
This is a proof-of-concept model trained on `datasets/joshuasundance/mtg-coloridentity-multilabel-classification`. 

It takes card name + text as a single str as input and outputs color identity as an encoding:

```python
colors = ['B', 'G', 'R', 'U', 'W']
b = [1, 0, 0, 0, 0]
bw = [1, 0, 0, 0, 1]
gru = [0, 1, 1, 1, 0]
# and so on
```

# SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A OneVsRestClassifier instance is used for classification.

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

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

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a OneVsRestClassifier instance
- **Maximum Sequence Length:** 512 tokens
<!-- - **Number of Classes:** Unknown -->
<!-- - **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)

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.7146   |

### Classification Report
```text
              precision    recall  f1-score   support

                   0.80      0.77      0.78       594
           B       0.81      0.76      0.78       821
          BG       0.42      0.56      0.48        63
         BGR       0.46      0.55      0.50        22
        BGRU       0.00      0.00      0.00         0
       BGRUW       0.73      0.33      0.46        24
        BGRW       0.00      0.00      0.00         0
         BGU       0.27      0.38      0.32         8
        BGUW       0.12      1.00      0.22         1
         BGW       0.14      0.33      0.19         9
          BR       0.41      0.59      0.48        80
         BRU       0.55      0.50      0.52        24
        BRUW       0.00      0.00      0.00         0
         BRW       0.29      0.36      0.32        14
          BU       0.53      0.56      0.54        91
         BUW       0.29      0.43      0.34        14
          BW       0.36      0.37      0.37        73
           G       0.77      0.76      0.77       791
          GR       0.42      0.46      0.44        85
         GRU       0.14      0.22      0.17         9
        GRUW       0.00      0.00      0.00         0
         GRW       0.27      0.50      0.35        18
          GU       0.48      0.49      0.49        69
         GUW       0.15      0.27      0.20        15
          GW       0.40      0.43      0.41        89
           R       0.81      0.77      0.79       803
          RU       0.43      0.51      0.47        68
         RUW       0.20      0.43      0.27         7
          RW       0.47      0.49      0.48        80
           U       0.83      0.81      0.82       818
          UW       0.37      0.43      0.40        86
           W       0.77      0.72      0.74       777

    accuracy                           0.71      5553
   macro avg       0.40      0.46      0.41      5553
weighted avg       0.73      0.71      0.72      5553
```

## 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("joshuasundance/mtg-coloridentity-multilabel-classification")
# Run inference
preds = model("Scattershot Archer

{T}: Scattershot Archer deals 1 damage to each creature with flying.")
```

<!--
### 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   | 27.6981 | 125 |

### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-05
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0000 | 1     | 0.2605        | -               |
| 0.0009 | 50    | 0.3223        | -               |
| 0.0018 | 100   | 0.2684        | -               |
| 0.0027 | 150   | 0.2719        | -               |
| 0.0036 | 200   | 0.2633        | -               |
| 0.0045 | 250   | 0.2316        | -               |
| 0.0054 | 300   | 0.2421        | -               |
| 0.0063 | 350   | 0.214         | -               |
| 0.0072 | 400   | 0.2395        | -               |
| 0.0081 | 450   | 0.2538        | -               |
| 0.0090 | 500   | 0.2395        | -               |
| 0.0099 | 550   | 0.2397        | -               |
| 0.0108 | 600   | 0.26          | -               |
| 0.0117 | 650   | 0.2746        | -               |
| 0.0126 | 700   | 0.2475        | -               |
| 0.0135 | 750   | 0.2246        | -               |
| 0.0144 | 800   | 0.2283        | -               |
| 0.0153 | 850   | 0.2298        | -               |
| 0.0162 | 900   | 0.215         | -               |
| 0.0171 | 950   | 0.207         | -               |
| 0.0180 | 1000  | 0.267         | -               |
| 0.0189 | 1050  | 0.2208        | -               |
| 0.0198 | 1100  | 0.279         | -               |
| 0.0207 | 1150  | 0.229         | -               |
| 0.0216 | 1200  | 0.2151        | -               |
| 0.0225 | 1250  | 0.2535        | -               |
| 0.0234 | 1300  | 0.2877        | -               |
| 0.0243 | 1350  | 0.2363        | -               |
| 0.0252 | 1400  | 0.2105        | -               |
| 0.0261 | 1450  | 0.2008        | -               |
| 0.0270 | 1500  | 0.2007        | -               |
| 0.0279 | 1550  | 0.2174        | -               |
| 0.0288 | 1600  | 0.2656        | -               |
| 0.0297 | 1650  | 0.2201        | -               |
| 0.0306 | 1700  | 0.2003        | -               |
| 0.0315 | 1750  | 0.1754        | -               |
| 0.0324 | 1800  | 0.1691        | -               |
| 0.0333 | 1850  | 0.1601        | -               |
| 0.0342 | 1900  | 0.2164        | -               |
| 0.0351 | 1950  | 0.2484        | -               |
| 0.0360 | 2000  | 0.1987        | -               |
| 0.0369 | 2050  | 0.2213        | -               |
| 0.0378 | 2100  | 0.1926        | -               |
| 0.0387 | 2150  | 0.203         | -               |
| 0.0396 | 2200  | 0.3085        | -               |
| 0.0405 | 2250  | 0.1433        | -               |
| 0.0414 | 2300  | 0.2142        | -               |
| 0.0423 | 2350  | 0.2168        | -               |
| 0.0432 | 2400  | 0.1593        | -               |
| 0.0441 | 2450  | 0.1916        | -               |
| 0.0450 | 2500  | 0.2276        | -               |
| 0.0459 | 2550  | 0.1327        | -               |
| 0.0468 | 2600  | 0.2008        | -               |
| 0.0477 | 2650  | 0.176         | -               |
| 0.0486 | 2700  | 0.156         | -               |
| 0.0495 | 2750  | 0.1111        | -               |
| 0.0504 | 2800  | 0.1874        | -               |
| 0.0513 | 2850  | 0.1932        | -               |
| 0.0522 | 2900  | 0.1368        | -               |
| 0.0531 | 2950  | 0.2034        | -               |
| 0.0540 | 3000  | 0.2156        | -               |
| 0.0549 | 3050  | 0.2058        | -               |
| 0.0558 | 3100  | 0.2087        | -               |
| 0.0567 | 3150  | 0.2237        | -               |
| 0.0576 | 3200  | 0.1176        | -               |
| 0.0585 | 3250  | 0.2106        | -               |
| 0.0594 | 3300  | 0.1955        | -               |
| 0.0603 | 3350  | 0.3023        | -               |
| 0.0612 | 3400  | 0.1772        | -               |
| 0.0621 | 3450  | 0.1349        | -               |
| 0.0630 | 3500  | 0.228         | -               |
| 0.0639 | 3550  | 0.1392        | -               |
| 0.0648 | 3600  | 0.2427        | -               |
| 0.0657 | 3650  | 0.1837        | -               |
| 0.0666 | 3700  | 0.1677        | -               |
| 0.0675 | 3750  | 0.1701        | -               |
| 0.0684 | 3800  | 0.1005        | -               |
| 0.0693 | 3850  | 0.1389        | -               |
| 0.0702 | 3900  | 0.1104        | -               |
| 0.0711 | 3950  | 0.1995        | -               |
| 0.0720 | 4000  | 0.1954        | -               |
| 0.0729 | 4050  | 0.2294        | -               |
| 0.0738 | 4100  | 0.2467        | -               |
| 0.0747 | 4150  | 0.1473        | -               |
| 0.0756 | 4200  | 0.2144        | -               |
| 0.0765 | 4250  | 0.2426        | -               |
| 0.0774 | 4300  | 0.117         | -               |
| 0.0784 | 4350  | 0.1414        | -               |
| 0.0793 | 4400  | 0.1858        | -               |
| 0.0802 | 4450  | 0.142         | -               |
