setfit safetensors roberta sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:klue/roberta-base base_model:finetune:klue/roberta-base model-index region:us
---
base_model: klue/roberta-base
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 고급누빔포인트방석커버 면방석 가구/인테리어>홈데코>쿠션/방석>방석커버
- text: PVC Terrazzo 방수 자체 접착 벽지 침실 벽 거실 장식 비닐 가구 접촉 용지 가구/인테리어>DIY자재/용품>벽지>띠벽지
- text: 클레마티스 오로라화병 가구/인테리어>인테리어소품>화병
- text: 나비장 고가구 클래식 공예 금박 은박 콘솔 수납장 가구/인테리어>수납가구>나비장
- text: 선반 받침대 테이블 책상 책장 프린터 철제 수납장 컴퓨터 정리 가구/인테리어>서재/사무용가구>책상>책상소품
inference: true
model-index:
- name: SetFit with klue/roberta-base
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 1.0
      name: Accuracy
---

# SetFit with klue/roberta-base

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [klue/roberta-base](https://huggingface.co/klue/roberta-base) 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:** [klue/roberta-base](https://huggingface.co/klue/roberta-base)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 17 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                                                                                                                                                                                                                     |
|:------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0.0   | <ul><li>'축사 난방 판넬 송아지 애완견 개집 전기 열선 가열 -미디엄 가구/인테리어>DIY자재/용품>바닥재>필름난방'</li><li>'냉장고 시트지 리폼 필름지 싱크대 에어컨 더블 도어 스티커 가구/인테리어>DIY자재/용품>시트지>단색시트지'</li><li>'이코리브 사각형 전선 정리 몰딩 쫄대 1M 1P 학원 가구/인테리어>DIY자재/용품>몰딩'</li></ul>            |
| 14.0  | <ul><li>'홈메이드 보드라운 비정형 러그 거실 카페트 매트 캐시미어 82번 LINE 가구/인테리어>카페트/러그>러그'</li><li>'테라스꾸미기 캠핑용매트 발판매트 월컴 가구/인테리어>카페트/러그>발매트'</li><li>'러그 발매트 화장실 현관 침실 주방 주방매트 대형 미끄럼방지 캠핑 PVC 가구/인테리어>카페트/러그>발매트'</li></ul>                       |
| 9.0   | <ul><li>'소화기 안내 아크릴 디자인 표지판 문패 가구/인테리어>인테리어소품>디자인문패'</li><li>'우체통 유럽 철재 전원주택 스탠드 우체통 인테리어 -1 2m 레터 박스 A 가구/인테리어>인테리어소품>우체통'</li><li>'빈티지 우체통 빨간 벽걸이 엔틱 카페 우편함 가구/인테리어>인테리어소품>우체통'</li></ul>                                  |
| 13.0  | <ul><li>'베스트슬립 M2 올가닉 메달리스트 매트리스 K 가구/인테리어>침실가구>매트리스>킹매트리스'</li><li>'화장대 의자 골드가구 등받이 인테리어 화장대 의자 가구/인테리어>침실가구>화장대>화장대의자'</li><li>'플레인홈 포렐 모던 거실 협탁 580 가구/인테리어>침실가구>협탁'</li></ul>                                            |
| 6.0   | <ul><li>'패딩 리본 키링 2컬러 가방꾸미기 가꾸 뜨개가방 부자재 가구/인테리어>수예>뜨개질>패키지'</li><li>'어린이집 신체활동 공룡도안 전신 안전거울 아기안전거울 아기 가구/인테리어>수예>퀼트/펠트>도안'</li><li>'5색재봉실 레인보우 컬러 바느질 퀼트 자수 원사 재봉 십자수 공예 가구/인테리어>수예>자수>실/바늘'</li></ul>                       |
| 5.0   | <ul><li>'다용도실 베란다 창고 정리 선반 세탁실 선반장 사무실 철제 키큰 가구/인테리어>수납가구>선반'</li><li>'도서 잡지 사무실 분류 보관함 회전 신문 홍보물 전단지 스탠딩 가구/인테리어>수납가구>잡지꽂이'</li><li>'프랑코홈 프랑코 리빙박스 62L 2개 SET 대용량 플라스틱 수납 정리함 FRANCO 가구/인테리어>수납가구>공간박스'</li></ul>           |
| 11.0  | <ul><li>'비비엔다 포르페 냉감 아이싱 맥스 아기 쿨패드 유아특대형 슈퍼싱글 퀸 킹 가구/인테리어>침구단품>패드>싱글/슈퍼싱글패드'</li><li>'매트리스커버높은 방수 토퍼 매트리스 커버 싱글 퀸 가구/인테리어>침구단품>매트/침대커버>싱글/슈퍼싱글침대커버'</li><li>'모던하우스 리아 소프트워싱 차렵이불 Q 가구/인테리어>침구단품>차렵이불'</li></ul>              |
| 1.0   | <ul><li>'데코라인 본테 높은 600 피규어 진열장 DHP006 가구/인테리어>거실가구>장식장'</li><li>'현대의료기 모짜르트 4인 SF 카우치 컴포트 황토숯볼 흙소파 가구/인테리어>거실가구>소파>흙/돌소파'</li><li>'오브민 접이식 폴딩 이동식 노트북 책상800 소파 사이드테이블 가구/인테리어>거실가구>테이블>사이드테이블'</li></ul>                    |
| 4.0   | <ul><li>'쿠션 던지기 리넨 베개 커버 귀여운 눈송이 케이스 새해 장식 가구/인테리어>솜류>쿠션솜'</li><li>'바디필로우 대 롱쿠션 캔디솜 더크린 가구/인테리어>솜류>쿠션솜'</li><li>'힐튼 퀼팅베개 계절베개 숙면베개 필로우 29859062 가구/인테리어>솜류>베개솜/속통>거위털/오리털베개솜'</li></ul>                                      |
| 16.0  | <ul><li>'안고자는인형 대형 고양이 롱 바디필로우 수면 쿠션 모찌 찰떡 가구/인테리어>홈데코>쿠션/방석>대쿠션/대방석'</li><li>'냉감 애견패드 강아지 고양이 쿨매트 듀라론 2P 눕자 40X60 가구/인테리어>홈데코>쿠션/방석>대쿠션/대방석'</li><li>'3개 홀더 스마트폰 bob 거치대 썬바이저 차량용 자동차 가구/인테리어>홈데코>쿠션/방석>팔꿈치/손목쿠션'</li></ul> |
| 3.0   | <ul><li>'프린터거치대 프린터선반 다이 수납장 테이블 선반 -블랙 3단프레임 가구/인테리어>서재/사무용가구>책상>책상소품'</li><li>'카파맥스 플러스 3단 책꽂이 연두 가구/인테리어>서재/사무용가구>책꽂이'</li><li>'포밍 테이블 1800 사무용 회의실 책상 다용도 작업대 가구/인테리어>서재/사무용가구>사무/교구용가구>회의테이블'</li></ul>                 |
| 8.0   | <ul><li>'수영장 썬베드 야외 의자 비치 해변 호텔 펜션 테라스 리조트 침대 가구/인테리어>아웃도어가구>야외의자'</li><li>'평벤치 학교 의자 공원 운동장 야외 휴게소 병원 벤 -1 8m U자형 가구/인테리어>아웃도어가구>야외벤치'</li><li>'야외조립창고 컨테이너 농막수납장 공구보관함 잡화 유형 A 가구/인테리어>아웃도어가구>기타아웃도어가구'</li></ul>          |
| 7.0   | <ul><li>'귀여운 로봇 낮은수납장 깊은 정리 이동식 3단 틈새 가구/인테리어>아동/주니어가구>수납장'</li><li>'엘레아 메리다 800 5단 서랍장 가구/인테리어>아동/주니어가구>서랍장'</li><li>'장바구니 일룸 에디키즈 장난감 정리대 가구/인테리어>아동/주니어가구>수납장'</li></ul>                                                  |
| 15.0  | <ul><li>'창안애 브러쉬 25mm 알루미늄 블라인드 30 x 30 가구/인테리어>커튼/블라인드>블라인드'</li><li>'광목로만쉐이드 작은 동물 커튼 욕실 3D 디지털 침실 구름로만쉐이드 가구/인테리어>커튼/블라인드>로만셰이드'</li><li>'에그박스 2단 슬라이딩 가구/인테리어>커튼/블라인드>로만셰이드'</li></ul>                                   |
| 12.0  | <ul><li>'마이하우스 알러지케어 스타패치 핑크 키즈 차렵이불 풀세트 S/SS 가구/인테리어>침구세트>매트커버세트>슈퍼싱글매트커버세트'</li><li>'올리비아데코 베리메리 60수 아사 요차렵세트 Q 가구/인테리어>침구세트>요이불세트>2/3인용'</li><li>'레노마홈 스마일워싱 차렵이불 베개세트 Q 사계절 가구/인테리어>침구세트>이불베개세트>슈퍼싱글이불베개세트'</li></ul>    |
| 2.0   | <ul><li>'슬립앤슬립 마스터유닛2 5분할 베개 소프트 LE1215376644 가구/인테리어>베개>메모리폼베개'</li><li>'일자목베개 쿨젤 목편한 숙면 기능성 쿨링 메모리폼 여름 베개 1개 가구/인테리어>베개>메모리폼베개'</li><li>'스패로우 스프링 필로우 메모리폼 베개 가구/인테리어>베개>메모리폼베개'</li></ul>                                 |
| 10.0  | <ul><li>'라자가구 위드 고메 1600 주방수납장 세트 홈카페형 nk008 가구/인테리어>주방가구>주방수납장'</li><li>'레트로하우스 코케 고무나무 원목 접이식 확장형 식탁 테이블 1600 가구/인테리어>주방가구>식탁/의자>식탁테이블'</li><li>'UNKNOWN 호환 리빙코리아 리빙웰 프리미엄 오븐 석쇠 OV250 가구/인테리어>주방가구>기타주방가구'</li></ul>      |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 1.0      |

## 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("mini1013/master_item_fi")
# Run inference
preds = model("클레마티스 오로라화병 가구/인테리어>인테리어소품>화병")
```

<!--
### Downstream Use

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

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

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

<!--
## Bias, Risks and Limitations

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

<!--
### Recommendations

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

## Training Details

### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count   | 2   | 8.9412 | 24  |

| Label | Training Sample Count |
|:------|:----------------------|
| 0.0   | 980                   |
| 1.0   | 280                   |
| 2.0   | 133                   |
| 3.0   | 350                   |
| 4.0   | 349                   |
| 5.0   | 840                   |
| 6.0   | 490                   |
| 7.0   | 893                   |
| 8.0   | 420                   |
| 9.0   | 1516                  |
| 10.0  | 420                   |
| 11.0  | 890                   |
| 12.0  | 270                   |
| 13.0  | 629                   |
| 14.0  | 402                   |
| 15.0  | 700                   |
| 16.0  | 210                   |

### Training Hyperparameters
- batch_size: (256, 256)
- num_epochs: (30, 30)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 50
- 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: False

### Training Results
| Epoch   | Step  | Training Loss | Validation Loss |
|:-------:|:-----:|:-------------:|:---------------:|
| 0.0005  | 1     | 0.4481        | -               |
| 0.0262  | 50    | 0.4495        | -               |
| 0.0524  | 100   | 0.426         | -               |
| 0.0786  | 150   | 0.3955        | -               |
| 0.1048  | 200   | 0.3284        | -               |
| 0.1310  | 250   | 0.2654        | -               |
| 0.1572  | 300   | 0.209         | -               |
| 0.1833  | 350   | 0.1354        | -               |
| 0.2095  | 400   | 0.0875        | -               |
| 0.2357  | 450   | 0.0572        | -               |
| 0.2619  | 500   | 0.0427        | -               |
| 0.2881  | 550   | 0.0289        | -               |
| 0.3143  | 600   | 0.0222        | -               |
| 0.3405  | 650   | 0.0143        | -               |
| 0.3667  | 700   | 0.0101        | -               |
| 0.3929  | 750   | 0.0092        | -               |
| 0.4191  | 800   | 0.0068        | -               |
| 0.4453  | 850   | 0.0066        | -               |
| 0.4715  | 900   | 0.0046        | -               |
| 0.4976  | 950   | 0.0049        | -               |
| 0.5238  | 1000  | 0.0046        | -               |
| 0.5500  | 1050  | 0.0039        | -               |
| 0.5762  | 1100  | 0.0038        | -               |
| 0.6024  | 1150  | 0.0034        | -               |
| 0.6286  | 1200  | 0.0029        | -               |
| 0.6548  | 1250  | 0.0017        | -               |
| 0.6810  | 1300  | 0.0011        | -               |
| 0.7072  | 1350  | 0.0009        | -               |
| 0.7334  | 1400  | 0.0006        | -               |
| 0.7596  | 1450  | 0.0005        | -               |
| 0.7858  | 1500  | 0.0004        | -               |
