.0           | -               |
| 2.1606 | 106150 | 0.0           | -               |
| 2.1616 | 106200 | 0.0           | -               |
| 2.1626 | 106250 | 0.0           | -               |
| 2.1636 | 106300 | 0.0           | -               |
| 2.1646 | 106350 | 0.0           | -               |
| 2.1656 | 106400 | 0.0           | -               |
| 2.1667 | 106450 | 0.0           | -               |
| 2.1677 | 106500 | 0.0           | -               |
| 2.1687 | 106550 | 0.0           | -               |
| 2.1697 | 106600 | 0.0           | -               |
| 2.1707 | 106650 | 0.0           | -               |
| 2.1717 | 106700 | 0.0           | -               |
| 2.1728 | 106750 | 0.0           | -               |
| 2.1738 | 106800 | 0.0           | -               |
| 2.1748 | 106850 | 0.0           | -               |
| 2.1758 | 106900 | 0.0           | -               |
| 2.1768 | 106950 | 0.0           | -               |
| 2.1779 | 107000 | 0.0           | -               |
| 2.1789 | 107050 | 0.0           | -               |
| 2.1799 | 107100 | 0.0           | -               |
| 2.1809 | 107150 | 0.0           | -               |
| 2.1819 | 107200 | 0.0           | -               |
| 2.1829 | 107250 | 0.0           | -               |
| 2.1840 | 107300 | 0.0           | -               |
| 2.1850 | 107350 | 0.0           | -               |
| 2.1860 | 107400 | 0.0           | -               |
| 2.1870 | 107450 | 0.0           | -               |
| 2.1880 | 107500 | 0.0           | -               |
| 2.1890 | 107550 | 0.0           | -               |
| 2.1901 | 107600 | 0.0           | -               |
| 2.1911 | 107650 | 0.0           | -               |
| 2.1921 | 107700 | 0.0           | -               |
| 2.1931 | 107750 | 0.0           | -               |
| 2.1941 | 107800 | 0.0           | -               |
| 2.1952 | 107850 | 0.0           | -               |
| 2.1962 | 107900 | 0.0           | -               |
| 2.1972 | 107950 | 0.0           | -               |
| 2.1982 | 108000 | 0.0           | -               |
| 2.1992 | 108050 | 0.0           | -               |
| 2.2002 | 108100 | 0.0           | -               |
| 2.2013 | 108150 | 0.0           | -               |
| 2.2023 | 108200 | 0.0           | -               |
| 2.2033 | 108250 | 0.0           | -               |
| 2.2043 | 108300 | 0.0           | -               |
| 2.2053 | 108350 | 0.0           | -               |
| 2.2063 | 108400 | 0.0           | -               |
| 2.2074 | 108450 | 0.0           | -               |
| 2.2084 | 108500 | 0.0           | -               |
| 2.2094 | 108550 | 0.0           | -               |
| 2.2104 | 108600 | 0.0           | -               |
| 2.2114 | 108650 | 0.0           | -               |
| 2.2125 | 108700 | 0.0           | -               |
| 2.2135 | 108750 | 0.0           | -               |
| 2.2145 | 108800 | 0.0           | -               |
| 2.2155 | 108850 | 0.0           | -               |
| 2.2165 | 108900 | 0.0           | -               |
| 2.2175 | 108950 | 0.0           | -               |
| 2.2186 | 109000 | 0.0           | -               |
| 2.2196 | 109050 | 0.0           | -               |
| 2.2206 | 109100 | 0.0           | -               |
| 2.2216 | 109150 | 0.0           | -               |
| 2.2226 | 109200 | 0.0           | -               |
| 2.2236 | 109250 | 0.0           | -               |
| 2.2247 | 109300 | 0.0           | -               |
| 2.2257 | 109350 | 0.0           | -               |
| 2.2267 | 109400 | 0.0           | -               |
| 2.2277 | 109450 | 0.0           | -               |
| 2.2287 | 109500 | 0.0           | -               |
| 2.2298 | 109550 | 0.0           | -               |
| 2.2308 | 109600 | 0.0           | -               |
| 2.2318 | 109650 | 0.0           | -               |
| 2.2328 | 109700 | 0.0           | -               |
| 2.2338 | 109750 | 0.0           | -               |