| 0.0811 | 4500  | 0.2029        | -               |
| 0.0820 | 4550  | 0.0982        | -               |
| 0.0829 | 4600  | 0.2232        | -               |
| 0.0838 | 4650  | 0.1262        | -               |
| 0.0847 | 4700  | 0.1787        | -               |
| 0.0856 | 4750  | 0.1136        | -               |
| 0.0865 | 4800  | 0.1539        | -               |
| 0.0874 | 4850  | 0.1044        | -               |
| 0.0883 | 4900  | 0.1124        | -               |
| 0.0892 | 4950  | 0.2406        | -               |
| 0.0901 | 5000  | 0.1673        | -               |
| 0.0910 | 5050  | 0.1529        | -               |
| 0.0919 | 5100  | 0.1105        | -               |
| 0.0928 | 5150  | 0.2392        | -               |
| 0.0937 | 5200  | 0.1937        | -               |
| 0.0946 | 5250  | 0.2045        | -               |
| 0.0955 | 5300  | 0.1527        | -               |
| 0.0964 | 5350  | 0.0835        | -               |
| 0.0973 | 5400  | 0.2018        | -               |
| 0.0982 | 5450  | 0.1031        | -               |
| 0.0991 | 5500  | 0.1805        | -               |
| 0.1000 | 5550  | 0.2392        | -               |
| 0.1009 | 5600  | 0.0867        | -               |
| 0.1018 | 5650  | 0.1787        | -               |
| 0.1027 | 5700  | 0.0891        | -               |
| 0.1036 | 5750  | 0.2148        | -               |
| 0.1045 | 5800  | 0.0937        | -               |
| 0.1054 | 5850  | 0.1451        | -               |
| 0.1063 | 5900  | 0.189         | -               |
| 0.1072 | 5950  | 0.1082        | -               |
| 0.1081 | 6000  | 0.2226        | -               |
| 0.1090 | 6050  | 0.1938        | -               |
| 0.1099 | 6100  | 0.1394        | -               |
| 0.1108 | 6150  | 0.2158        | -               |
| 0.1117 | 6200  | 0.142         | -               |
| 0.1126 | 6250  | 0.1007        | -               |
| 0.1135 | 6300  | 0.1545        | -               |
| 0.1144 | 6350  | 0.1162        | -               |
| 0.1153 | 6400  | 0.142         | -               |
| 0.1162 | 6450  | 0.1252        | -               |
| 0.1171 | 6500  | 0.1764        | -               |
| 0.1180 | 6550  | 0.0405        | -               |
| 0.1189 | 6600  | 0.0682        | -               |
| 0.1198 | 6650  | 0.1181        | -               |
| 0.1207 | 6700  | 0.1066        | -               |
| 0.1216 | 6750  | 0.2133        | -               |
| 0.1225 | 6800  | 0.1513        | -               |
| 0.1234 | 6850  | 0.0937        | -               |
| 0.1243 | 6900  | 0.1249        | -               |
| 0.1252 | 6950  | 0.2474        | -               |
| 0.1261 | 7000  | 0.0905        | -               |
| 0.1270 | 7050  | 0.1067        | -               |
| 0.1279 | 7100  | 0.1639        | -               |
| 0.1288 | 7150  | 0.2112        | -               |
| 0.1297 | 7200  | 0.0852        | -               |
| 0.1306 | 7250  | 0.0963        | -               |
| 0.1315 | 7300  | 0.1056        | -               |
| 0.1324 | 7350  | 0.0679        | -               |
| 0.1333 | 7400  | 0.0888        | -               |
| 0.1342 | 7450  | 0.1096        | -               |
| 0.1351 | 7500  | 0.0855        | -               |
| 0.1360 | 7550  | 0.0702        | -               |
| 0.1369 | 7600  | 0.0456        | -               |
| 0.1378 | 7650  | 0.1596        | -               |
| 0.1387 | 7700  | 0.1146        | -               |
| 0.1396 | 7750  | 0.1561        | -               |
| 0.1405 | 7800  | 0.134         | -               |
| 0.1414 | 7850  | 0.1962        | -               |
| 0.1423 | 7900  | 0.1557        | -               |
| 0.1432 | 7950  | 0.1178        | -               |
| 0.1441 | 8000  | 0.142         | -               |
| 0.1450 | 8050  | 0.1368        | -               |
| 0.1459 | 8100  | 0.1537        | -               |
| 0.1468 | 8150  | 0.1454        | -               |
| 0.1477 | 8200  | 0.2237        | -               |
| 0.1486 | 8250  | 0.1172        | -               |
| 0.1495 | 8300  | 0.0987        | -               |
| 0.1504 | 8350  | 0.062         | -               |
| 0.1513 | 8400  | 0.0981        | -               |
| 0.1522 | 8450  | 0.1276        | -               |
| 0.1531 | 8500  | 0.1503        | -               |
| 0.1540 | 8550  | 0.099         | -               |
| 0.1549 | 8600  | 0.1606        | -               |
| 0.1558 | 8650  | 0.1157        | -               |
| 0.1567 | 8700  | 0.0971        | -               |
| 0.1576 | 8750  | 0.1783        | -               |
| 0.1585 | 8800  | 0.0727        | -               |
| 0.1594 | 8850  | 0.0888        | -               |
| 0.1603 | 8900  | 0.1898        | -               |
| 0.1612 | 8950  | 0.1185        | -               |
| 0.1621 | 9000  | 0.1595        | -               |
| 0.1630 | 9050  | 0.1044        | -               |
| 0.1639 | 9100  | 0.1146        | -               |
| 0.1648 | 9150  | 0.1444        | -               |
| 0.1657 | 9200  | 0.0684        | -               |
| 0.1666 | 9250  | 0.0735        | -               |
| 0.1675 | 9300  | 0.0986        | -               |
| 0.1684 | 9350  | 0.1439        | -               |
| 0.1693 | 9400  | 0.0933        | -               |
| 0.1702 | 9450  | 0.1357        | -               |
| 0.1711 | 9500  | 0.0887        | -               |
| 0.1720 | 9550  | 0.1112        | -               |
| 0.1729 | 9600  | 0.0949        | -               |
| 0.1738 | 9650  | 0.0777        | -               |
| 0.1747 | 9700  | 0.0964        | -               |
| 0.1756 | 9750  | 0.1507        | -               |
| 0.1765 | 9800  | 0.0949        | -               |
| 0.1774 | 9850  | 0.0218        | -               |
| 0.1783 | 9900  | 0.0985        | -               |
| 0.1792 | 9950  | 0.0662        | -               |
| 0.1801 | 10000 | 0.1998        | -               |
| 0.1810 | 10050 | 0.0385        | -               |
| 0.1819 | 10100 | 0.0991        | -               |
| 0.1828 | 10150 | 0.1084        | -               |
| 0.1837 | 10200 | 0.0837        | -               |
| 0.1846 | 10250 | 0.1003        | -               |
| 0.1855 | 10300 | 0.1278        | -               |
| 0.1864 | 10350 | 0.1085        | -               |
| 0.1873 | 10400 | 0.093         | -               |
| 0.1882 | 10450 | 0.0794        | -               |
| 0.1891 | 10500 | 0.1013        | -               |
| 0.1900 | 10550 | 0.0605        | -               |
| 0.1909 | 10600 | 0.1076        | -               |
| 0.1918 | 10650 | 0.2           | -               |
| 0.1927 | 10700 | 0.2024        | -               |
| 0.1936 | 10750 | 0.1346        | -               |
| 0.1945 | 10800 | 0.0548        | -               |
| 0.1954 | 10850 | 0.0828        | -               |
| 0.1963 | 10900 | 0.0776        | -               |
| 0.1972 | 10950 | 0.0694        | -               |
| 0.1981 | 11000 | 0.1473        | -               |
| 0.1990 | 11050 | 0.1222        | -               |
| 0.1999 | 11100 | 0.0889        | -               |
| 0.2008 | 11150 | 0.1062        | -               |
| 0.2017 | 11200 | 0.1663        | -               |
| 0.2026 | 11250 | 0.1587        | -               |
| 0.2035 | 11300 | 0.1054        | -               |
| 0.2044 | 11350 | 0.0915        | -               |
| 0.2053 | 11400 | 0.0517        | -               |
| 0.2062 | 11450 | 0.0782        | -               |
| 0.2071 | 11500 | 0.1826        | -               |
| 0.2080 | 11550 | 0.1524        | -               |
| 0.2089 | 11600 | 0.1023        | -               |
| 0.2098 | 11650 | 0.1056        | -               |
| 0.2107 | 11700 | 0.1251        | -               |
| 0.2116 | 11750 | 0.0895        | -               |
| 0.2125 | 11800 | 0.1104        | -               |
| 0.2134 | 11850 | 0.0762        | -               |
| 0.2143 | 11900 | 0.1532        | -               |
| 0.2152 | 11950 | 0.0941        | -               |
| 0.2161 | 12000 | 0.1207        | -               |
| 0.2170 | 12050 | 0.0839        | -               |