| 0.8119  | 1550  | 0.0004        | -               |
| 0.8381  | 1600  | 0.0003        | -               |
| 0.8643  | 1650  | 0.0003        | -               |
| 0.8905  | 1700  | 0.0003        | -               |
| 0.9167  | 1750  | 0.0002        | -               |
| 0.9429  | 1800  | 0.0002        | -               |
| 0.9691  | 1850  | 0.0002        | -               |
| 0.9953  | 1900  | 0.0002        | -               |
| 1.0215  | 1950  | 0.0002        | -               |
| 1.0477  | 2000  | 0.0002        | -               |
| 1.0739  | 2050  | 0.0002        | -               |
| 1.1001  | 2100  | 0.0001        | -               |
| 1.1262  | 2150  | 0.0001        | -               |
| 1.1524  | 2200  | 0.0001        | -               |
| 1.1786  | 2250  | 0.0001        | -               |
| 1.2048  | 2300  | 0.0001        | -               |
| 1.2310  | 2350  | 0.0001        | -               |
| 1.2572  | 2400  | 0.0001        | -               |
| 1.2834  | 2450  | 0.0001        | -               |
| 1.3096  | 2500  | 0.0001        | -               |
| 1.3358  | 2550  | 0.0001        | -               |
| 1.3620  | 2600  | 0.0001        | -               |
| 1.3882  | 2650  | 0.0001        | -               |
| 1.4144  | 2700  | 0.0001        | -               |
| 1.4405  | 2750  | 0.0001        | -               |
| 1.4667  | 2800  | 0.0001        | -               |
| 1.4929  | 2850  | 0.0001        | -               |
| 1.5191  | 2900  | 0.0001        | -               |
| 1.5453  | 2950  | 0.0001        | -               |
| 1.5715  | 3000  | 0.0001        | -               |
| 1.5977  | 3050  | 0.0001        | -               |
| 1.6239  | 3100  | 0.0001        | -               |
| 1.6501  | 3150  | 0.0001        | -               |
| 1.6763  | 3200  | 0.0           | -               |
| 1.7025  | 3250  | 0.0001        | -               |
| 1.7287  | 3300  | 0.0           | -               |
| 1.7548  | 3350  | 0.0           | -               |
| 1.7810  | 3400  | 0.0           | -               |
| 1.8072  | 3450  | 0.0           | -               |
| 1.8334  | 3500  | 0.0           | -               |
| 1.8596  | 3550  | 0.0           | -               |
| 1.8858  | 3600  | 0.0           | -               |
| 1.9120  | 3650  | 0.0           | -               |
| 1.9382  | 3700  | 0.0           | -               |
| 1.9644  | 3750  | 0.0           | -               |
| 1.9906  | 3800  | 0.0           | -               |
| 2.0168  | 3850  | 0.0           | -               |
| 2.0430  | 3900  | 0.0           | -               |
| 2.0691  | 3950  | 0.0           | -               |
| 2.0953  | 4000  | 0.0           | -               |
| 2.1215  | 4050  | 0.0           | -               |
| 2.1477  | 4100  | 0.0           | -               |
| 2.1739  | 4150  | 0.0           | -               |
| 2.2001  | 4200  | 0.0           | -               |
| 2.2263  | 4250  | 0.0           | -               |
| 2.2525  | 4300  | 0.0           | -               |
| 2.2787  | 4350  | 0.0           | -               |
| 2.3049  | 4400  | 0.0           | -               |
| 2.3311  | 4450  | 0.0           | -               |
| 2.3573  | 4500  | 0.0           | -               |
| 2.3834  | 4550  | 0.0           | -               |
| 2.4096  | 4600  | 0.0           | -               |
| 2.4358  | 4650  | 0.0           | -               |
| 2.4620  | 4700  | 0.0           | -               |
| 2.4882  | 4750  | 0.0           | -               |
| 2.5144  | 4800  | 0.0           | -               |
| 2.5406  | 4850  | 0.0           | -               |
| 2.5668  | 4900  | 0.0           | -               |
| 2.5930  | 4950  | 0.0           | -               |
| 2.6192  | 5000  | 0.0           | -               |
| 2.6454  | 5050  | 0.0           | -               |
| 2.6716  | 5100  | 0.0           | -               |
| 2.6977  | 5150  | 0.0           | -               |
| 2.7239  | 5200  | 0.0           | -               |
| 2.7501  | 5250  | 0.0           | -               |
| 2.7763  | 5300  | 0.0           | -               |
| 2.8025  | 5350  | 0.0           | -               |
| 2.8287  | 5400  | 0.0           | -               |
| 2.8549  | 5450  | 0.0           | -               |
| 2.8811  | 5500  | 0.0           | -               |
| 2.9073  | 5550  | 0.0           | -               |
| 2.9335  | 5600  | 0.0           | -               |
| 2.9597  | 5650  | 0.0           | -               |
| 2.9859  | 5700  | 0.0           | -               |
| 3.0120  | 5750  | 0.0           | -               |
| 3.0382  | 5800  | 0.0           | -               |
| 3.0644  | 5850  | 0.0           | -               |
| 3.0906  | 5900  | 0.0           | -               |
| 3.1168  | 5950  | 0.0           | -               |
| 3.1430  | 6000  | 0.0           | -               |
| 3.1692  | 6050  | 0.0           | -               |
| 3.1954  | 6100  | 0.0           | -               |
| 3.2216  | 6150  | 0.0           | -               |
| 3.2478  | 6200  | 0.0           | -               |
| 3.2740  | 6250  | 0.0           | -               |
| 3.3002  | 6300  | 0.0           | -               |
| 3.3263  | 6350  | 0.0           | -               |
| 3.3525  | 6400  | 0.0           | -               |
| 3.3787  | 6450  | 0.0           | -               |
| 3.4049  | 6500  | 0.0           | -               |
| 3.4311  | 6550  | 0.0           | -               |
| 3.4573  | 6600  | 0.0           | -               |
| 3.4835  | 6650  | 0.0           | -               |
| 3.5097  | 6700  | 0.0           | -               |
| 3.5359  | 6750  | 0.0           | -               |
| 3.5621  | 6800  | 0.0           | -               |
| 3.5883  | 6850  | 0.0           | -               |
| 3.6145  | 6900  | 0.0           | -               |
| 3.6406  | 6950  | 0.0           | -               |
| 3.6668  | 7000  | 0.0           | -               |
| 3.6930  | 7050  | 0.0           | -               |
| 3.7192  | 7100  | 0.0           | -               |
| 3.7454  | 7150  | 0.0           | -               |
| 3.7716  | 7200  | 0.0           | -               |
| 3.7978  | 7250  | 0.0           | -               |
| 3.8240  | 7300  | 0.0           | -               |
| 3.8502  | 7350  | 0.0           | -               |
| 3.8764  | 7400  | 0.0           | -               |
| 3.9026  | 7450  | 0.0           | -               |
| 3.9288  | 7500  | 0.0           | -               |
| 3.9550  | 7550  | 0.0           | -               |
| 3.9811  | 7600  | 0.0           | -               |
| 4.0073  | 7650  | 0.0           | -               |
| 4.0335  | 7700  | 0.0           | -               |
| 4.0597  | 7750  | 0.0           | -               |
| 4.0859  | 7800  | 0.0           | -               |
| 4.1121  | 7850  | 0.0           | -               |
| 4.1383  | 7900  | 0.0           | -               |
| 4.1645  | 7950  | 0.0           | -               |
| 4.1907  | 8000  | 0.0           | -               |
| 4.2169  | 8050  | 0.0           | -               |
| 4.2431  | 8100  | 0.0           | -               |
| 4.2693  | 8150  | 0.0           | -               |
| 4.2954  | 8200  | 0.0           | -               |
| 4.3216  | 8250  | 0.0           | -               |
| 4.3478  | 8300  | 0.0           | -               |
| 4.3740  | 8350  | 0.0           | -               |
| 4.4002  | 8400  | 0.0           | -               |
| 4.4264  | 8450  | 0.0           | -               |
| 4.4526  | 8500  | 0.0           | -               |
| 4.4788  | 8550  | 0.0           | -               |
| 4.5050  | 8600  | 0.0           | -               |
| 4.5312  | 8650  | 0.0           | -               |
| 4.5574  | 8700  | 0.0           | -               |
| 4.5836  | 8750  | 0.0006        | -               |
| 4.6097  | 8800  | 0.0006        | -               |
| 4.6359  | 8850  | 0.0002        | -               |
| 4.6621  | 8900  | 0.0001        | -               |
| 4.6883  | 8950  | 0.0           | -               |
| 4.7145  | 9000  | 0.0           | -               |
| 4.7407  | 9050  | 0.0           | -               |
| 4.7669  | 9100  | 0.0001        | -               |
| 4.7931  | 9150  | 0.0           | -               |
| 4.8193  | 9200  | 0.0           | -               |
| 4.8455  | 9250  | 0.0           | -               |
| 4.8717  | 9300  | 0.0           | -               |
| 4.8979  | 9350  | 0.0           | -               |
| 4.9240  | 9400  | 0.0           | -               |
| 4.9502  | 9450  | 0.0           | -               |
| 4.9764  | 9500  | 0.0           | -               |