| 2.2348 | 109800 | 0.0           | -               |
| 2.2359 | 109850 | 0.0           | -               |
| 2.2369 | 109900 | 0.0           | -               |
| 2.2379 | 109950 | 0.0           | -               |
| 2.2389 | 110000 | 0.0           | -               |
| 2.2399 | 110050 | 0.0           | -               |
| 2.2409 | 110100 | 0.0           | -               |
| 2.2420 | 110150 | 0.0           | -               |
| 2.2430 | 110200 | 0.0           | -               |
| 2.2440 | 110250 | 0.0           | -               |
| 2.2450 | 110300 | 0.0           | -               |
| 2.2460 | 110350 | 0.0           | -               |
| 2.2471 | 110400 | 0.0           | -               |
| 2.2481 | 110450 | 0.0           | -               |
| 2.2491 | 110500 | 0.0           | -               |
| 2.2501 | 110550 | 0.0           | -               |
| 2.2511 | 110600 | 0.0           | -               |
| 2.2521 | 110650 | 0.0           | -               |
| 2.2532 | 110700 | 0.0           | -               |
| 2.2542 | 110750 | 0.0           | -               |
| 2.2552 | 110800 | 0.0           | -               |
| 2.2562 | 110850 | 0.0           | -               |
| 2.2572 | 110900 | 0.0           | -               |
| 2.2582 | 110950 | 0.0           | -               |
| 2.2593 | 111000 | 0.0           | -               |
| 2.2603 | 111050 | 0.0           | -               |
| 2.2613 | 111100 | 0.0           | -               |
| 2.2623 | 111150 | 0.0           | -               |
| 2.2633 | 111200 | 0.0           | -               |
| 2.2644 | 111250 | 0.0           | -               |
| 2.2654 | 111300 | 0.0           | -               |
| 2.2664 | 111350 | 0.0           | -               |
| 2.2674 | 111400 | 0.0           | -               |
| 2.2684 | 111450 | 0.0           | -               |
| 2.2694 | 111500 | 0.0           | -               |
| 2.2705 | 111550 | 0.0           | -               |
| 2.2715 | 111600 | 0.0           | -               |
| 2.2725 | 111650 | 0.0           | -               |
| 2.2735 | 111700 | 0.0           | -               |
| 2.2745 | 111750 | 0.0           | -               |
| 2.2755 | 111800 | 0.0           | -               |
| 2.2766 | 111850 | 0.0           | -               |
| 2.2776 | 111900 | 0.0           | -               |
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| 2.7070 | 133000 | 0.0           | -               |
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| 2.7193 | 133600 | 0.0           | -               |
| 2.7203 | 133650 | 0.0           | -               |
| 2.7213 | 133700 | 0.0           | -               |
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| 2.7264 | 133950 | 0.0           | -               |
| 2.7274 | 134000 | 0.0           | -               |
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| 2.7478 | 135000 | 0.0           | -               |
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| 2.7528 | 135250 | 0.0           | -               |
| 2.7539 | 135300 | 0.0           | -               |
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| 2.7590 | 135550 | 0.0           | -               |
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| 2.7651 | 135850 | 0.0           | -               |
| 2.7661 | 135900 | 0.0           | -               |
| 2.7671 | 135950 | 0.0           | -               |
| 2.7681 | 136000 | 0.0           | -               |
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| 2.7701 | 136100 | 0.0           | -               |
| 2.7712 | 136150 | 0.0           | -               |
| 2.7722 | 136200 | 0.0           | -               |
| 2.7732 | 136250 | 0.0           | -               |
| 2.7742 | 136300 | 0.0           | -               |
| 2.7752 | 136350 | 0.0           | -               |
| 2.7763 | 136400 | 0.0           | -               |
| 2.7773 | 136450 | 0.0           | -               |
| 2.7783 | 136500 | 0.0           | -               |