| 0.2179 | 12100 | 0.0431        | -               |
| 0.2188 | 12150 | 0.1572        | -               |
| 0.2197 | 12200 | 0.0717        | -               |
| 0.2206 | 12250 | 0.1244        | -               |
| 0.2215 | 12300 | 0.1261        | -               |
| 0.2224 | 12350 | 0.0732        | -               |
| 0.2233 | 12400 | 0.1829        | -               |
| 0.2242 | 12450 | 0.1142        | -               |
| 0.2251 | 12500 | 0.0272        | -               |
| 0.2260 | 12550 | 0.1645        | -               |
| 0.2269 | 12600 | 0.0775        | -               |
| 0.2278 | 12650 | 0.1358        | -               |
| 0.2287 | 12700 | 0.0485        | -               |
| 0.2296 | 12750 | 0.1348        | -               |
| 0.2305 | 12800 | 0.1387        | -               |
| 0.2314 | 12850 | 0.0783        | -               |
| 0.2323 | 12900 | 0.0713        | -               |
| 0.2332 | 12950 | 0.0838        | -               |
| 0.2341 | 13000 | 0.1496        | -               |
| 0.2351 | 13050 | 0.0463        | -               |
| 0.2360 | 13100 | 0.0665        | -               |
| 0.2369 | 13150 | 0.0149        | -               |
| 0.2378 | 13200 | 0.0744        | -               |
| 0.2387 | 13250 | 0.0411        | -               |
| 0.2396 | 13300 | 0.1816        | -               |
| 0.2405 | 13350 | 0.0956        | -               |
| 0.2414 | 13400 | 0.1163        | -               |
| 0.2423 | 13450 | 0.1136        | -               |
| 0.2432 | 13500 | 0.116         | -               |
| 0.2441 | 13550 | 0.0997        | -               |
| 0.2450 | 13600 | 0.0649        | -               |
| 0.2459 | 13650 | 0.0291        | -               |
| 0.2468 | 13700 | 0.1282        | -               |
| 0.2477 | 13750 | 0.0576        | -               |
| 0.2486 | 13800 | 0.0891        | -               |
| 0.2495 | 13850 | 0.0872        | -               |
| 0.2504 | 13900 | 0.0606        | -               |
| 0.2513 | 13950 | 0.0508        | -               |
| 0.2522 | 14000 | 0.0457        | -               |
| 0.2531 | 14050 | 0.0656        | -               |
| 0.2540 | 14100 | 0.0936        | -               |
| 0.2549 | 14150 | 0.0739        | -               |
| 0.2558 | 14200 | 0.0941        | -               |
| 0.2567 | 14250 | 0.1054        | -               |
| 0.2576 | 14300 | 0.1083        | -               |
| 0.2585 | 14350 | 0.0662        | -               |
| 0.2594 | 14400 | 0.1149        | -               |
| 0.2603 | 14450 | 0.1683        | -               |
| 0.2612 | 14500 | 0.0796        | -               |
| 0.2621 | 14550 | 0.0439        | -               |
| 0.2630 | 14600 | 0.027         | -               |
| 0.2639 | 14650 | 0.0666        | -               |
| 0.2648 | 14700 | 0.041         | -               |
| 0.2657 | 14750 | 0.0915        | -               |
| 0.2666 | 14800 | 0.0678        | -               |
| 0.2675 | 14850 | 0.1054        | -               |
| 0.2684 | 14900 | 0.051         | -               |
| 0.2693 | 14950 | 0.1416        | -               |
| 0.2702 | 15000 | 0.0569        | -               |
| 0.2711 | 15050 | 0.0851        | -               |
| 0.2720 | 15100 | 0.065         | -               |
| 0.2729 | 15150 | 0.0199        | -               |
| 0.2738 | 15200 | 0.0837        | -               |
| 0.2747 | 15250 | 0.0828        | -               |
| 0.2756 | 15300 | 0.1139        | -               |
| 0.2765 | 15350 | 0.1072        | -               |
| 0.2774 | 15400 | 0.1733        | -               |
| 0.2783 | 15450 | 0.1137        | -               |
| 0.2792 | 15500 | 0.0504        | -               |
| 0.2801 | 15550 | 0.0513        | -               |
| 0.2810 | 15600 | 0.0579        | -               |
| 0.2819 | 15650 | 0.0765        | -               |
| 0.2828 | 15700 | 0.0466        | -               |
| 0.2837 | 15750 | 0.0887        | -               |
| 0.2846 | 15800 | 0.0741        | -               |
| 0.2855 | 15850 | 0.0617        | -               |
| 0.2864 | 15900 | 0.0368        | -               |
| 0.2873 | 15950 | 0.0632        | -               |
| 0.2882 | 16000 | 0.062         | -               |
| 0.2891 | 16050 | 0.0413        | -               |
| 0.2900 | 16100 | 0.0347        | -               |
| 0.2909 | 16150 | 0.1019        | -               |
| 0.2918 | 16200 | 0.0846        | -               |
| 0.2927 | 16250 | 0.0714        | -               |
| 0.2936 | 16300 | 0.0389        | -               |
| 0.2945 | 16350 | 0.0514        | -               |
| 0.2954 | 16400 | 0.1095        | -               |
| 0.2963 | 16450 | 0.0753        | -               |
| 0.2972 | 16500 | 0.0648        | -               |
| 0.2981 | 16550 | 0.062         | -               |
| 0.2990 | 16600 | 0.065         | -               |
| 0.2999 | 16650 | 0.1014        | -               |
| 0.3008 | 16700 | 0.037         | -               |
| 0.3017 | 16750 | 0.1058        | -               |
| 0.3026 | 16800 | 0.1038        | -               |
| 0.3035 | 16850 | 0.0733        | -               |
| 0.3044 | 16900 | 0.0791        | -               |
| 0.3053 | 16950 | 0.1121        | -               |
| 0.3062 | 17000 | 0.1084        | -               |
| 0.3071 | 17050 | 0.0496        | -               |
| 0.3080 | 17100 | 0.0733        | -               |
| 0.3089 | 17150 | 0.0379        | -               |
| 0.3098 | 17200 | 0.0448        | -               |
| 0.3107 | 17250 | 0.1056        | -               |
| 0.3116 | 17300 | 0.0687        | -               |
| 0.3125 | 17350 | 0.0245        | -               |
| 0.3134 | 17400 | 0.0584        | -               |
| 0.3143 | 17450 | 0.0946        | -               |
| 0.3152 | 17500 | 0.0857        | -               |
| 0.3161 | 17550 | 0.1144        | -               |
| 0.3170 | 17600 | 0.1119        | -               |
| 0.3179 | 17650 | 0.1323        | -               |
| 0.3188 | 17700 | 0.1026        | -               |
| 0.3197 | 17750 | 0.0933        | -               |
| 0.3206 | 17800 | 0.0671        | -               |
| 0.3215 | 17850 | 0.0132        | -               |
| 0.3224 | 17900 | 0.0611        | -               |
| 0.3233 | 17950 | 0.056         | -               |
| 0.3242 | 18000 | 0.0329        | -               |
| 0.3251 | 18050 | 0.0358        | -               |
| 0.3260 | 18100 | 0.1389        | -               |
| 0.3269 | 18150 | 0.0653        | -               |
| 0.3278 | 18200 | 0.0438        | -               |
| 0.3287 | 18250 | 0.0612        | -               |
| 0.3296 | 18300 | 0.1245        | -               |
| 0.3305 | 18350 | 0.1018        | -               |
| 0.3314 | 18400 | 0.082         | -               |
| 0.3323 | 18450 | 0.0577        | -               |
| 0.3332 | 18500 | 0.1349        | -               |
| 0.3341 | 18550 | 0.0871        | -               |
| 0.3350 | 18600 | 0.0525        | -               |
| 0.3359 | 18650 | 0.0551        | -               |
| 0.3368 | 18700 | 0.046         | -               |
| 0.3377 | 18750 | 0.1323        | -               |
| 0.3386 | 18800 | 0.147         | -               |
| 0.3395 | 18850 | 0.045         | -               |
| 0.3404 | 18900 | 0.027         | -               |
| 0.3413 | 18950 | 0.1375        | -               |
| 0.3422 | 19000 | 0.0569        | -               |
| 0.3431 | 19050 | 0.0454        | -               |
| 0.3440 | 19100 | 0.1545        | -               |
| 0.3449 | 19150 | 0.0703        | -               |
| 0.3458 | 19200 | 0.0434        | -               |
| 0.3467 | 19250 | 0.0133        | -               |
| 0.3476 | 19300 | 0.095         | -               |
| 0.3485 | 19350 | 0.0344        | -               |
| 0.3494 | 19400 | 0.0449        | -               |
| 0.3503 | 19450 | 0.1665        | -               |
| 0.3512 | 19500 | 0.0521        | -               |
| 0.3521 | 19550 | 0.0844        | -               |
| 0.3530 | 19600 | 0.1029        | -               |
| 0.3539 | 19650 | 0.0858        | -               |