| 5.0026  | 9550  | 0.0           | -               |
| 5.0288  | 9600  | 0.0           | -               |
| 5.0550  | 9650  | 0.0           | -               |
| 5.0812  | 9700  | 0.0           | -               |
| 5.1074  | 9750  | 0.0           | -               |
| 5.1336  | 9800  | 0.0           | -               |
| 5.1598  | 9850  | 0.0           | -               |
| 5.1860  | 9900  | 0.0           | -               |
| 5.2122  | 9950  | 0.0           | -               |
| 5.2383  | 10000 | 0.0           | -               |
| 5.2645  | 10050 | 0.0           | -               |
| 5.2907  | 10100 | 0.0           | -               |
| 5.3169  | 10150 | 0.0           | -               |
| 5.3431  | 10200 | 0.0           | -               |
| 5.3693  | 10250 | 0.0           | -               |
| 5.3955  | 10300 | 0.0           | -               |
| 5.4217  | 10350 | 0.0           | -               |
| 5.4479  | 10400 | 0.0           | -               |
| 5.4741  | 10450 | 0.0           | -               |
| 5.5003  | 10500 | 0.0           | -               |
| 5.5265  | 10550 | 0.0           | -               |
| 5.5526  | 10600 | 0.0           | -               |
| 5.5788  | 10650 | 0.0           | -               |
| 5.6050  | 10700 | 0.0           | -               |
| 5.6312  | 10750 | 0.0           | -               |
| 5.6574  | 10800 | 0.0           | -               |
| 5.6836  | 10850 | 0.0           | -               |
| 5.7098  | 10900 | 0.0           | -               |
| 5.7360  | 10950 | 0.0           | -               |
| 5.7622  | 11000 | 0.0           | -               |
| 5.7884  | 11050 | 0.0           | -               |
| 5.8146  | 11100 | 0.0           | -               |
| 5.8408  | 11150 | 0.0           | -               |
| 5.8669  | 11200 | 0.0           | -               |
| 5.8931  | 11250 | 0.0           | -               |
| 5.9193  | 11300 | 0.0           | -               |
| 5.9455  | 11350 | 0.0           | -               |
| 5.9717  | 11400 | 0.0           | -               |
| 5.9979  | 11450 | 0.0           | -               |
| 6.0241  | 11500 | 0.0           | -               |
| 6.0503  | 11550 | 0.0           | -               |
| 6.0765  | 11600 | 0.0           | -               |
| 6.1027  | 11650 | 0.0           | -               |
| 6.1289  | 11700 | 0.0           | -               |
| 6.1551  | 11750 | 0.0           | -               |
| 6.1812  | 11800 | 0.0           | -               |
| 6.2074  | 11850 | 0.0           | -               |
| 6.2336  | 11900 | 0.0           | -               |
| 6.2598  | 11950 | 0.0           | -               |
| 6.2860  | 12000 | 0.0           | -               |
| 6.3122  | 12050 | 0.0           | -               |
| 6.3384  | 12100 | 0.0           | -               |
| 6.3646  | 12150 | 0.0           | -               |
| 6.3908  | 12200 | 0.0           | -               |
| 6.4170  | 12250 | 0.0           | -               |
| 6.4432  | 12300 | 0.0           | -               |
| 6.4694  | 12350 | 0.0           | -               |
| 6.4955  | 12400 | 0.0           | -               |
| 6.5217  | 12450 | 0.0           | -               |
| 6.5479  | 12500 | 0.0           | -               |
| 6.5741  | 12550 | 0.0           | -               |
| 6.6003  | 12600 | 0.0           | -               |
| 6.6265  | 12650 | 0.0           | -               |
| 6.6527  | 12700 | 0.0           | -               |
| 6.6789  | 12750 | 0.0           | -               |
| 6.7051  | 12800 | 0.0           | -               |
| 6.7313  | 12850 | 0.0           | -               |
| 6.7575  | 12900 | 0.0           | -               |
| 6.7837  | 12950 | 0.0           | -               |
| 6.8098  | 13000 | 0.0           | -               |
| 6.8360  | 13050 | 0.0           | -               |
| 6.8622  | 13100 | 0.0           | -               |
| 6.8884  | 13150 | 0.0           | -               |
| 6.9146  | 13200 | 0.0           | -               |
| 6.9408  | 13250 | 0.0           | -               |
| 6.9670  | 13300 | 0.0           | -               |
| 6.9932  | 13350 | 0.0           | -               |
| 7.0194  | 13400 | 0.0           | -               |
| 7.0456  | 13450 | 0.0           | -               |
| 7.0718  | 13500 | 0.0           | -               |
| 7.0980  | 13550 | 0.0           | -               |
| 7.1241  | 13600 | 0.0           | -               |
| 7.1503  | 13650 | 0.0           | -               |
| 7.1765  | 13700 | 0.0           | -               |
| 7.2027  | 13750 | 0.0           | -               |
| 7.2289  | 13800 | 0.0           | -               |
| 7.2551  | 13850 | 0.0           | -               |
| 7.2813  | 13900 | 0.0           | -               |
| 7.3075  | 13950 | 0.0           | -               |
| 7.3337  | 14000 | 0.0           | -               |
| 7.3599  | 14050 | 0.0           | -               |
| 7.3861  | 14100 | 0.0           | -               |
| 7.4123  | 14150 | 0.0           | -               |
| 7.4384  | 14200 | 0.0           | -               |
| 7.4646  | 14250 | 0.0           | -               |
| 7.4908  | 14300 | 0.0           | -               |
| 7.5170  | 14350 | 0.0           | -               |
| 7.5432  | 14400 | 0.0           | -               |
| 7.5694  | 14450 | 0.0           | -               |
| 7.5956  | 14500 | 0.0           | -               |
| 7.6218  | 14550 | 0.0           | -               |
| 7.6480  | 14600 | 0.0           | -               |
| 7.6742  | 14650 | 0.0           | -               |
| 7.7004  | 14700 | 0.0           | -               |
| 7.7266  | 14750 | 0.0           | -               |
| 7.7528  | 14800 | 0.0           | -               |
| 7.7789  | 14850 | 0.0           | -               |
| 7.8051  | 14900 | 0.0           | -               |
| 7.8313  | 14950 | 0.0           | -               |
| 7.8575  | 15000 | 0.0           | -               |
| 7.8837  | 15050 | 0.0           | -               |
| 7.9099  | 15100 | 0.0           | -               |
| 7.9361  | 15150 | 0.0           | -               |
| 7.9623  | 15200 | 0.0           | -               |
| 7.9885  | 15250 | 0.0           | -               |
| 8.0147  | 15300 | 0.0           | -               |
| 8.0409  | 15350 | 0.0           | -               |
| 8.0671  | 15400 | 0.0           | -               |
| 8.0932  | 15450 | 0.0           | -               |
| 8.1194  | 15500 | 0.0           | -               |
| 8.1456  | 15550 | 0.0           | -               |
| 8.1718  | 15600 | 0.0           | -               |
| 8.1980  | 15650 | 0.0           | -               |
| 8.2242  | 15700 | 0.0           | -               |
| 8.2504  | 15750 | 0.0           | -               |
| 8.2766  | 15800 | 0.0           | -               |
| 8.3028  | 15850 | 0.0           | -               |
| 8.3290  | 15900 | 0.0           | -               |
| 8.3552  | 15950 | 0.0           | -               |
| 8.3814  | 16000 | 0.0           | -               |
| 8.4075  | 16050 | 0.0           | -               |
| 8.4337  | 16100 | 0.0           | -               |
| 8.4599  | 16150 | 0.0           | -               |
| 8.4861  | 16200 | 0.0           | -               |
| 8.5123  | 16250 | 0.0           | -               |
| 8.5385  | 16300 | 0.0           | -               |
| 8.5647  | 16350 | 0.0           | -               |
| 8.5909  | 16400 | 0.0           | -               |
| 8.6171  | 16450 | 0.0           | -               |
| 8.6433  | 16500 | 0.0           | -               |
| 8.6695  | 16550 | 0.0           | -               |
| 8.6957  | 16600 | 0.0           | -               |
| 8.7218  | 16650 | 0.0           | -               |
| 8.7480  | 16700 | 0.0           | -               |
| 8.7742  | 16750 | 0.0           | -               |
| 8.8004  | 16800 | 0.0           | -               |
| 8.8266  | 16850 | 0.0           | -               |
| 8.8528  | 16900 | 0.0           | -               |
| 8.8790  | 16950 | 0.0           | -               |
| 8.9052  | 17000 | 0.0           | -               |
| 8.9314  | 17050 | 0.0           | -               |
| 8.9576  | 17100 | 0.0           | -               |
| 8.9838  | 17150 | 0.0           | -               |
| 9.0100  | 17200 | 0.0           | -               |
| 9.0361  | 17250 | 0.0           | -               |
| 9.0623  | 17300 | 0.0           | -               |
| 9.0885  | 17350 | 0.0           | -               |
| 9.1147  | 17400 | 0.0           | -               |
| 9.1409  | 17450 | 0.0           | -               |
| 9.1671  | 17500 | 0.0           | -               |