| 2.7793 | 136550 | 0.0           | -               |
| 2.7803 | 136600 | 0.0           | -               |
| 2.7813 | 136650 | 0.0           | -               |
| 2.7824 | 136700 | 0.0           | -               |
| 2.7834 | 136750 | 0.0           | -               |
| 2.7844 | 136800 | 0.0           | -               |
| 2.7854 | 136850 | 0.0           | -               |
| 2.7864 | 136900 | 0.0           | -               |
| 2.7874 | 136950 | 0.0           | -               |
| 2.7885 | 137000 | 0.0           | -               |
| 2.7895 | 137050 | 0.0           | -               |
| 2.7905 | 137100 | 0.0           | -               |
| 2.7915 | 137150 | 0.0           | -               |
| 2.7925 | 137200 | 0.0           | -               |
| 2.7936 | 137250 | 0.0           | -               |
| 2.7946 | 137300 | 0.0           | -               |
| 2.7956 | 137350 | 0.0           | -               |
| 2.7966 | 137400 | 0.0           | -               |
| 2.7976 | 137450 | 0.0           | -               |
| 2.7986 | 137500 | 0.0           | -               |
| 2.7997 | 137550 | 0.0           | -               |
| 2.8007 | 137600 | 0.0           | -               |
| 2.8017 | 137650 | 0.0           | -               |
| 2.8027 | 137700 | 0.0           | -               |
| 2.8037 | 137750 | 0.0           | -               |
| 2.8047 | 137800 | 0.0           | -               |
| 2.8058 | 137850 | 0.0           | -               |
| 2.8068 | 137900 | 0.0           | -               |
| 2.8078 | 137950 | 0.0           | -               |
| 2.8088 | 138000 | 0.0           | -               |
| 2.8098 | 138050 | 0.0           | -               |
| 2.8109 | 138100 | 0.0           | -               |
| 2.8119 | 138150 | 0.0           | -               |
| 2.8129 | 138200 | 0.0           | -               |
| 2.8139 | 138250 | 0.0           | -               |
| 2.8149 | 138300 | 0.0           | -               |
| 2.8159 | 138350 | 0.0           | -               |
| 2.8170 | 138400 | 0.0           | -               |
| 2.8180 | 138450 | 0.0           | -               |
| 2.8190 | 138500 | 0.0           | -               |
| 2.8200 | 138550 | 0.0           | -               |
| 2.8210 | 138600 | 0.0           | -               |
| 2.8220 | 138650 | 0.0           | -               |
| 2.8231 | 138700 | 0.0           | -               |
| 2.8241 | 138750 | 0.0           | -               |
| 2.8251 | 138800 | 0.0           | -               |
| 2.8261 | 138850 | 0.0           | -               |
| 2.8271 | 138900 | 0.0           | -               |
| 2.8282 | 138950 | 0.0           | -               |
| 2.8292 | 139000 | 0.0           | -               |
| 2.8302 | 139050 | 0.0           | -               |
| 2.8312 | 139100 | 0.0           | -               |
| 2.8322 | 139150 | 0.0           | -               |
| 2.8332 | 139200 | 0.0           | -               |
| 2.8343 | 139250 | 0.0           | -               |
| 2.8353 | 139300 | 0.0           | -               |
| 2.8363 | 139350 | 0.0           | -               |
| 2.8373 | 139400 | 0.0           | -               |
| 2.8383 | 139450 | 0.0           | -               |
| 2.8393 | 139500 | 0.0           | -               |
| 2.8404 | 139550 | 0.0           | -               |
| 2.8414 | 139600 | 0.0           | -               |
| 2.8424 | 139650 | 0.0           | -               |
| 2.8434 | 139700 | 0.0           | -               |
| 2.8444 | 139750 | 0.0           | -               |
| 2.8455 | 139800 | 0.0           | -               |
| 2.8465 | 139850 | 0.0           | -               |
| 2.8475 | 139900 | 0.0           | -               |
| 2.8485 | 139950 | 0.0           | -               |
| 2.8495 | 140000 | 0.0           | -               |
| 2.8505 | 140050 | 0.0           | -               |
| 2.8516 | 140100 | 0.0           | -               |
| 2.8526 | 140150 | 0.0           | -               |