| 0.3548 | 19700 | 0.1014        | -               |
| 0.3557 | 19750 | 0.076         | -               |
| 0.3566 | 19800 | 0.0882        | -               |
| 0.3575 | 19850 | 0.1332        | -               |
| 0.3584 | 19900 | 0.0877        | -               |
| 0.3593 | 19950 | 0.0531        | -               |
| 0.3602 | 20000 | 0.0796        | -               |
| 0.3611 | 20050 | 0.0783        | -               |
| 0.3620 | 20100 | 0.044         | -               |
| 0.3629 | 20150 | 0.182         | -               |
| 0.3638 | 20200 | 0.0672        | -               |
| 0.3647 | 20250 | 0.0571        | -               |
| 0.3656 | 20300 | 0.0452        | -               |
| 0.3665 | 20350 | 0.0693        | -               |
| 0.3674 | 20400 | 0.087         | -               |
| 0.3683 | 20450 | 0.0594        | -               |
| 0.3692 | 20500 | 0.0791        | -               |
| 0.3701 | 20550 | 0.0546        | -               |
| 0.3710 | 20600 | 0.1234        | -               |
| 0.3719 | 20650 | 0.0592        | -               |
| 0.3728 | 20700 | 0.0462        | -               |
| 0.3737 | 20750 | 0.064         | -               |
| 0.3746 | 20800 | 0.0991        | -               |
| 0.3755 | 20850 | 0.0322        | -               |
| 0.3764 | 20900 | 0.0624        | -               |
| 0.3773 | 20950 | 0.0522        | -               |
| 0.3782 | 21000 | 0.0826        | -               |
| 0.3791 | 21050 | 0.0962        | -               |
| 0.3800 | 21100 | 0.0556        | -               |
| 0.3809 | 21150 | 0.0287        | -               |
| 0.3818 | 21200 | 0.0798        | -               |
| 0.3827 | 21250 | 0.0722        | -               |
| 0.3836 | 21300 | 0.0784        | -               |
| 0.3845 | 21350 | 0.0558        | -               |
| 0.3854 | 21400 | 0.0405        | -               |
| 0.3863 | 21450 | 0.1242        | -               |
| 0.3872 | 21500 | 0.1275        | -               |
| 0.3881 | 21550 | 0.0679        | -               |
| 0.3890 | 21600 | 0.05          | -               |
| 0.3899 | 21650 | 0.0593        | -               |
| 0.3909 | 21700 | 0.1064        | -               |
| 0.3918 | 21750 | 0.1139        | -               |
| 0.3927 | 21800 | 0.1437        | -               |
| 0.3936 | 21850 | 0.1023        | -               |
| 0.3945 | 21900 | 0.0259        | -               |
| 0.3954 | 21950 | 0.0481        | -               |
| 0.3963 | 22000 | 0.0358        | -               |
| 0.3972 | 22050 | 0.0236        | -               |
| 0.3981 | 22100 | 0.0573        | -               |
| 0.3990 | 22150 | 0.123         | -               |
| 0.3999 | 22200 | 0.0783        | -               |
| 0.4008 | 22250 | 0.0661        | -               |
| 0.4017 | 22300 | 0.0598        | -               |
| 0.4026 | 22350 | 0.0387        | -               |
| 0.4035 | 22400 | 0.0347        | -               |
| 0.4044 | 22450 | 0.0271        | -               |
| 0.4053 | 22500 | 0.0532        | -               |
| 0.4062 | 22550 | 0.0515        | -               |
| 0.4071 | 22600 | 0.0416        | -               |
| 0.4080 | 22650 | 0.0912        | -               |
| 0.4089 | 22700 | 0.0275        | -               |
| 0.4098 | 22750 | 0.1205        | -               |
| 0.4107 | 22800 | 0.025         | -               |
| 0.4116 | 22850 | 0.0827        | -               |
| 0.4125 | 22900 | 0.1313        | -               |
| 0.4134 | 22950 | 0.0709        | -               |
| 0.4143 | 23000 | 0.045         | -               |
| 0.4152 | 23050 | 0.07          | -               |
| 0.4161 | 23100 | 0.1394        | -               |
| 0.4170 | 23150 | 0.0125        | -               |
| 0.4179 | 23200 | 0.0982        | -               |
| 0.4188 | 23250 | 0.0595        | -               |
| 0.4197 | 23300 | 0.1046        | -               |
| 0.4206 | 23350 | 0.0363        | -               |
| 0.4215 | 23400 | 0.0789        | -               |
| 0.4224 | 23450 | 0.0477        | -               |
| 0.4233 | 23500 | 0.1119        | -               |
| 0.4242 | 23550 | 0.0854        | -               |
| 0.4251 | 23600 | 0.0811        | -               |
| 0.4260 | 23650 | 0.0482        | -               |
| 0.4269 | 23700 | 0.0241        | -               |
| 0.4278 | 23750 | 0.0508        | -               |
| 0.4287 | 23800 | 0.0437        | -               |
| 0.4296 | 23850 | 0.1025        | -               |
| 0.4305 | 23900 | 0.0857        | -               |
| 0.4314 | 23950 | 0.0242        | -               |
| 0.4323 | 24000 | 0.0993        | -               |
| 0.4332 | 24050 | 0.0426        | -               |
| 0.4341 | 24100 | 0.0259        | -               |
| 0.4350 | 24150 | 0.0612        | -               |
| 0.4359 | 24200 | 0.0604        | -               |
| 0.4368 | 24250 | 0.0838        | -               |
| 0.4377 | 24300 | 0.1664        | -               |
| 0.4386 | 24350 | 0.0614        | -               |
| 0.4395 | 24400 | 0.0525        | -               |
| 0.4404 | 24450 | 0.036         | -               |
| 0.4413 | 24500 | 0.0293        | -               |
| 0.4422 | 24550 | 0.0181        | -               |
| 0.4431 | 24600 | 0.0901        | -               |
| 0.4440 | 24650 | 0.0812        | -               |
| 0.4449 | 24700 | 0.0439        | -               |
| 0.4458 | 24750 | 0.1715        | -               |
| 0.4467 | 24800 | 0.0555        | -               |
| 0.4476 | 24850 | 0.0177        | -               |
| 0.4485 | 24900 | 0.0253        | -               |
| 0.4494 | 24950 | 0.1183        | -               |
| 0.4503 | 25000 | 0.0599        | -               |
| 0.4512 | 25050 | 0.0783        | -               |
| 0.4521 | 25100 | 0.0889        | -               |
| 0.4530 | 25150 | 0.0186        | -               |
| 0.4539 | 25200 | 0.075         | -               |
| 0.4548 | 25250 | 0.03          | -               |
| 0.4557 | 25300 | 0.0311        | -               |
| 0.4566 | 25350 | 0.0826        | -               |
| 0.4575 | 25400 | 0.0406        | -               |
| 0.4584 | 25450 | 0.0672        | -               |
| 0.4593 | 25500 | 0.0872        | -               |
| 0.4602 | 25550 | 0.1159        | -               |
| 0.4611 | 25600 | 0.0405        | -               |
| 0.4620 | 25650 | 0.0318        | -               |
| 0.4629 | 25700 | 0.075         | -               |
| 0.4638 | 25750 | 0.0533        | -               |
| 0.4647 | 25800 | 0.0498        | -               |
| 0.4656 | 25850 | 0.0694        | -               |
| 0.4665 | 25900 | 0.0394        | -               |
| 0.4674 | 25950 | 0.1791        | -               |
| 0.4683 | 26000 | 0.0315        | -               |
| 0.4692 | 26050 | 0.0277        | -               |
| 0.4701 | 26100 | 0.0447        | -               |
| 0.4710 | 26150 | 0.059         | -               |
| 0.4719 | 26200 | 0.0787        | -               |
| 0.4728 | 26250 | 0.0743        | -               |
| 0.4737 | 26300 | 0.0304        | -               |
| 0.4746 | 26350 | 0.0507        | -               |
| 0.4755 | 26400 | 0.0389        | -               |
| 0.4764 | 26450 | 0.0399        | -               |
| 0.4773 | 26500 | 0.0201        | -               |
| 0.4782 | 26550 | 0.0423        | -               |
| 0.4791 | 26600 | 0.0408        | -               |
| 0.4800 | 26650 | 0.0329        | -               |
| 0.4809 | 26700 | 0.0288        | -               |
| 0.4818 | 26750 | 0.1072        | -               |
| 0.4827 | 26800 | 0.1211        | -               |
| 0.4836 | 26850 | 0.0531        | -               |
| 0.4845 | 26900 | 0.0967        | -               |
| 0.4854 | 26950 | 0.0188        | -               |
| 0.4863 | 27000 | 0.0868        | -               |
| 0.4872 | 27050 | 0.1007        | -               |
| 0.4881 | 27100 | 0.0375        | -               |
| 0.4890 | 27150 | 0.0529        | -               |
| 0.4899 | 27200 | 0.0422        | -               |
| 0.4908 | 27250 | 0.0391        | -               |