| 9.1933  | 17550 | 0.0           | -               |
| 9.2195  | 17600 | 0.0           | -               |
| 9.2457  | 17650 | 0.0           | -               |
| 9.2719  | 17700 | 0.0           | -               |
| 9.2981  | 17750 | 0.0           | -               |
| 9.3243  | 17800 | 0.0           | -               |
| 9.3504  | 17850 | 0.0           | -               |
| 9.3766  | 17900 | 0.0           | -               |
| 9.4028  | 17950 | 0.0           | -               |
| 9.4290  | 18000 | 0.0           | -               |
| 9.4552  | 18050 | 0.0           | -               |
| 9.4814  | 18100 | 0.0           | -               |
| 9.5076  | 18150 | 0.0           | -               |
| 9.5338  | 18200 | 0.0           | -               |
| 9.5600  | 18250 | 0.0           | -               |
| 9.5862  | 18300 | 0.0           | -               |
| 9.6124  | 18350 | 0.0           | -               |
| 9.6386  | 18400 | 0.0           | -               |
| 9.6647  | 18450 | 0.0           | -               |
| 9.6909  | 18500 | 0.0           | -               |
| 9.7171  | 18550 | 0.0           | -               |
| 9.7433  | 18600 | 0.0           | -               |
| 9.7695  | 18650 | 0.0           | -               |
| 9.7957  | 18700 | 0.0           | -               |
| 9.8219  | 18750 | 0.0           | -               |
| 9.8481  | 18800 | 0.0           | -               |
| 9.8743  | 18850 | 0.0           | -               |
| 9.9005  | 18900 | 0.0           | -               |
| 9.9267  | 18950 | 0.0           | -               |
| 9.9529  | 19000 | 0.0           | -               |
| 9.9790  | 19050 | 0.0           | -               |
| 10.0052 | 19100 | 0.0           | -               |
| 10.0314 | 19150 | 0.0           | -               |
| 10.0576 | 19200 | 0.0009        | -               |
| 10.0838 | 19250 | 0.0001        | -               |
| 10.1100 | 19300 | 0.0           | -               |
| 10.1362 | 19350 | 0.0           | -               |
| 10.1624 | 19400 | 0.0           | -               |
| 10.1886 | 19450 | 0.0           | -               |
| 10.2148 | 19500 | 0.0           | -               |
| 10.2410 | 19550 | 0.0           | -               |
| 10.2672 | 19600 | 0.0           | -               |
| 10.2933 | 19650 | 0.0           | -               |
| 10.3195 | 19700 | 0.0           | -               |
| 10.3457 | 19750 | 0.0           | -               |
| 10.3719 | 19800 | 0.0           | -               |
| 10.3981 | 19850 | 0.0           | -               |
| 10.4243 | 19900 | 0.0           | -               |
| 10.4505 | 19950 | 0.0           | -               |
| 10.4767 | 20000 | 0.0           | -               |
| 10.5029 | 20050 | 0.0           | -               |
| 10.5291 | 20100 | 0.0           | -               |
| 10.5553 | 20150 | 0.0           | -               |
| 10.5815 | 20200 | 0.0           | -               |
| 10.6076 | 20250 | 0.0           | -               |
| 10.6338 | 20300 | 0.0           | -               |
| 10.6600 | 20350 | 0.0           | -               |
| 10.6862 | 20400 | 0.0           | -               |
| 10.7124 | 20450 | 0.0           | -               |
| 10.7386 | 20500 | 0.0           | -               |
| 10.7648 | 20550 | 0.0           | -               |
| 10.7910 | 20600 | 0.0           | -               |
| 10.8172 | 20650 | 0.0           | -               |
| 10.8434 | 20700 | 0.0           | -               |
| 10.8696 | 20750 | 0.0           | -               |
| 10.8958 | 20800 | 0.0           | -               |
| 10.9219 | 20850 | 0.0           | -               |
| 10.9481 | 20900 | 0.0           | -               |
| 10.9743 | 20950 | 0.0           | -               |
| 11.0005 | 21000 | 0.0           | -               |
| 11.0267 | 21050 | 0.0           | -               |
| 11.0529 | 21100 | 0.0           | -               |
| 11.0791 | 21150 | 0.0           | -               |
| 11.1053 | 21200 | 0.0           | -               |
| 11.1315 | 21250 | 0.0           | -               |
| 11.1577 | 21300 | 0.0           | -               |
| 11.1839 | 21350 | 0.0           | -               |
| 11.2101 | 21400 | 0.0           | -               |
| 11.2362 | 21450 | 0.0           | -               |
| 11.2624 | 21500 | 0.0           | -               |
| 11.2886 | 21550 | 0.0           | -               |
| 11.3148 | 21600 | 0.0           | -               |
| 11.3410 | 21650 | 0.0           | -               |
| 11.3672 | 21700 | 0.0           | -               |
| 11.3934 | 21750 | 0.0           | -               |
| 11.4196 | 21800 | 0.0           | -               |
| 11.4458 | 21850 | 0.0           | -               |
| 11.4720 | 21900 | 0.0           | -               |
| 11.4982 | 21950 | 0.0           | -               |
| 11.5244 | 22000 | 0.0           | -               |
| 11.5506 | 22050 | 0.0           | -               |
| 11.5767 | 22100 | 0.0           | -               |
| 11.6029 | 22150 | 0.0           | -               |
| 11.6291 | 22200 | 0.0           | -               |
| 11.6553 | 22250 | 0.0           | -               |
| 11.6815 | 22300 | 0.0           | -               |
| 11.7077 | 22350 | 0.0           | -               |
| 11.7339 | 22400 | 0.0           | -               |
| 11.7601 | 22450 | 0.0           | -               |
| 11.7863 | 22500 | 0.0           | -               |
| 11.8125 | 22550 | 0.0           | -               |
| 11.8387 | 22600 | 0.0           | -               |
| 11.8649 | 22650 | 0.0           | -               |
| 11.8910 | 22700 | 0.0           | -               |
| 11.9172 | 22750 | 0.0           | -               |
| 11.9434 | 22800 | 0.0           | -               |
| 11.9696 | 22850 | 0.0           | -               |
| 11.9958 | 22900 | 0.0           | -               |
| 12.0220 | 22950 | 0.0           | -               |
| 12.0482 | 23000 | 0.0           | -               |
| 12.0744 | 23050 | 0.0           | -               |
| 12.1006 | 23100 | 0.0           | -               |
| 12.1268 | 23150 | 0.0           | -               |
| 12.1530 | 23200 | 0.0           | -               |
| 12.1792 | 23250 | 0.0           | -               |
| 12.2053 | 23300 | 0.0           | -               |
| 12.2315 | 23350 | 0.0           | -               |
| 12.2577 | 23400 | 0.0           | -               |
| 12.2839 | 23450 | 0.0           | -               |
| 12.3101 | 23500 | 0.0           | -               |
| 12.3363 | 23550 | 0.0           | -               |
| 12.3625 | 23600 | 0.0           | -               |
| 12.3887 | 23650 | 0.0           | -               |
| 12.4149 | 23700 | 0.0           | -               |
| 12.4411 | 23750 | 0.0           | -               |
| 12.4673 | 23800 | 0.0           | -               |
| 12.4935 | 23850 | 0.0           | -               |
| 12.5196 | 23900 | 0.0           | -               |
| 12.5458 | 23950 | 0.0           | -               |
| 12.5720 | 24000 | 0.0           | -               |
| 12.5982 | 24050 | 0.0           | -               |
| 12.6244 | 24100 | 0.0           | -               |
| 12.6506 | 24150 | 0.0           | -               |
| 12.6768 | 24200 | 0.0           | -               |
| 12.7030 | 24250 | 0.0           | -               |
| 12.7292 | 24300 | 0.0           | -               |
| 12.7554 | 24350 | 0.0           | -               |
| 12.7816 | 24400 | 0.0           | -               |
| 12.8078 | 24450 | 0.0           | -               |
| 12.8339 | 24500 | 0.0           | -               |
| 12.8601 | 24550 | 0.0           | -               |
| 12.8863 | 24600 | 0.0           | -               |
| 12.9125 | 24650 | 0.0           | -               |
| 12.9387 | 24700 | 0.0           | -               |
| 12.9649 | 24750 | 0.0           | -               |
| 12.9911 | 24800 | 0.0           | -               |
| 13.0173 | 24850 | 0.0           | -               |
| 13.0435 | 24900 | 0.0           | -               |
| 13.0697 | 24950 | 0.0           | -               |
| 13.0959 | 25000 | 0.0           | -               |
| 13.1221 | 25050 | 0.0           | -               |
| 13.1482 | 25100 | 0.0           | -               |
| 13.1744 | 25150 | 0.0           | -               |
| 13.2006 | 25200 | 0.0           | -               |
| 13.2268 | 25250 | 0.0           | -               |
| 13.2530 | 25300 | 0.0           | -               |
| 13.2792 | 25350 | 0.0           | -               |
| 13.3054 | 25400 | 0.0           | -               |
| 13.3316 | 25450 | 0.0           | -               |
| 13.3578 | 25500 | 0.0           | -               |