| 2.8536 | 140200 | 0.0           | -               |
| 2.8546 | 140250 | 0.0           | -               |
| 2.8556 | 140300 | 0.0           | -               |
| 2.8566 | 140350 | 0.0           | -               |
| 2.8577 | 140400 | 0.0           | -               |
| 2.8587 | 140450 | 0.0           | -               |
| 2.8597 | 140500 | 0.0           | -               |
| 2.8607 | 140550 | 0.0           | -               |
| 2.8617 | 140600 | 0.0           | -               |
| 2.8628 | 140650 | 0.0           | -               |
| 2.8638 | 140700 | 0.0           | -               |
| 2.8648 | 140750 | 0.0           | -               |
| 2.8658 | 140800 | 0.0           | -               |
| 2.8668 | 140850 | 0.0           | -               |
| 2.8678 | 140900 | 0.0           | -               |
| 2.8689 | 140950 | 0.0           | -               |
| 2.8699 | 141000 | 0.0           | -               |
| 2.8709 | 141050 | 0.0           | -               |
| 2.8719 | 141100 | 0.0           | -               |
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| 2.8739 | 141200 | 0.0           | -               |
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| 2.8821 | 141600 | 0.0           | -               |
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| 2.8841 | 141700 | 0.0           | -               |
| 2.8851 | 141750 | 0.0           | -               |
| 2.8862 | 141800 | 0.0           | -               |
| 2.8872 | 141850 | 0.0           | -               |
| 2.8882 | 141900 | 0.0           | -               |
| 2.8892 | 141950 | 0.0           | -               |
| 2.8902 | 142000 | 0.0           | -               |
| 2.8912 | 142050 | 0.0           | -               |
| 2.8923 | 142100 | 0.0           | -               |
| 2.8933 | 142150 | 0.0           | -               |
| 2.8943 | 142200 | 0.0           | -               |
| 2.8953 | 142250 | 0.0           | -               |
| 2.8963 | 142300 | 0.0           | -               |
| 2.8974 | 142350 | 0.0           | -               |
| 2.8984 | 142400 | 0.0           | -               |
| 2.8994 | 142450 | 0.0           | -               |
| 2.9004 | 142500 | 0.0           | -               |
| 2.9014 | 142550 | 0.0           | -               |
| 2.9024 | 142600 | 0.0           | -               |
| 2.9035 | 142650 | 0.0           | -               |
| 2.9045 | 142700 | 0.0           | -               |
| 2.9055 | 142750 | 0.0           | -               |
| 2.9065 | 142800 | 0.0           | -               |
| 2.9075 | 142850 | 0.0           | -               |
| 2.9086 | 142900 | 0.0           | -               |
| 2.9096 | 142950 | 0.0           | -               |
| 2.9106 | 143000 | 0.0           | -               |
| 2.9116 | 143050 | 0.0           | -               |
| 2.9126 | 143100 | 0.0           | -               |
| 2.9136 | 143150 | 0.0           | -               |
| 2.9147 | 143200 | 0.0           | -               |
| 2.9157 | 143250 | 0.0           | -               |
| 2.9167 | 143300 | 0.0           | -               |
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| 2.9197 | 143450 | 0.0           | -               |
| 2.9208 | 143500 | 0.0           | -               |
| 2.9218 | 143550 | 0.0           | -               |
| 2.9228 | 143600 | 0.0           | -               |
| 2.9238 | 143650 | 0.0           | -               |
| 2.9248 | 143700 | 0.0           | -               |
| 2.9259 | 143750 | 0.0           | -               |
| 2.9269 | 143800 | 0.0           | -               |
| 2.9279 | 143850 | 0.0           | -               |
| 2.9289 | 143900 | 0.0           | -               |
| 2.9299 | 143950 | 0.0           | -               |
| 2.9309 | 144000 | 0.0           | -               |
| 2.9320 | 144050 | 0.0           | -               |
| 2.9330 | 144100 | 0.0           | -               |
| 2.9340 | 144150 | 0.0           | -               |
| 2.9350 | 144200 | 0.0           | -               |