| 0.4917 | 27300 | 0.0221        | -               |
| 0.4926 | 27350 | 0.1447        | -               |
| 0.4935 | 27400 | 0.0505        | -               |
| 0.4944 | 27450 | 0.1414        | -               |
| 0.4953 | 27500 | 0.0798        | -               |
| 0.4962 | 27550 | 0.0375        | -               |
| 0.4971 | 27600 | 0.0603        | -               |
| 0.4980 | 27650 | 0.1289        | -               |
| 0.4989 | 27700 | 0.0574        | -               |
| 0.4998 | 27750 | 0.0957        | -               |
| 0.5007 | 27800 | 0.0799        | -               |
| 0.5016 | 27850 | 0.0755        | -               |
| 0.5025 | 27900 | 0.0888        | -               |
| 0.5034 | 27950 | 0.0168        | -               |
| 0.5043 | 28000 | 0.0764        | -               |
| 0.5052 | 28050 | 0.0392        | -               |
| 0.5061 | 28100 | 0.0383        | -               |
| 0.5070 | 28150 | 0.0313        | -               |
| 0.5079 | 28200 | 0.0074        | -               |
| 0.5088 | 28250 | 0.091         | -               |
| 0.5097 | 28300 | 0.0608        | -               |
| 0.5106 | 28350 | 0.0332        | -               |
| 0.5115 | 28400 | 0.0997        | -               |
| 0.5124 | 28450 | 0.0805        | -               |
| 0.5133 | 28500 | 0.0378        | -               |
| 0.5142 | 28550 | 0.08          | -               |
| 0.5151 | 28600 | 0.0394        | -               |
| 0.5160 | 28650 | 0.0712        | -               |
| 0.5169 | 28700 | 0.0284        | -               |
| 0.5178 | 28750 | 0.0301        | -               |
| 0.5187 | 28800 | 0.1545        | -               |
| 0.5196 | 28850 | 0.0546        | -               |
| 0.5205 | 28900 | 0.0302        | -               |
| 0.5214 | 28950 | 0.0518        | -               |
| 0.5223 | 29000 | 0.0488        | -               |
| 0.5232 | 29050 | 0.091         | -               |
| 0.5241 | 29100 | 0.0989        | -               |
| 0.5250 | 29150 | 0.0481        | -               |
| 0.5259 | 29200 | 0.1095        | -               |
| 0.5268 | 29250 | 0.0343        | -               |
| 0.5277 | 29300 | 0.0334        | -               |
| 0.5286 | 29350 | 0.0449        | -               |
| 0.5295 | 29400 | 0.064         | -               |
| 0.5304 | 29450 | 0.0749        | -               |
| 0.5313 | 29500 | 0.0084        | -               |
| 0.5322 | 29550 | 0.0247        | -               |
| 0.5331 | 29600 | 0.0204        | -               |
| 0.5340 | 29650 | 0.0369        | -               |
| 0.5349 | 29700 | 0.0921        | -               |
| 0.5358 | 29750 | 0.0607        | -               |
| 0.5367 | 29800 | 0.0384        | -               |
| 0.5376 | 29850 | 0.0867        | -               |
| 0.5385 | 29900 | 0.1473        | -               |
| 0.5394 | 29950 | 0.0606        | -               |
| 0.5403 | 30000 | 0.0799        | -               |
| 0.5412 | 30050 | 0.0747        | -               |
| 0.5421 | 30100 | 0.0769        | -               |
| 0.5430 | 30150 | 0.0244        | -               |
| 0.5439 | 30200 | 0.0641        | -               |
| 0.5448 | 30250 | 0.0333        | -               |
| 0.5457 | 30300 | 0.0245        | -               |
| 0.5466 | 30350 | 0.0185        | -               |
| 0.5476 | 30400 | 0.0478        | -               |
| 0.5485 | 30450 | 0.0846        | -               |
| 0.5494 | 30500 | 0.068         | -               |
| 0.5503 | 30550 | 0.0687        | -               |
| 0.5512 | 30600 | 0.0521        | -               |
| 0.5521 | 30650 | 0.0592        | -               |
| 0.5530 | 30700 | 0.0493        | -               |
| 0.5539 | 30750 | 0.035         | -               |
| 0.5548 | 30800 | 0.0773        | -               |
| 0.5557 | 30850 | 0.0627        | -               |
| 0.5566 | 30900 | 0.0299        | -               |
| 0.5575 | 30950 | 0.0815        | -               |
| 0.5584 | 31000 | 0.0207        | -               |
| 0.5593 | 31050 | 0.0339        | -               |
| 0.5602 | 31100 | 0.0205        | -               |
| 0.5611 | 31150 | 0.0559        | -               |
| 0.5620 | 31200 | 0.0605        | -               |
| 0.5629 | 31250 | 0.0251        | -               |
| 0.5638 | 31300 | 0.0905        | -               |
| 0.5647 | 31350 | 0.0185        | -               |
| 0.5656 | 31400 | 0.0461        | -               |
| 0.5665 | 31450 | 0.0444        | -               |
| 0.5674 | 31500 | 0.0465        | -               |
| 0.5683 | 31550 | 0.0194        | -               |
| 0.5692 | 31600 | 0.0353        | -               |
| 0.5701 | 31650 | 0.0668        | -               |
| 0.5710 | 31700 | 0.0831        | -               |
| 0.5719 | 31750 | 0.0845        | -               |
| 0.5728 | 31800 | 0.0525        | -               |
| 0.5737 | 31850 | 0.0418        | -               |
| 0.5746 | 31900 | 0.0239        | -               |
| 0.5755 | 31950 | 0.0667        | -               |
| 0.5764 | 32000 | 0.0419        | -               |
| 0.5773 | 32050 | 0.1183        | -               |
| 0.5782 | 32100 | 0.0358        | -               |
| 0.5791 | 32150 | 0.0341        | -               |
| 0.5800 | 32200 | 0.0462        | -               |
| 0.5809 | 32250 | 0.0119        | -               |
| 0.5818 | 32300 | 0.0309        | -               |
| 0.5827 | 32350 | 0.0614        | -               |
| 0.5836 | 32400 | 0.0688        | -               |
| 0.5845 | 32450 | 0.0242        | -               |
| 0.5854 | 32500 | 0.0384        | -               |
| 0.5863 | 32550 | 0.0764        | -               |
| 0.5872 | 32600 | 0.0512        | -               |
| 0.5881 | 32650 | 0.0545        | -               |
| 0.5890 | 32700 | 0.0515        | -               |
| 0.5899 | 32750 | 0.0905        | -               |
| 0.5908 | 32800 | 0.0266        | -               |
| 0.5917 | 32850 | 0.1118        | -               |
| 0.5926 | 32900 | 0.0393        | -               |
| 0.5935 | 32950 | 0.0172        | -               |
| 0.5944 | 33000 | 0.0303        | -               |
| 0.5953 | 33050 | 0.0523        | -               |
| 0.5962 | 33100 | 0.0153        | -               |
| 0.5971 | 33150 | 0.0347        | -               |
| 0.5980 | 33200 | 0.0144        | -               |
| 0.5989 | 33250 | 0.0826        | -               |
| 0.5998 | 33300 | 0.0194        | -               |
| 0.6007 | 33350 | 0.031         | -               |
| 0.6016 | 33400 | 0.1032        | -               |
| 0.6025 | 33450 | 0.0865        | -               |
| 0.6034 | 33500 | 0.0175        | -               |
| 0.6043 | 33550 | 0.0785        | -               |
| 0.6052 | 33600 | 0.0645        | -               |
| 0.6061 | 33650 | 0.012         | -               |
| 0.6070 | 33700 | 0.0237        | -               |
| 0.6079 | 33750 | 0.0527        | -               |
| 0.6088 | 33800 | 0.0375        | -               |
| 0.6097 | 33850 | 0.0727        | -               |
| 0.6106 | 33900 | 0.0764        | -               |
| 0.6115 | 33950 | 0.0447        | -               |
| 0.6124 | 34000 | 0.0358        | -               |
| 0.6133 | 34050 | 0.0762        | -               |
| 0.6142 | 34100 | 0.0306        | -               |
| 0.6151 | 34150 | 0.0431        | -               |
| 0.6160 | 34200 | 0.0256        | -               |
| 0.6169 | 34250 | 0.0894        | -               |
| 0.6178 | 34300 | 0.0297        | -               |
| 0.6187 | 34350 | 0.0495        | -               |
| 0.6196 | 34400 | 0.0394        | -               |
| 0.6205 | 34450 | 0.0689        | -               |
| 0.6214 | 34500 | 0.0224        | -               |
| 0.6223 | 34550 | 0.0248        | -               |
| 0.6232 | 34600 | 0.0587        | -               |
| 0.6241 | 34650 | 0.0585        | -               |
| 0.625  | 34700 | 0.0279        | -               |
| 0.6259 | 34750 | 0.0267        | -               |
| 0.6268 | 34800 | 0.0182        | -               |