| 13.3840 | 25550 | 0.0           | -               |
| 13.4102 | 25600 | 0.0           | -               |
| 13.4364 | 25650 | 0.0           | -               |
| 13.4625 | 25700 | 0.0           | -               |
| 13.4887 | 25750 | 0.0           | -               |
| 13.5149 | 25800 | 0.0           | -               |
| 13.5411 | 25850 | 0.0           | -               |
| 13.5673 | 25900 | 0.0           | -               |
| 13.5935 | 25950 | 0.0           | -               |
| 13.6197 | 26000 | 0.0           | -               |
| 13.6459 | 26050 | 0.0           | -               |
| 13.6721 | 26100 | 0.0           | -               |
| 13.6983 | 26150 | 0.0           | -               |
| 13.7245 | 26200 | 0.0           | -               |
| 13.7507 | 26250 | 0.0           | -               |
| 13.7768 | 26300 | 0.0           | -               |
| 13.8030 | 26350 | 0.0           | -               |
| 13.8292 | 26400 | 0.0           | -               |
| 13.8554 | 26450 | 0.0           | -               |
| 13.8816 | 26500 | 0.0           | -               |
| 13.9078 | 26550 | 0.0           | -               |
| 13.9340 | 26600 | 0.0           | -               |
| 13.9602 | 26650 | 0.0           | -               |
| 13.9864 | 26700 | 0.0           | -               |
| 14.0126 | 26750 | 0.0           | -               |
| 14.0388 | 26800 | 0.0           | -               |
| 14.0650 | 26850 | 0.0           | -               |
| 14.0911 | 26900 | 0.0           | -               |
| 14.1173 | 26950 | 0.0           | -               |
| 14.1435 | 27000 | 0.0           | -               |
| 14.1697 | 27050 | 0.0           | -               |
| 14.1959 | 27100 | 0.0           | -               |
| 14.2221 | 27150 | 0.0           | -               |
| 14.2483 | 27200 | 0.0           | -               |
| 14.2745 | 27250 | 0.0           | -               |
| 14.3007 | 27300 | 0.0           | -               |
| 14.3269 | 27350 | 0.0           | -               |
| 14.3531 | 27400 | 0.0           | -               |
| 14.3793 | 27450 | 0.0           | -               |
| 14.4054 | 27500 | 0.0           | -               |
| 14.4316 | 27550 | 0.0           | -               |
| 14.4578 | 27600 | 0.0           | -               |
| 14.4840 | 27650 | 0.0           | -               |
| 14.5102 | 27700 | 0.0           | -               |
| 14.5364 | 27750 | 0.0           | -               |
| 14.5626 | 27800 | 0.0           | -               |
| 14.5888 | 27850 | 0.0           | -               |
| 14.6150 | 27900 | 0.0           | -               |
| 14.6412 | 27950 | 0.0           | -               |
| 14.6674 | 28000 | 0.0           | -               |
| 14.6936 | 28050 | 0.0           | -               |
| 14.7197 | 28100 | 0.0           | -               |
| 14.7459 | 28150 | 0.0           | -               |
| 14.7721 | 28200 | 0.0           | -               |
| 14.7983 | 28250 | 0.0           | -               |
| 14.8245 | 28300 | 0.0           | -               |
| 14.8507 | 28350 | 0.0           | -               |
| 14.8769 | 28400 | 0.0           | -               |
| 14.9031 | 28450 | 0.0           | -               |
| 14.9293 | 28500 | 0.0           | -               |
| 14.9555 | 28550 | 0.0           | -               |
| 14.9817 | 28600 | 0.0           | -               |
| 15.0079 | 28650 | 0.0           | -               |
| 15.0340 | 28700 | 0.0           | -               |
| 15.0602 | 28750 | 0.0           | -               |
| 15.0864 | 28800 | 0.0           | -               |
| 15.1126 | 28850 | 0.0           | -               |
| 15.1388 | 28900 | 0.0           | -               |
| 15.1650 | 28950 | 0.0           | -               |
| 15.1912 | 29000 | 0.0           | -               |
| 15.2174 | 29050 | 0.0           | -               |
| 15.2436 | 29100 | 0.0           | -               |
| 15.2698 | 29150 | 0.0           | -               |
| 15.2960 | 29200 | 0.0           | -               |
| 15.3222 | 29250 | 0.0           | -               |
| 15.3483 | 29300 | 0.0           | -               |
| 15.3745 | 29350 | 0.0           | -               |
| 15.4007 | 29400 | 0.0           | -               |
| 15.4269 | 29450 | 0.0           | -               |
| 15.4531 | 29500 | 0.0           | -               |
| 15.4793 | 29550 | 0.0           | -               |
| 15.5055 | 29600 | 0.0           | -               |
| 15.5317 | 29650 | 0.0           | -               |
| 15.5579 | 29700 | 0.0           | -               |
| 15.5841 | 29750 | 0.0           | -               |
| 15.6103 | 29800 | 0.0           | -               |
| 15.6365 | 29850 | 0.0           | -               |
| 15.6627 | 29900 | 0.0           | -               |
| 15.6888 | 29950 | 0.0           | -               |
| 15.7150 | 30000 | 0.0           | -               |
| 15.7412 | 30050 | 0.0           | -               |
| 15.7674 | 30100 | 0.0           | -               |
| 15.7936 | 30150 | 0.0           | -               |
| 15.8198 | 30200 | 0.0           | -               |
| 15.8460 | 30250 | 0.0           | -               |
| 15.8722 | 30300 | 0.0           | -               |
| 15.8984 | 30350 | 0.0           | -               |
| 15.9246 | 30400 | 0.0           | -               |
| 15.9508 | 30450 | 0.0           | -               |
| 15.9770 | 30500 | 0.0           | -               |
| 16.0031 | 30550 | 0.0           | -               |
| 16.0293 | 30600 | 0.0           | -               |
| 16.0555 | 30650 | 0.0           | -               |
| 16.0817 | 30700 | 0.0           | -               |
| 16.1079 | 30750 | 0.0           | -               |
| 16.1341 | 30800 | 0.0           | -               |
| 16.1603 | 30850 | 0.0           | -               |
| 16.1865 | 30900 | 0.0           | -               |
| 16.2127 | 30950 | 0.0           | -               |
| 16.2389 | 31000 | 0.0           | -               |
| 16.2651 | 31050 | 0.0           | -               |
| 16.2913 | 31100 | 0.0           | -               |
| 16.3174 | 31150 | 0.0           | -               |
| 16.3436 | 31200 | 0.0           | -               |
| 16.3698 | 31250 | 0.0           | -               |
| 16.3960 | 31300 | 0.0           | -               |
| 16.4222 | 31350 | 0.0           | -               |
| 16.4484 | 31400 | 0.0           | -               |
| 16.4746 | 31450 | 0.0           | -               |
| 16.5008 | 31500 | 0.0           | -               |
| 16.5270 | 31550 | 0.0           | -               |
| 16.5532 | 31600 | 0.0           | -               |
| 16.5794 | 31650 | 0.0           | -               |
| 16.6056 | 31700 | 0.0           | -               |
| 16.6317 | 31750 | 0.0           | -               |
| 16.6579 | 31800 | 0.0           | -               |
| 16.6841 | 31850 | 0.0           | -               |
| 16.7103 | 31900 | 0.0           | -               |
| 16.7365 | 31950 | 0.0           | -               |
| 16.7627 | 32000 | 0.0           | -               |
| 16.7889 | 32050 | 0.0           | -               |
| 16.8151 | 32100 | 0.0           | -               |
| 16.8413 | 32150 | 0.0           | -               |
| 16.8675 | 32200 | 0.0           | -               |
| 16.8937 | 32250 | 0.0           | -               |
| 16.9199 | 32300 | 0.0           | -               |
| 16.9460 | 32350 | 0.0           | -               |
| 16.9722 | 32400 | 0.0           | -               |
| 16.9984 | 32450 | 0.0           | -               |
| 17.0246 | 32500 | 0.0           | -               |
| 17.0508 | 32550 | 0.0           | -               |
| 17.0770 | 32600 | 0.0           | -               |
| 17.1032 | 32650 | 0.0           | -               |
| 17.1294 | 32700 | 0.0           | -               |
| 17.1556 | 32750 | 0.0           | -               |
| 17.1818 | 32800 | 0.0           | -               |
| 17.2080 | 32850 | 0.0           | -               |
| 17.2342 | 32900 | 0.0           | -               |
| 17.2603 | 32950 | 0.0           | -               |
| 17.2865 | 33000 | 0.0           | -               |
| 17.3127 | 33050 | 0.0           | -               |
| 17.3389 | 33100 | 0.0           | -               |
| 17.3651 | 33150 | 0.0           | -               |
| 17.3913 | 33200 | 0.0           | -               |
| 17.4175 | 33250 | 0.0           | -               |
| 17.4437 | 33300 | 0.0           | -               |
| 17.4699 | 33350 | 0.0           | -               |
| 17.4961 | 33400 | 0.0           | -               |
| 17.5223 | 33450 | 0.0           | -               |
| 17.5485 | 33500 | 0.0           | -               |