| 2.9360 | 144250 | 0.0           | -               |
| 2.9370 | 144300 | 0.0           | -               |
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| 2.9472 | 144800 | 0.0           | -               |
| 2.9482 | 144850 | 0.0           | -               |
| 2.9493 | 144900 | 0.0           | -               |
| 2.9503 | 144950 | 0.0           | -               |
| 2.9513 | 145000 | 0.0           | -               |
| 2.9523 | 145050 | 0.0           | -               |
| 2.9533 | 145100 | 0.0           | -               |
| 2.9543 | 145150 | 0.0           | -               |
| 2.9554 | 145200 | 0.0           | -               |
| 2.9564 | 145250 | 0.0           | -               |
| 2.9574 | 145300 | 0.0           | -               |
| 2.9584 | 145350 | 0.0           | -               |
| 2.9594 | 145400 | 0.0           | -               |
| 2.9605 | 145450 | 0.0           | -               |
| 2.9615 | 145500 | 0.0           | -               |
| 2.9625 | 145550 | 0.0           | -               |
| 2.9635 | 145600 | 0.0           | -               |
| 2.9645 | 145650 | 0.0           | -               |
| 2.9655 | 145700 | 0.0           | -               |
| 2.9666 | 145750 | 0.0           | -               |
| 2.9676 | 145800 | 0.0           | -               |
| 2.9686 | 145850 | 0.0           | -               |
| 2.9696 | 145900 | 0.0           | -               |
| 2.9706 | 145950 | 0.0           | -               |
| 2.9716 | 146000 | 0.0           | -               |
| 2.9727 | 146050 | 0.0           | -               |
| 2.9737 | 146100 | 0.0           | -               |
| 2.9747 | 146150 | 0.0           | -               |
| 2.9757 | 146200 | 0.0           | -               |
| 2.9767 | 146250 | 0.0           | -               |
| 2.9778 | 146300 | 0.0           | -               |
| 2.9788 | 146350 | 0.0           | -               |
| 2.9798 | 146400 | 0.0           | -               |
| 2.9808 | 146450 | 0.0           | -               |
| 2.9818 | 146500 | 0.0           | -               |
| 2.9828 | 146550 | 0.0           | -               |
| 2.9839 | 146600 | 0.0           | -               |
| 2.9849 | 146650 | 0.0           | -               |
| 2.9859 | 146700 | 0.0           | -               |
| 2.9869 | 146750 | 0.0           | -               |
| 2.9879 | 146800 | 0.0           | -               |
| 2.9889 | 146850 | 0.0           | -               |
| 2.9900 | 146900 | 0.0           | -               |
| 2.9910 | 146950 | 0.0           | -               |
| 2.9920 | 147000 | 0.0           | -               |
| 2.9930 | 147050 | 0.0           | -               |
| 2.9940 | 147100 | 0.0           | -               |
| 2.9951 | 147150 | 0.0           | -               |
| 2.9961 | 147200 | 0.0           | -               |
| 2.9971 | 147250 | 0.0           | -               |
| 2.9981 | 147300 | 0.0           | -               |
| 2.9991 | 147350 | 0.0           | -               |
| 3.0    | 147393 | -             | 0.3918          |
| 3.0001 | 147400 | 0.0           | -               |
| 3.0012 | 147450 | 0.0           | -               |
| 3.0022 | 147500 | 0.0           | -               |
| 3.0032 | 147550 | 0.0           | -               |
| 3.0042 | 147600 | 0.0           | -               |
| 3.0052 | 147650 | 0.0           | -               |
| 3.0062 | 147700 | 0.0           | -               |
| 3.0073 | 147750 | 0.0           | -               |
| 3.0083 | 147800 | 0.0           | -               |
| 3.0093 | 147850 | 0.0           | -               |
| 3.0103 | 147900 | 0.0           | -               |
| 3.0113 | 147950 | 0.0           | -               |
| 3.0124 | 148000 | 0.0           | -               |
| 3.0134 | 148050 | 0.0           | -               |
| 3.0144 | 148100 | 0.0           | -               |
| 3.0154 | 148150 | 0.0           | -               |
| 3.0164 | 148200 | 0.0           | -               |