| 0.6277 | 34850 | 0.0422        | -               |
| 0.6286 | 34900 | 0.0166        | -               |
| 0.6295 | 34950 | 0.0246        | -               |
| 0.6304 | 35000 | 0.0248        | -               |
| 0.6313 | 35050 | 0.0902        | -               |
| 0.6322 | 35100 | 0.0309        | -               |
| 0.6331 | 35150 | 0.0705        | -               |
| 0.6340 | 35200 | 0.0507        | -               |
| 0.6349 | 35250 | 0.019         | -               |
| 0.6358 | 35300 | 0.0947        | -               |
| 0.6367 | 35350 | 0.0226        | -               |
| 0.6376 | 35400 | 0.0534        | -               |
| 0.6385 | 35450 | 0.0607        | -               |
| 0.6394 | 35500 | 0.0208        | -               |
| 0.6403 | 35550 | 0.0198        | -               |
| 0.6412 | 35600 | 0.0298        | -               |
| 0.6421 | 35650 | 0.0191        | -               |
| 0.6430 | 35700 | 0.0589        | -               |
| 0.6439 | 35750 | 0.0909        | -               |
| 0.6448 | 35800 | 0.0829        | -               |
| 0.6457 | 35850 | 0.055         | -               |
| 0.6466 | 35900 | 0.0188        | -               |
| 0.6475 | 35950 | 0.033         | -               |
| 0.6484 | 36000 | 0.0617        | -               |
| 0.6493 | 36050 | 0.0374        | -               |
| 0.6502 | 36100 | 0.0481        | -               |
| 0.6511 | 36150 | 0.034         | -               |
| 0.6520 | 36200 | 0.1183        | -               |
| 0.6529 | 36250 | 0.0265        | -               |
| 0.6538 | 36300 | 0.0413        | -               |
| 0.6547 | 36350 | 0.0232        | -               |
| 0.6556 | 36400 | 0.0244        | -               |
| 0.6565 | 36450 | 0.0452        | -               |
| 0.6574 | 36500 | 0.072         | -               |
| 0.6583 | 36550 | 0.0216        | -               |
| 0.6592 | 36600 | 0.0383        | -               |
| 0.6601 | 36650 | 0.0625        | -               |
| 0.6610 | 36700 | 0.0875        | -               |
| 0.6619 | 36750 | 0.1208        | -               |
| 0.6628 | 36800 | 0.0431        | -               |
| 0.6637 | 36850 | 0.025         | -               |
| 0.6646 | 36900 | 0.056         | -               |
| 0.6655 | 36950 | 0.0399        | -               |
| 0.6664 | 37000 | 0.0521        | -               |
| 0.6673 | 37050 | 0.0415        | -               |
| 0.6682 | 37100 | 0.1265        | -               |
| 0.6691 | 37150 | 0.022         | -               |
| 0.6700 | 37200 | 0.0395        | -               |
| 0.6709 | 37250 | 0.0759        | -               |
| 0.6718 | 37300 | 0.0428        | -               |
| 0.6727 | 37350 | 0.0304        | -               |
| 0.6736 | 37400 | 0.0203        | -               |
| 0.6745 | 37450 | 0.0484        | -               |
| 0.6754 | 37500 | 0.0384        | -               |
| 0.6763 | 37550 | 0.0548        | -               |
| 0.6772 | 37600 | 0.0346        | -               |
| 0.6781 | 37650 | 0.0284        | -               |
| 0.6790 | 37700 | 0.0247        | -               |
| 0.6799 | 37750 | 0.0497        | -               |
| 0.6808 | 37800 | 0.0796        | -               |
| 0.6817 | 37850 | 0.0603        | -               |
| 0.6826 | 37900 | 0.0381        | -               |
| 0.6835 | 37950 | 0.0292        | -               |
| 0.6844 | 38000 | 0.0295        | -               |
| 0.6853 | 38050 | 0.0312        | -               |
| 0.6862 | 38100 | 0.056         | -               |
| 0.6871 | 38150 | 0.0198        | -               |
| 0.6880 | 38200 | 0.0648        | -               |
| 0.6889 | 38250 | 0.0529        | -               |
| 0.6898 | 38300 | 0.018         | -               |
| 0.6907 | 38350 | 0.0837        | -               |
| 0.6916 | 38400 | 0.0366        | -               |
| 0.6925 | 38450 | 0.0216        | -               |
| 0.6934 | 38500 | 0.0436        | -               |
| 0.6943 | 38550 | 0.0211        | -               |
| 0.6952 | 38600 | 0.0532        | -               |
| 0.6961 | 38650 | 0.0468        | -               |
| 0.6970 | 38700 | 0.1161        | -               |
| 0.6979 | 38750 | 0.073         | -               |
| 0.6988 | 38800 | 0.0201        | -               |
| 0.6997 | 38850 | 0.1307        | -               |
| 0.7006 | 38900 | 0.0281        | -               |
| 0.7015 | 38950 | 0.0891        | -               |
| 0.7024 | 39000 | 0.0204        | -               |
| 0.7034 | 39050 | 0.0363        | -               |
| 0.7043 | 39100 | 0.0551        | -               |
| 0.7052 | 39150 | 0.0213        | -               |
| 0.7061 | 39200 | 0.139         | -               |
| 0.7070 | 39250 | 0.013         | -               |
| 0.7079 | 39300 | 0.024         | -               |
| 0.7088 | 39350 | 0.071         | -               |
| 0.7097 | 39400 | 0.026         | -               |
| 0.7106 | 39450 | 0.0294        | -               |
| 0.7115 | 39500 | 0.0245        | -               |
| 0.7124 | 39550 | 0.011         | -               |
| 0.7133 | 39600 | 0.0099        | -               |
| 0.7142 | 39650 | 0.0829        | -               |
| 0.7151 | 39700 | 0.0637        | -               |
| 0.7160 | 39750 | 0.0109        | -               |
| 0.7169 | 39800 | 0.0113        | -               |
| 0.7178 | 39850 | 0.0297        | -               |
| 0.7187 | 39900 | 0.0291        | -               |
| 0.7196 | 39950 | 0.0526        | -               |
| 0.7205 | 40000 | 0.0339        | -               |
| 0.7214 | 40050 | 0.09          | -               |
| 0.7223 | 40100 | 0.0565        | -               |
| 0.7232 | 40150 | 0.0435        | -               |
| 0.7241 | 40200 | 0.0218        | -               |
| 0.7250 | 40250 | 0.032         | -               |
| 0.7259 | 40300 | 0.1011        | -               |
| 0.7268 | 40350 | 0.0334        | -               |
| 0.7277 | 40400 | 0.0363        | -               |
| 0.7286 | 40450 | 0.065         | -               |
| 0.7295 | 40500 | 0.0408        | -               |
| 0.7304 | 40550 | 0.0229        | -               |
| 0.7313 | 40600 | 0.07          | -               |
| 0.7322 | 40650 | 0.0315        | -               |
| 0.7331 | 40700 | 0.0406        | -               |
| 0.7340 | 40750 | 0.0151        | -               |
| 0.7349 | 40800 | 0.0399        | -               |
| 0.7358 | 40850 | 0.0399        | -               |
| 0.7367 | 40900 | 0.0201        | -               |
| 0.7376 | 40950 | 0.0402        | -               |
| 0.7385 | 41000 | 0.0957        | -               |
| 0.7394 | 41050 | 0.0271        | -               |
| 0.7403 | 41100 | 0.0341        | -               |
| 0.7412 | 41150 | 0.0572        | -               |
| 0.7421 | 41200 | 0.0389        | -               |
| 0.7430 | 41250 | 0.0319        | -               |
| 0.7439 | 41300 | 0.0262        | -               |
| 0.7448 | 41350 | 0.0809        | -               |
| 0.7457 | 41400 | 0.0208        | -               |
| 0.7466 | 41450 | 0.0423        | -               |
| 0.7475 | 41500 | 0.0673        | -               |
| 0.7484 | 41550 | 0.025         | -               |
| 0.7493 | 41600 | 0.0764        | -               |
| 0.7502 | 41650 | 0.0293        | -               |
| 0.7511 | 41700 | 0.0545        | -               |
| 0.7520 | 41750 | 0.0219        | -               |
| 0.7529 | 41800 | 0.0119        | -               |
| 0.7538 | 41850 | 0.08          | -               |
| 0.7547 | 41900 | 0.0286        | -               |
| 0.7556 | 41950 | 0.0307        | -               |
| 0.7565 | 42000 | 0.0433        | -               |
| 0.7574 | 42050 | 0.0518        | -               |
| 0.7583 | 42100 | 0.0372        | -               |
| 0.7592 | 42150 | 0.0542        | -               |
| 0.7601 | 42200 | 0.0254        | -               |
| 0.7610 | 42250 | 0.0604        | -               |
| 0.7619 | 42300 | 0.029         | -               |
| 0.7628 | 42350 | 0.0263        | -               |
| 0.7637 | 42400 | 0.0317        | -               |