| 17.5746 | 33550 | 0.0           | -               |
| 17.6008 | 33600 | 0.0           | -               |
| 17.6270 | 33650 | 0.0           | -               |
| 17.6532 | 33700 | 0.0           | -               |
| 17.6794 | 33750 | 0.0           | -               |
| 17.7056 | 33800 | 0.0           | -               |
| 17.7318 | 33850 | 0.0           | -               |
| 17.7580 | 33900 | 0.0           | -               |
| 17.7842 | 33950 | 0.0           | -               |
| 17.8104 | 34000 | 0.0           | -               |
| 17.8366 | 34050 | 0.0           | -               |
| 17.8628 | 34100 | 0.0           | -               |
| 17.8889 | 34150 | 0.0           | -               |
| 17.9151 | 34200 | 0.0           | -               |
| 17.9413 | 34250 | 0.0           | -               |
| 17.9675 | 34300 | 0.0           | -               |
| 17.9937 | 34350 | 0.0           | -               |
| 18.0199 | 34400 | 0.0           | -               |
| 18.0461 | 34450 | 0.0           | -               |
| 18.0723 | 34500 | 0.0           | -               |
| 18.0985 | 34550 | 0.0           | -               |
| 18.1247 | 34600 | 0.0           | -               |
| 18.1509 | 34650 | 0.0           | -               |
| 18.1771 | 34700 | 0.0           | -               |
| 18.2032 | 34750 | 0.0           | -               |
| 18.2294 | 34800 | 0.0           | -               |
| 18.2556 | 34850 | 0.0           | -               |
| 18.2818 | 34900 | 0.0           | -               |
| 18.3080 | 34950 | 0.0           | -               |
| 18.3342 | 35000 | 0.0           | -               |
| 18.3604 | 35050 | 0.0           | -               |
| 18.3866 | 35100 | 0.0           | -               |
| 18.4128 | 35150 | 0.0           | -               |
| 18.4390 | 35200 | 0.0           | -               |
| 18.4652 | 35250 | 0.0           | -               |
| 18.4914 | 35300 | 0.0           | -               |
| 18.5175 | 35350 | 0.0           | -               |
| 18.5437 | 35400 | 0.0           | -               |
| 18.5699 | 35450 | 0.0           | -               |
| 18.5961 | 35500 | 0.0           | -               |
| 18.6223 | 35550 | 0.0           | -               |
| 18.6485 | 35600 | 0.0           | -               |
| 18.6747 | 35650 | 0.0           | -               |
| 18.7009 | 35700 | 0.0           | -               |
| 18.7271 | 35750 | 0.0           | -               |
| 18.7533 | 35800 | 0.0           | -               |
| 18.7795 | 35850 | 0.0           | -               |
| 18.8057 | 35900 | 0.0           | -               |
| 18.8318 | 35950 | 0.0           | -               |
| 18.8580 | 36000 | 0.0           | -               |
| 18.8842 | 36050 | 0.0           | -               |
| 18.9104 | 36100 | 0.0           | -               |
| 18.9366 | 36150 | 0.0           | -               |
| 18.9628 | 36200 | 0.0           | -               |
| 18.9890 | 36250 | 0.0           | -               |
| 19.0152 | 36300 | 0.0           | -               |
| 19.0414 | 36350 | 0.0           | -               |
| 19.0676 | 36400 | 0.0           | -               |
| 19.0938 | 36450 | 0.0           | -               |
| 19.1200 | 36500 | 0.0           | -               |
| 19.1461 | 36550 | 0.0           | -               |
| 19.1723 | 36600 | 0.0           | -               |
| 19.1985 | 36650 | 0.0           | -               |
| 19.2247 | 36700 | 0.0           | -               |
| 19.2509 | 36750 | 0.0           | -               |
| 19.2771 | 36800 | 0.0           | -               |
| 19.3033 | 36850 | 0.0           | -               |
| 19.3295 | 36900 | 0.0           | -               |
| 19.3557 | 36950 | 0.0           | -               |
| 19.3819 | 37000 | 0.0           | -               |
| 19.4081 | 37050 | 0.0           | -               |
| 19.4343 | 37100 | 0.0           | -               |
| 19.4605 | 37150 | 0.0           | -               |
| 19.4866 | 37200 | 0.0           | -               |
| 19.5128 | 37250 | 0.0           | -               |
| 19.5390 | 37300 | 0.0           | -               |
| 19.5652 | 37350 | 0.0           | -               |
| 19.5914 | 37400 | 0.0           | -               |
| 19.6176 | 37450 | 0.0           | -               |
| 19.6438 | 37500 | 0.0           | -               |
| 19.6700 | 37550 | 0.0           | -               |
| 19.6962 | 37600 | 0.0           | -               |
| 19.7224 | 37650 | 0.0           | -               |
| 19.7486 | 37700 | 0.0           | -               |
| 19.7748 | 37750 | 0.0           | -               |
| 19.8009 | 37800 | 0.0           | -               |
| 19.8271 | 37850 | 0.0           | -               |
| 19.8533 | 37900 | 0.0           | -               |
| 19.8795 | 37950 | 0.0           | -               |
| 19.9057 | 38000 | 0.0           | -               |
| 19.9319 | 38050 | 0.0           | -               |
| 19.9581 | 38100 | 0.0           | -               |
| 19.9843 | 38150 | 0.0           | -               |
| 20.0105 | 38200 | 0.0           | -               |
| 20.0367 | 38250 | 0.0           | -               |
| 20.0629 | 38300 | 0.0           | -               |
| 20.0891 | 38350 | 0.0           | -               |
| 20.1152 | 38400 | 0.0           | -               |
| 20.1414 | 38450 | 0.0           | -               |
| 20.1676 | 38500 | 0.0           | -               |
| 20.1938 | 38550 | 0.0           | -               |
| 20.2200 | 38600 | 0.0           | -               |
| 20.2462 | 38650 | 0.0           | -               |
| 20.2724 | 38700 | 0.0           | -               |
| 20.2986 | 38750 | 0.0           | -               |
| 20.3248 | 38800 | 0.0           | -               |
| 20.3510 | 38850 | 0.0           | -               |
| 20.3772 | 38900 | 0.0           | -               |
| 20.4034 | 38950 | 0.0           | -               |
| 20.4295 | 39000 | 0.0           | -               |
| 20.4557 | 39050 | 0.0           | -               |
| 20.4819 | 39100 | 0.0           | -               |
| 20.5081 | 39150 | 0.0           | -               |
| 20.5343 | 39200 | 0.0           | -               |
| 20.5605 | 39250 | 0.0           | -               |
| 20.5867 | 39300 | 0.0           | -               |
| 20.6129 | 39350 | 0.0           | -               |
| 20.6391 | 39400 | 0.0           | -               |
| 20.6653 | 39450 | 0.0           | -               |
| 20.6915 | 39500 | 0.0           | -               |
| 20.7177 | 39550 | 0.0           | -               |
| 20.7438 | 39600 | 0.0           | -               |
| 20.7700 | 39650 | 0.0           | -               |
| 20.7962 | 39700 | 0.0           | -               |
| 20.8224 | 39750 | 0.0           | -               |
| 20.8486 | 39800 | 0.0           | -               |
| 20.8748 | 39850 | 0.0           | -               |
| 20.9010 | 39900 | 0.0           | -               |
| 20.9272 | 39950 | 0.0           | -               |
| 20.9534 | 40000 | 0.0           | -               |
| 20.9796 | 40050 | 0.0           | -               |
| 21.0058 | 40100 | 0.0           | -               |
| 21.0320 | 40150 | 0.0           | -               |
| 21.0581 | 40200 | 0.0           | -               |
| 21.0843 | 40250 | 0.0           | -               |
| 21.1105 | 40300 | 0.0           | -               |
| 21.1367 | 40350 | 0.0           | -               |
| 21.1629 | 40400 | 0.0           | -               |
| 21.1891 | 40450 | 0.0           | -               |
| 21.2153 | 40500 | 0.0           | -               |
| 21.2415 | 40550 | 0.0           | -               |
| 21.2677 | 40600 | 0.0           | -               |
| 21.2939 | 40650 | 0.0           | -               |
| 21.3201 | 40700 | 0.0           | -               |
| 21.3463 | 40750 | 0.0           | -               |
| 21.3724 | 40800 | 0.0           | -               |
| 21.3986 | 40850 | 0.0           | -               |
| 21.4248 | 40900 | 0.0           | -               |
| 21.4510 | 40950 | 0.0           | -               |
| 21.4772 | 41000 | 0.0           | -               |
| 21.5034 | 41050 | 0.0           | -               |
| 21.5296 | 41100 | 0.0           | -               |
| 21.5558 | 41150 | 0.0           | -               |
| 21.5820 | 41200 | 0.0           | -               |
| 21.6082 | 41250 | 0.0           | -               |
| 21.6344 | 41300 | 0.0           | -               |
| 21.6606 | 41350 | 0.0           | -               |
| 21.6867 | 41400 | 0.0           | -               |
| 21.7129 | 41450 | 0.0           | -               |
| 21.7391 | 41500 | 0.0           | -               |