| 3.0174 | 148250 | 0.0           | -               |
| 3.0185 | 148300 | 0.0           | -               |
| 3.0195 | 148350 | 0.0           | -               |
| 3.0205 | 148400 | 0.0           | -               |
| 3.0215 | 148450 | 0.0           | -               |
| 3.0225 | 148500 | 0.0           | -               |
| 3.0235 | 148550 | 0.0           | -               |
| 3.0246 | 148600 | 0.0           | -               |
| 3.0256 | 148650 | 0.0           | -               |
| 3.0266 | 148700 | 0.0           | -               |
| 3.0276 | 148750 | 0.0           | -               |
| 3.0286 | 148800 | 0.0           | -               |
| 3.0297 | 148850 | 0.0           | -               |
| 3.0307 | 148900 | 0.0           | -               |
| 3.0317 | 148950 | 0.0           | -               |
| 3.0327 | 149000 | 0.0           | -               |
| 3.0337 | 149050 | 0.0           | -               |
| 3.0347 | 149100 | 0.0           | -               |
| 3.0358 | 149150 | 0.0           | -               |
| 3.0368 | 149200 | 0.0           | -               |
| 3.0378 | 149250 | 0.0           | -               |
| 3.0388 | 149300 | 0.0           | -               |
| 3.0398 | 149350 | 0.0           | -               |
| 3.0408 | 149400 | 0.0           | -               |
| 3.0419 | 149450 | 0.0           | -               |
| 3.0429 | 149500 | 0.0           | -               |
| 3.0439 | 149550 | 0.0           | -               |
| 3.0449 | 149600 | 0.0           | -               |
| 3.0459 | 149650 | 0.0           | -               |
| 3.0470 | 149700 | 0.0           | -               |
| 3.0480 | 149750 | 0.0           | -               |
| 3.0490 | 149800 | 0.0           | -               |
| 3.0500 | 149850 | 0.0           | -               |
| 3.0510 | 149900 | 0.0           | -               |
| 3.0520 | 149950 | 0.0           | -               |
| 3.0531 | 150000 | 0.0           | -               |
| 3.0541 | 150050 | 0.0           | -               |
| 3.0551 | 150100 | 0.0           | -               |
| 3.0561 | 150150 | 0.0           | -               |
| 3.0571 | 150200 | 0.0           | -               |
| 3.0582 | 150250 | 0.0           | -               |
| 3.0592 | 150300 | 0.0           | -               |
| 3.0602 | 150350 | 0.0           | -               |
| 3.0612 | 150400 | 0.0           | -               |
| 3.0622 | 150450 | 0.0           | -               |
| 3.0632 | 150500 | 0.0           | -               |
| 3.0643 | 150550 | 0.0           | -               |
| 3.0653 | 150600 | 0.0           | -               |
| 3.0663 | 150650 | 0.0           | -               |
| 3.0673 | 150700 | 0.0           | -               |
| 3.0683 | 150750 | 0.0           | -               |
| 3.0693 | 150800 | 0.0           | -               |
| 3.0704 | 150850 | 0.0           | -               |
| 3.0714 | 150900 | 0.0           | -               |
| 3.0724 | 150950 | 0.0           | -               |
| 3.0734 | 151000 | 0.0           | -               |
| 3.0744 | 151050 | 0.0           | -               |
| 3.0755 | 151100 | 0.0           | -               |
| 3.0765 | 151150 | 0.0           | -               |
| 3.0775 | 151200 | 0.0           | -               |
| 3.0785 | 151250 | 0.0           | -               |
| 3.0795 | 151300 | 0.0           | -               |
| 3.0805 | 151350 | 0.0           | -               |
| 3.0816 | 151400 | 0.0           | -               |
| 3.0826 | 151450 | 0.0           | -               |
| 3.0836 | 151500 | 0.0           | -               |
| 3.0846 | 151550 | 0.0           | -               |
| 3.0856 | 151600 | 0.0           | -               |
| 3.0866 | 151650 | 0.0           | -               |
| 3.0877 | 151700 | 0.0           | -               |
| 3.0887 | 151750 | 0.0           | -               |
| 3.0897 | 151800 | 0.0           | -               |
| 3.0907 | 151850 | 0.0           | -               |
| 3.0917 | 151900 | 0.0           | -               |