| 0.7646 | 42450 | 0.0903        | -               |
| 0.7655 | 42500 | 0.0277        | -               |
| 0.7664 | 42550 | 0.0662        | -               |
| 0.7673 | 42600 | 0.0205        | -               |
| 0.7682 | 42650 | 0.0191        | -               |
| 0.7691 | 42700 | 0.0866        | -               |
| 0.7700 | 42750 | 0.0482        | -               |
| 0.7709 | 42800 | 0.0391        | -               |
| 0.7718 | 42850 | 0.0584        | -               |
| 0.7727 | 42900 | 0.035         | -               |
| 0.7736 | 42950 | 0.0393        | -               |
| 0.7745 | 43000 | 0.0168        | -               |
| 0.7754 | 43050 | 0.0522        | -               |
| 0.7763 | 43100 | 0.0178        | -               |
| 0.7772 | 43150 | 0.0961        | -               |
| 0.7781 | 43200 | 0.0343        | -               |
| 0.7790 | 43250 | 0.0251        | -               |
| 0.7799 | 43300 | 0.019         | -               |
| 0.7808 | 43350 | 0.0511        | -               |
| 0.7817 | 43400 | 0.0326        | -               |
| 0.7826 | 43450 | 0.0327        | -               |
| 0.7835 | 43500 | 0.0951        | -               |
| 0.7844 | 43550 | 0.0726        | -               |
| 0.7853 | 43600 | 0.0562        | -               |
| 0.7862 | 43650 | 0.0473        | -               |
| 0.7871 | 43700 | 0.0116        | -               |
| 0.7880 | 43750 | 0.0501        | -               |
| 0.7889 | 43800 | 0.0672        | -               |
| 0.7898 | 43850 | 0.0669        | -               |
| 0.7907 | 43900 | 0.0623        | -               |
| 0.7916 | 43950 | 0.0303        | -               |
| 0.7925 | 44000 | 0.0651        | -               |
| 0.7934 | 44050 | 0.0419        | -               |
| 0.7943 | 44100 | 0.0671        | -               |
| 0.7952 | 44150 | 0.1371        | -               |
| 0.7961 | 44200 | 0.0345        | -               |
| 0.7970 | 44250 | 0.0543        | -               |
| 0.7979 | 44300 | 0.0438        | -               |
| 0.7988 | 44350 | 0.0365        | -               |
| 0.7997 | 44400 | 0.0504        | -               |
| 0.8006 | 44450 | 0.0388        | -               |
| 0.8015 | 44500 | 0.0135        | -               |
| 0.8024 | 44550 | 0.0912        | -               |
| 0.8033 | 44600 | 0.0565        | -               |
| 0.8042 | 44650 | 0.0357        | -               |
| 0.8051 | 44700 | 0.0879        | -               |
| 0.8060 | 44750 | 0.0191        | -               |
| 0.8069 | 44800 | 0.0293        | -               |
| 0.8078 | 44850 | 0.0655        | -               |
| 0.8087 | 44900 | 0.0092        | -               |
| 0.8096 | 44950 | 0.0548        | -               |
| 0.8105 | 45000 | 0.0355        | -               |
| 0.8114 | 45050 | 0.0195        | -               |
| 0.8123 | 45100 | 0.0484        | -               |
| 0.8132 | 45150 | 0.0788        | -               |
| 0.8141 | 45200 | 0.0342        | -               |
| 0.8150 | 45250 | 0.0424        | -               |
| 0.8159 | 45300 | 0.0346        | -               |
| 0.8168 | 45350 | 0.0562        | -               |
| 0.8177 | 45400 | 0.033         | -               |
| 0.8186 | 45450 | 0.0591        | -               |
| 0.8195 | 45500 | 0.0369        | -               |
| 0.8204 | 45550 | 0.0693        | -               |
| 0.8213 | 45600 | 0.052         | -               |
| 0.8222 | 45650 | 0.0387        | -               |
| 0.8231 | 45700 | 0.0391        | -               |
| 0.8240 | 45750 | 0.0498        | -               |
| 0.8249 | 45800 | 0.0262        | -               |
| 0.8258 | 45850 | 0.0079        | -               |
| 0.8267 | 45900 | 0.0333        | -               |
| 0.8276 | 45950 | 0.0521        | -               |
| 0.8285 | 46000 | 0.0607        | -               |
| 0.8294 | 46050 | 0.0246        | -               |
| 0.8303 | 46100 | 0.0308        | -               |
| 0.8312 | 46150 | 0.0422        | -               |
| 0.8321 | 46200 | 0.0277        | -               |
| 0.8330 | 46250 | 0.0268        | -               |
| 0.8339 | 46300 | 0.0896        | -               |
| 0.8348 | 46350 | 0.0268        | -               |
| 0.8357 | 46400 | 0.0271        | -               |
| 0.8366 | 46450 | 0.0291        | -               |
| 0.8375 | 46500 | 0.0663        | -               |
| 0.8384 | 46550 | 0.0388        | -               |
| 0.8393 | 46600 | 0.0205        | -               |
| 0.8402 | 46650 | 0.0269        | -               |
| 0.8411 | 46700 | 0.0197        | -               |
| 0.8420 | 46750 | 0.0493        | -               |
| 0.8429 | 46800 | 0.0345        | -               |
| 0.8438 | 46850 | 0.0901        | -               |
| 0.8447 | 46900 | 0.0237        | -               |
| 0.8456 | 46950 | 0.056         | -               |
| 0.8465 | 47000 | 0.0556        | -               |
| 0.8474 | 47050 | 0.0489        | -               |
| 0.8483 | 47100 | 0.0136        | -               |
| 0.8492 | 47150 | 0.0974        | -               |
| 0.8501 | 47200 | 0.0354        | -               |
| 0.8510 | 47250 | 0.0453        | -               |
| 0.8519 | 47300 | 0.0891        | -               |
| 0.8528 | 47350 | 0.0185        | -               |
| 0.8537 | 47400 | 0.0479        | -               |
| 0.8546 | 47450 | 0.0286        | -               |
| 0.8555 | 47500 | 0.0528        | -               |
| 0.8564 | 47550 | 0.0334        | -               |
| 0.8573 | 47600 | 0.0105        | -               |
| 0.8582 | 47650 | 0.0613        | -               |
| 0.8591 | 47700 | 0.0345        | -               |
| 0.8601 | 47750 | 0.0449        | -               |
| 0.8610 | 47800 | 0.0179        | -               |
| 0.8619 | 47850 | 0.0156        | -               |
| 0.8628 | 47900 | 0.084         | -               |
| 0.8637 | 47950 | 0.0233        | -               |
| 0.8646 | 48000 | 0.0281        | -               |
| 0.8655 | 48050 | 0.0667        | -               |
| 0.8664 | 48100 | 0.0132        | -               |
| 0.8673 | 48150 | 0.0301        | -               |
| 0.8682 | 48200 | 0.081         | -               |
| 0.8691 | 48250 | 0.017         | -               |
| 0.8700 | 48300 | 0.0418        | -               |
| 0.8709 | 48350 | 0.013         | -               |
| 0.8718 | 48400 | 0.0473        | -               |
| 0.8727 | 48450 | 0.0731        | -               |
| 0.8736 | 48500 | 0.0182        | -               |
| 0.8745 | 48550 | 0.0225        | -               |
| 0.8754 | 48600 | 0.0722        | -               |
| 0.8763 | 48650 | 0.0131        | -               |
| 0.8772 | 48700 | 0.0436        | -               |
| 0.8781 | 48750 | 0.0292        | -               |
| 0.8790 | 48800 | 0.0418        | -               |
| 0.8799 | 48850 | 0.0906        | -               |
| 0.8808 | 48900 | 0.0498        | -               |
| 0.8817 | 48950 | 0.013         | -               |
| 0.8826 | 49000 | 0.0422        | -               |
| 0.8835 | 49050 | 0.0359        | -               |
| 0.8844 | 49100 | 0.0317        | -               |
| 0.8853 | 49150 | 0.0461        | -               |
| 0.8862 | 49200 | 0.0407        | -               |
| 0.8871 | 49250 | 0.0392        | -               |
| 0.8880 | 49300 | 0.0622        | -               |
| 0.8889 | 49350 | 0.017         | -               |
| 0.8898 | 49400 | 0.0471        | -               |
| 0.8907 | 49450 | 0.0465        | -               |
| 0.8916 | 49500 | 0.0242        | -               |
| 0.8925 | 49550 | 0.0532        | -               |
| 0.8934 | 49600 | 0.0481        | -               |
| 0.8943 | 49650 | 0.0628        | -               |
| 0.8952 | 49700 | 0.0281        | -               |
| 0.8961 | 49750 | 0.0136        | -               |
| 0.8970 | 49800 | 0.0656        | -               |
| 0.8979 | 49850 | 0.0182        | -               |
| 0.8988 | 49900 | 0.0519        | -               |
| 0.8997 | 49950 | 0.0207        | -               |
| 0.9006 | 50000 | 0.0377        | -               |