| 21.7653 | 41550 | 0.0           | -               |
| 21.7915 | 41600 | 0.0           | -               |
| 21.8177 | 41650 | 0.0           | -               |
| 21.8439 | 41700 | 0.0           | -               |
| 21.8701 | 41750 | 0.0           | -               |
| 21.8963 | 41800 | 0.0           | -               |
| 21.9225 | 41850 | 0.0           | -               |
| 21.9487 | 41900 | 0.0           | -               |
| 21.9749 | 41950 | 0.0           | -               |
| 22.0010 | 42000 | 0.0           | -               |
| 22.0272 | 42050 | 0.0           | -               |
| 22.0534 | 42100 | 0.0           | -               |
| 22.0796 | 42150 | 0.0           | -               |
| 22.1058 | 42200 | 0.0           | -               |
| 22.1320 | 42250 | 0.0           | -               |
| 22.1582 | 42300 | 0.0           | -               |
| 22.1844 | 42350 | 0.0           | -               |
| 22.2106 | 42400 | 0.0           | -               |
| 22.2368 | 42450 | 0.0           | -               |
| 22.2630 | 42500 | 0.0           | -               |
| 22.2892 | 42550 | 0.0           | -               |
| 22.3153 | 42600 | 0.0           | -               |
| 22.3415 | 42650 | 0.0           | -               |
| 22.3677 | 42700 | 0.0           | -               |
| 22.3939 | 42750 | 0.0           | -               |
| 22.4201 | 42800 | 0.0           | -               |
| 22.4463 | 42850 | 0.0           | -               |
| 22.4725 | 42900 | 0.0           | -               |
| 22.4987 | 42950 | 0.0           | -               |
| 22.5249 | 43000 | 0.0           | -               |
| 22.5511 | 43050 | 0.0           | -               |
| 22.5773 | 43100 | 0.0           | -               |
| 22.6035 | 43150 | 0.0           | -               |
| 22.6296 | 43200 | 0.0           | -               |
| 22.6558 | 43250 | 0.0           | -               |
| 22.6820 | 43300 | 0.0           | -               |
| 22.7082 | 43350 | 0.0           | -               |
| 22.7344 | 43400 | 0.0           | -               |
| 22.7606 | 43450 | 0.0           | -               |
| 22.7868 | 43500 | 0.0           | -               |
| 22.8130 | 43550 | 0.0           | -               |
| 22.8392 | 43600 | 0.0           | -               |
| 22.8654 | 43650 | 0.0           | -               |
| 22.8916 | 43700 | 0.0           | -               |
| 22.9178 | 43750 | 0.0           | -               |
| 22.9439 | 43800 | 0.0           | -               |
| 22.9701 | 43850 | 0.0           | -               |
| 22.9963 | 43900 | 0.0           | -               |
| 23.0225 | 43950 | 0.0           | -               |
| 23.0487 | 44000 | 0.0           | -               |
| 23.0749 | 44050 | 0.0           | -               |
| 23.1011 | 44100 | 0.0           | -               |
| 23.1273 | 44150 | 0.0           | -               |
| 23.1535 | 44200 | 0.0           | -               |
| 23.1797 | 44250 | 0.0           | -               |
| 23.2059 | 44300 | 0.0           | -               |
| 23.2321 | 44350 | 0.0           | -               |
| 23.2583 | 44400 | 0.0           | -               |
| 23.2844 | 44450 | 0.0           | -               |
| 23.3106 | 44500 | 0.0           | -               |
| 23.3368 | 44550 | 0.0           | -               |
| 23.3630 | 44600 | 0.0           | -               |
| 23.3892 | 44650 | 0.0           | -               |
| 23.4154 | 44700 | 0.0           | -               |
| 23.4416 | 44750 | 0.0           | -               |
| 23.4678 | 44800 | 0.0           | -               |
| 23.4940 | 44850 | 0.0           | -               |
| 23.5202 | 44900 | 0.0           | -               |
| 23.5464 | 44950 | 0.0           | -               |
| 23.5726 | 45000 | 0.0           | -               |
| 23.5987 | 45050 | 0.0           | -               |
| 23.6249 | 45100 | 0.0           | -               |
| 23.6511 | 45150 | 0.0           | -               |
| 23.6773 | 45200 | 0.0           | -               |
| 23.7035 | 45250 | 0.0           | -               |
| 23.7297 | 45300 | 0.0           | -               |
| 23.7559 | 45350 | 0.0           | -               |
| 23.7821 | 45400 | 0.0           | -               |
| 23.8083 | 45450 | 0.0           | -               |
| 23.8345 | 45500 | 0.0           | -               |
| 23.8607 | 45550 | 0.0           | -               |
| 23.8869 | 45600 | 0.0           | -               |
| 23.9130 | 45650 | 0.0           | -               |
| 23.9392 | 45700 | 0.0           | -               |
| 23.9654 | 45750 | 0.0           | -               |
| 23.9916 | 45800 | 0.0           | -               |
| 24.0178 | 45850 | 0.0           | -               |
| 24.0440 | 45900 | 0.0           | -               |
| 24.0702 | 45950 | 0.0           | -               |
| 24.0964 | 46000 | 0.0           | -               |
| 24.1226 | 46050 | 0.0           | -               |
| 24.1488 | 46100 | 0.0           | -               |
| 24.1750 | 46150 | 0.0           | -               |
| 24.2012 | 46200 | 0.0           | -               |
| 24.2273 | 46250 | 0.0           | -               |
| 24.2535 | 46300 | 0.0           | -               |
| 24.2797 | 46350 | 0.0           | -               |
| 24.3059 | 46400 | 0.0           | -               |
| 24.3321 | 46450 | 0.0           | -               |
| 24.3583 | 46500 | 0.0           | -               |
| 24.3845 | 46550 | 0.0           | -               |
| 24.4107 | 46600 | 0.0           | -               |
| 24.4369 | 46650 | 0.0           | -               |
| 24.4631 | 46700 | 0.0           | -               |
| 24.4893 | 46750 | 0.0           | -               |
| 24.5155 | 46800 | 0.0           | -               |
| 24.5416 | 46850 | 0.0           | -               |
| 24.5678 | 46900 | 0.0           | -               |
| 24.5940 | 46950 | 0.0           | -               |
| 24.6202 | 47000 | 0.0           | -               |
| 24.6464 | 47050 | 0.0           | -               |
| 24.6726 | 47100 | 0.0           | -               |
| 24.6988 | 47150 | 0.0           | -               |
| 24.7250 | 47200 | 0.0           | -               |
| 24.7512 | 47250 | 0.0           | -               |
| 24.7774 | 47300 | 0.0           | -               |
| 24.8036 | 47350 | 0.0           | -               |
| 24.8298 | 47400 | 0.0           | -               |
| 24.8559 | 47450 | 0.0           | -               |
| 24.8821 | 47500 | 0.0           | -               |
| 24.9083 | 47550 | 0.0           | -               |
| 24.9345 | 47600 | 0.0           | -               |
| 24.9607 | 47650 | 0.0           | -               |
| 24.9869 | 47700 | 0.0           | -               |
| 25.0131 | 47750 | 0.0           | -               |
| 25.0393 | 47800 | 0.0           | -               |
| 25.0655 | 47850 | 0.0           | -               |
| 25.0917 | 47900 | 0.0           | -               |
| 25.1179 | 47950 | 0.0           | -               |
| 25.1441 | 48000 | 0.0           | -               |
| 25.1702 | 48050 | 0.0           | -               |
| 25.1964 | 48100 | 0.0           | -               |
| 25.2226 | 48150 | 0.0           | -               |
| 25.2488 | 48200 | 0.0           | -               |
| 25.2750 | 48250 | 0.0           | -               |
| 25.3012 | 48300 | 0.0           | -               |
| 25.3274 | 48350 | 0.0           | -               |
| 25.3536 | 48400 | 0.0           | -               |
| 25.3798 | 48450 | 0.0           | -               |
| 25.4060 | 48500 | 0.0           | -               |
| 25.4322 | 48550 | 0.0           | -               |
| 25.4584 | 48600 | 0.0           | -               |
| 25.4845 | 48650 | 0.0           | -               |
| 25.5107 | 48700 | 0.0           | -               |
| 25.5369 | 48750 | 0.0           | -               |
| 25.5631 | 48800 | 0.0           | -               |
| 25.5893 | 48850 | 0.0           | -               |
| 25.6155 | 48900 | 0.0           | -               |
| 25.6417 | 48950 | 0.0           | -               |
| 25.6679 | 49000 | 0.0           | -               |
| 25.6941 | 49050 | 0.0           | -               |
| 25.7203 | 49100 | 0.0           | -               |
| 25.7465 | 49150 | 0.0           | -               |
| 25.7727 | 49200 | 0.0           | -               |
| 25.7988 | 49250 | 0.0           | -               |
| 25.8250 | 49300 | 0.0           | -               |
| 25.8512 | 49350 | 0.0           | -               |
| 25.8774 | 49400 | 0.0           | -               |
| 25.9036 | 49450 | 0.0           | -               |
| 25.9298 | 49500 | 0.0           | -               |