| 3.0928 | 151950 | 0.0           | -               |
| 3.0938 | 152000 | 0.0           | -               |
| 3.0948 | 152050 | 0.0           | -               |
| 3.0958 | 152100 | 0.0           | -               |
| 3.0968 | 152150 | 0.0           | -               |
| 3.0978 | 152200 | 0.0           | -               |
| 3.0989 | 152250 | 0.0           | -               |
| 3.0999 | 152300 | 0.0           | -               |
| 3.1009 | 152350 | 0.0           | -               |
| 3.1019 | 152400 | 0.0           | -               |
| 3.1029 | 152450 | 0.0           | -               |
| 3.1039 | 152500 | 0.0           | -               |
| 3.1050 | 152550 | 0.0           | -               |
| 3.1060 | 152600 | 0.0           | -               |
| 3.1070 | 152650 | 0.0           | -               |
| 3.1080 | 152700 | 0.0           | -               |
| 3.1090 | 152750 | 0.0           | -               |
| 3.1101 | 152800 | 0.0           | -               |
| 3.1111 | 152850 | 0.0           | -               |
| 3.1121 | 152900 | 0.0           | -               |
| 3.1131 | 152950 | 0.0           | -               |
| 3.1141 | 153000 | 0.0           | -               |
| 3.1151 | 153050 | 0.0           | -               |
| 3.1162 | 153100 | 0.0           | -               |
| 3.1172 | 153150 | 0.0           | -               |
| 3.1182 | 153200 | 0.0           | -               |
| 3.1192 | 153250 | 0.0           | -               |
| 3.1202 | 153300 | 0.0           | -               |
| 3.1212 | 153350 | 0.0           | -               |
| 3.1223 | 153400 | 0.0           | -               |
| 3.1233 | 153450 | 0.0           | -               |
| 3.1243 | 153500 | 0.0           | -               |
| 3.1253 | 153550 | 0.0           | -               |
| 3.1263 | 153600 | 0.0           | -               |
| 3.1274 | 153650 | 0.0           | -               |
| 3.1284 | 153700 | 0.0           | -               |
| 3.1294 | 153750 | 0.0           | -               |
| 3.1304 | 153800 | 0.0           | -               |
| 3.1314 | 153850 | 0.0           | -               |
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| 3.1986 | 157150 | 0.0           | -               |
| 3.1996 | 157200 | 0.0           | -               |
| 3.2006 | 157250 | 0.0           | -               |
| 3.2016 | 157300 | 0.0           | -               |
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| 3.9781 | 195450 | 0.0           | -               |
| 3.9792 | 195500 | 0.0           | -               |
| 3.9802 | 195550 | 0.0           | -               |
| 3.9812 | 195600 | 0.0           | -               |
| 3.9822 | 195650 | 0.0           | -               |
| 3.9832 | 195700 | 0.0           | -               |
| 3.9842 | 195750 | 0.0           | -               |
| 3.9853 | 195800 | 0.0           | -               |
| 3.9863 | 195850 | 0.0           | -               |
| 3.9873 | 195900 | 0.0           | -               |
| 3.9883 | 195950 | 0.0           | -               |
| 3.9893 | 196000 | 0.0           | -               |
| 3.9904 | 196050 | 0.0           | -               |
| 3.9914 | 196100 | 0.0           | -               |
| 3.9924 | 196150 | 0.0           | -               |
| 3.9934 | 196200 | 0.0           | -               |
| 3.9944 | 196250 | 0.0           | -               |
| 3.9954 | 196300 | 0.0           | -               |
| 3.9965 | 196350 | 0.0           | -               |
| 3.9975 | 196400 | 0.0           | -               |
| 3.9985 | 196450 | 0.0           | -               |
| 3.9995 | 196500 | 0.0           | -               |
| 4.0    | 196524 | -             | 0.3929          |

### Framework Versions
- Python: 3.11.10
- SetFit: 1.1.1
- Sentence Transformers: 3.4.0
- Transformers: 4.47.1
- PyTorch: 2.3.1.post300
- Datasets: 3.2.0
- Tokenizers: 0.21.0

## 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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