| 0.9015 | 50050 | 0.0552        | -               |
| 0.9024 | 50100 | 0.0195        | -               |
| 0.9033 | 50150 | 0.03          | -               |
| 0.9042 | 50200 | 0.0568        | -               |
| 0.9051 | 50250 | 0.0388        | -               |
| 0.9060 | 50300 | 0.0445        | -               |
| 0.9069 | 50350 | 0.0461        | -               |
| 0.9078 | 50400 | 0.0299        | -               |
| 0.9087 | 50450 | 0.0173        | -               |
| 0.9096 | 50500 | 0.0908        | -               |
| 0.9105 | 50550 | 0.0524        | -               |
| 0.9114 | 50600 | 0.0241        | -               |
| 0.9123 | 50650 | 0.051         | -               |
| 0.9132 | 50700 | 0.0114        | -               |
| 0.9141 | 50750 | 0.0379        | -               |
| 0.9150 | 50800 | 0.0909        | -               |
| 0.9159 | 50850 | 0.1076        | -               |
| 0.9168 | 50900 | 0.0346        | -               |
| 0.9177 | 50950 | 0.0319        | -               |
| 0.9186 | 51000 | 0.0186        | -               |
| 0.9195 | 51050 | 0.0397        | -               |
| 0.9204 | 51100 | 0.046         | -               |
| 0.9213 | 51150 | 0.0412        | -               |
| 0.9222 | 51200 | 0.0147        | -               |
| 0.9231 | 51250 | 0.0262        | -               |
| 0.9240 | 51300 | 0.0552        | -               |
| 0.9249 | 51350 | 0.0545        | -               |
| 0.9258 | 51400 | 0.0402        | -               |
| 0.9267 | 51450 | 0.0603        | -               |
| 0.9276 | 51500 | 0.0343        | -               |
| 0.9285 | 51550 | 0.0267        | -               |
| 0.9294 | 51600 | 0.0439        | -               |
| 0.9303 | 51650 | 0.0317        | -               |
| 0.9312 | 51700 | 0.0108        | -               |
| 0.9321 | 51750 | 0.0439        | -               |
| 0.9330 | 51800 | 0.0365        | -               |
| 0.9339 | 51850 | 0.0305        | -               |
| 0.9348 | 51900 | 0.0228        | -               |
| 0.9357 | 51950 | 0.0204        | -               |
| 0.9366 | 52000 | 0.0433        | -               |
| 0.9375 | 52050 | 0.018         | -               |
| 0.9384 | 52100 | 0.1014        | -               |
| 0.9393 | 52150 | 0.0442        | -               |
| 0.9402 | 52200 | 0.014         | -               |
| 0.9411 | 52250 | 0.0527        | -               |
| 0.9420 | 52300 | 0.0263        | -               |
| 0.9429 | 52350 | 0.0219        | -               |
| 0.9438 | 52400 | 0.0251        | -               |
| 0.9447 | 52450 | 0.0446        | -               |
| 0.9456 | 52500 | 0.0231        | -               |
| 0.9465 | 52550 | 0.0406        | -               |
| 0.9474 | 52600 | 0.0201        | -               |
| 0.9483 | 52650 | 0.0399        | -               |
| 0.9492 | 52700 | 0.0633        | -               |
| 0.9501 | 52750 | 0.0375        | -               |
| 0.9510 | 52800 | 0.0862        | -               |
| 0.9519 | 52850 | 0.0443        | -               |
| 0.9528 | 52900 | 0.0219        | -               |
| 0.9537 | 52950 | 0.0335        | -               |
| 0.9546 | 53000 | 0.05          | -               |
| 0.9555 | 53050 | 0.0529        | -               |
| 0.9564 | 53100 | 0.0495        | -               |
| 0.9573 | 53150 | 0.0219        | -               |
| 0.9582 | 53200 | 0.0519        | -               |
| 0.9591 | 53250 | 0.0272        | -               |
| 0.9600 | 53300 | 0.0189        | -               |
| 0.9609 | 53350 | 0.0257        | -               |
| 0.9618 | 53400 | 0.0401        | -               |
| 0.9627 | 53450 | 0.0426        | -               |
| 0.9636 | 53500 | 0.0168        | -               |
| 0.9645 | 53550 | 0.0358        | -               |
| 0.9654 | 53600 | 0.0279        | -               |
| 0.9663 | 53650 | 0.0133        | -               |
| 0.9672 | 53700 | 0.0257        | -               |
| 0.9681 | 53750 | 0.0344        | -               |
| 0.9690 | 53800 | 0.0718        | -               |
| 0.9699 | 53850 | 0.045         | -               |
| 0.9708 | 53900 | 0.0287        | -               |
| 0.9717 | 53950 | 0.0448        | -               |
| 0.9726 | 54000 | 0.0458        | -               |
| 0.9735 | 54050 | 0.033         | -               |
| 0.9744 | 54100 | 0.0164        | -               |
| 0.9753 | 54150 | 0.0228        | -               |
| 0.9762 | 54200 | 0.0616        | -               |
| 0.9771 | 54250 | 0.0172        | -               |
| 0.9780 | 54300 | 0.0538        | -               |
| 0.9789 | 54350 | 0.0318        | -               |
| 0.9798 | 54400 | 0.0323        | -               |
| 0.9807 | 54450 | 0.0428        | -               |
| 0.9816 | 54500 | 0.043         | -               |
| 0.9825 | 54550 | 0.0144        | -               |
| 0.9834 | 54600 | 0.0896        | -               |
| 0.9843 | 54650 | 0.0501        | -               |
| 0.9852 | 54700 | 0.034         | -               |
| 0.9861 | 54750 | 0.0546        | -               |
| 0.9870 | 54800 | 0.0212        | -               |
| 0.9879 | 54850 | 0.0385        | -               |
| 0.9888 | 54900 | 0.048         | -               |
| 0.9897 | 54950 | 0.0317        | -               |
| 0.9906 | 55000 | 0.0373        | -               |
| 0.9915 | 55050 | 0.0357        | -               |
| 0.9924 | 55100 | 0.0406        | -               |
| 0.9933 | 55150 | 0.0255        | -               |
| 0.9942 | 55200 | 0.0297        | -               |
| 0.9951 | 55250 | 0.0155        | -               |
| 0.9960 | 55300 | 0.0329        | -               |
| 0.9969 | 55350 | 0.0186        | -               |
| 0.9978 | 55400 | 0.0257        | -               |
| 0.9987 | 55450 | 0.033         | -               |
| 0.9996 | 55500 | 0.0505        | -               |

### Framework Versions
- Python: 3.11.7
- SetFit: 1.0.3
- Sentence Transformers: 2.3.0
- Transformers: 4.37.2
- PyTorch: 2.1.2+cu118
- Datasets: 2.16.1
- Tokenizers: 0.15.1

## 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}
}
```

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{"language": ["en"], "license": "mit", "library_name": "setfit", "tags": ["mtg", "multilabel", "magic", "setfit", "sentence-transformers", "text-classification", "generated_from_setfit_trainer"], "datasets": ["joshuasundance/mtg-coloridentity-multilabel-classification"], "metrics": ["accuracy"], "widget": [{"text": "Stoic Farmer\n\nWhen Stoic Farmer enters the battlefield, search your library for a basic Plains card and reveal it. If an opponent controls more lands than you, put it onto the battlefield tapped. Otherwise put it into your hand. Then shuffle.\nForetell {1}{W} (During your turn, you may pay {2} and exile this card from your hand face down. Cast it on a later turn for its foretell cost.)"}, {"text": "Hibernation Sliver\n\nAll Slivers have \"Pay 2 life: Return this permanent to its owner's hand.\""}, {"text": "Scattershot Archer\n\n{T}: Scattershot Archer deals 1 damage to each creature with flying."}, {"text": "Seize the Initiative\n\nTarget creature gets +1/+1 and gains first strike until end of turn."}, {"text": "Voldaren Duelist\n\nHaste\nWhen Voldaren Duelist enters the battlefield, target creature can't block this turn."}], "pipeline_tag": "text-classification", "inference": false, "base_model": "sentence-transformers/paraphrase-mpnet-base-v2", "model-index": [{"name": "SetFit with sentence-transformers/paraphrase-mpnet-base-v2", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "mtg-coloridentity-multilabel-classification", "type": "joshuasundance/mtg-coloridentity-multilabel-classification", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.7145687016027372, "name": "Accuracy"}]}]}]}
setfit safetensors mpnet mtg multilabel magic sentence-transformers text-classification generated_from_setfit_trainer en dataset:joshuasundance/mtg-coloridentity-multilabel-classification arxiv:2209.11055 base_model:sentence-transformers/paraphrase-mpnet-base-v2 license:mit model-index has_space region:us