| 25.9560 | 49550 | 0.0           | -               |
| 25.9822 | 49600 | 0.0           | -               |
| 26.0084 | 49650 | 0.0           | -               |
| 26.0346 | 49700 | 0.0           | -               |
| 26.0608 | 49750 | 0.0           | -               |
| 26.0870 | 49800 | 0.0           | -               |
| 26.1131 | 49850 | 0.0           | -               |
| 26.1393 | 49900 | 0.0           | -               |
| 26.1655 | 49950 | 0.0           | -               |
| 26.1917 | 50000 | 0.0           | -               |
| 26.2179 | 50050 | 0.0           | -               |
| 26.2441 | 50100 | 0.0           | -               |
| 26.2703 | 50150 | 0.0           | -               |
| 26.2965 | 50200 | 0.0           | -               |
| 26.3227 | 50250 | 0.0           | -               |
| 26.3489 | 50300 | 0.0           | -               |
| 26.3751 | 50350 | 0.0           | -               |
| 26.4013 | 50400 | 0.0           | -               |
| 26.4274 | 50450 | 0.0           | -               |
| 26.4536 | 50500 | 0.0           | -               |
| 26.4798 | 50550 | 0.0           | -               |
| 26.5060 | 50600 | 0.0           | -               |
| 26.5322 | 50650 | 0.0           | -               |
| 26.5584 | 50700 | 0.0           | -               |
| 26.5846 | 50750 | 0.0           | -               |
| 26.6108 | 50800 | 0.0           | -               |
| 26.6370 | 50850 | 0.0           | -               |
| 26.6632 | 50900 | 0.0           | -               |
| 26.6894 | 50950 | 0.0           | -               |
| 26.7156 | 51000 | 0.0           | -               |
| 26.7417 | 51050 | 0.0           | -               |
| 26.7679 | 51100 | 0.0           | -               |
| 26.7941 | 51150 | 0.0           | -               |
| 26.8203 | 51200 | 0.0           | -               |
| 26.8465 | 51250 | 0.0           | -               |
| 26.8727 | 51300 | 0.0           | -               |
| 26.8989 | 51350 | 0.0           | -               |
| 26.9251 | 51400 | 0.0           | -               |
| 26.9513 | 51450 | 0.0           | -               |
| 26.9775 | 51500 | 0.0           | -               |
| 27.0037 | 51550 | 0.0           | -               |
| 27.0299 | 51600 | 0.0           | -               |
| 27.0561 | 51650 | 0.0           | -               |
| 27.0822 | 51700 | 0.0           | -               |
| 27.1084 | 51750 | 0.0           | -               |
| 27.1346 | 51800 | 0.0           | -               |
| 27.1608 | 51850 | 0.0           | -               |
| 27.1870 | 51900 | 0.0           | -               |
| 27.2132 | 51950 | 0.0           | -               |
| 27.2394 | 52000 | 0.0           | -               |
| 27.2656 | 52050 | 0.0           | -               |
| 27.2918 | 52100 | 0.0           | -               |
| 27.3180 | 52150 | 0.0           | -               |
| 27.3442 | 52200 | 0.0           | -               |
| 27.3704 | 52250 | 0.0           | -               |
| 27.3965 | 52300 | 0.0           | -               |
| 27.4227 | 52350 | 0.0           | -               |
| 27.4489 | 52400 | 0.0           | -               |
| 27.4751 | 52450 | 0.0           | -               |
| 27.5013 | 52500 | 0.0           | -               |
| 27.5275 | 52550 | 0.0           | -               |
| 27.5537 | 52600 | 0.0           | -               |
| 27.5799 | 52650 | 0.0           | -               |
| 27.6061 | 52700 | 0.0           | -               |
| 27.6323 | 52750 | 0.0           | -               |
| 27.6585 | 52800 | 0.0           | -               |
| 27.6847 | 52850 | 0.0           | -               |
| 27.7108 | 52900 | 0.0           | -               |
| 27.7370 | 52950 | 0.0           | -               |
| 27.7632 | 53000 | 0.0           | -               |
| 27.7894 | 53050 | 0.0           | -               |
| 27.8156 | 53100 | 0.0           | -               |
| 27.8418 | 53150 | 0.0           | -               |
| 27.8680 | 53200 | 0.0           | -               |
| 27.8942 | 53250 | 0.0           | -               |
| 27.9204 | 53300 | 0.0           | -               |
| 27.9466 | 53350 | 0.0           | -               |
| 27.9728 | 53400 | 0.0           | -               |
| 27.9990 | 53450 | 0.0           | -               |
| 28.0251 | 53500 | 0.0           | -               |
| 28.0513 | 53550 | 0.0           | -               |
| 28.0775 | 53600 | 0.0           | -               |
| 28.1037 | 53650 | 0.0           | -               |
| 28.1299 | 53700 | 0.0           | -               |
| 28.1561 | 53750 | 0.0           | -               |
| 28.1823 | 53800 | 0.0           | -               |
| 28.2085 | 53850 | 0.0           | -               |
| 28.2347 | 53900 | 0.0           | -               |
| 28.2609 | 53950 | 0.0           | -               |
| 28.2871 | 54000 | 0.0           | -               |
| 28.3133 | 54050 | 0.0           | -               |
| 28.3394 | 54100 | 0.0           | -               |
| 28.3656 | 54150 | 0.0           | -               |
| 28.3918 | 54200 | 0.0           | -               |
| 28.4180 | 54250 | 0.0           | -               |
| 28.4442 | 54300 | 0.0           | -               |
| 28.4704 | 54350 | 0.0           | -               |
| 28.4966 | 54400 | 0.0           | -               |
| 28.5228 | 54450 | 0.0           | -               |
| 28.5490 | 54500 | 0.0           | -               |
| 28.5752 | 54550 | 0.0           | -               |
| 28.6014 | 54600 | 0.0           | -               |
| 28.6276 | 54650 | 0.0           | -               |
| 28.6537 | 54700 | 0.0           | -               |
| 28.6799 | 54750 | 0.0           | -               |
| 28.7061 | 54800 | 0.0           | -               |
| 28.7323 | 54850 | 0.0           | -               |
| 28.7585 | 54900 | 0.0           | -               |
| 28.7847 | 54950 | 0.0           | -               |
| 28.8109 | 55000 | 0.0           | -               |
| 28.8371 | 55050 | 0.0           | -               |
| 28.8633 | 55100 | 0.0           | -               |
| 28.8895 | 55150 | 0.0           | -               |
| 28.9157 | 55200 | 0.0           | -               |
| 28.9419 | 55250 | 0.0           | -               |
| 28.9680 | 55300 | 0.0           | -               |
| 28.9942 | 55350 | 0.0           | -               |
| 29.0204 | 55400 | 0.0           | -               |
| 29.0466 | 55450 | 0.0           | -               |
| 29.0728 | 55500 | 0.0           | -               |
| 29.0990 | 55550 | 0.0           | -               |
| 29.1252 | 55600 | 0.0           | -               |
| 29.1514 | 55650 | 0.0           | -               |
| 29.1776 | 55700 | 0.0           | -               |
| 29.2038 | 55750 | 0.0           | -               |
| 29.2300 | 55800 | 0.0           | -               |
| 29.2562 | 55850 | 0.0           | -               |
| 29.2823 | 55900 | 0.0           | -               |
| 29.3085 | 55950 | 0.0           | -               |
| 29.3347 | 56000 | 0.0           | -               |
| 29.3609 | 56050 | 0.0           | -               |
| 29.3871 | 56100 | 0.0           | -               |
| 29.4133 | 56150 | 0.0           | -               |
| 29.4395 | 56200 | 0.0           | -               |
| 29.4657 | 56250 | 0.0           | -               |
| 29.4919 | 56300 | 0.0           | -               |
| 29.5181 | 56350 | 0.0           | -               |
| 29.5443 | 56400 | 0.0           | -               |
| 29.5705 | 56450 | 0.0           | -               |
| 29.5966 | 56500 | 0.0           | -               |
| 29.6228 | 56550 | 0.0           | -               |
| 29.6490 | 56600 | 0.0           | -               |
| 29.6752 | 56650 | 0.0           | -               |
| 29.7014 | 56700 | 0.0           | -               |
| 29.7276 | 56750 | 0.0           | -               |
| 29.7538 | 56800 | 0.0           | -               |
| 29.7800 | 56850 | 0.0           | -               |
| 29.8062 | 56900 | 0.0           | -               |
| 29.8324 | 56950 | 0.0           | -               |
| 29.8586 | 57000 | 0.0           | -               |
| 29.8848 | 57050 | 0.0           | -               |
| 29.9109 | 57100 | 0.0           | -               |
| 29.9371 | 57150 | 0.0           | -               |
| 29.9633 | 57200 | 0.0           | -               |
| 29.9895 | 57250 | 0.0           | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0
- Sentence Transformers: 3.3.1
- Transformers: 4.44.2
- PyTorch: 2.2.0a0+81ea7a4
- Datasets: 3.2.0
- Tokenizers: 0.19.1

## 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}
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->