setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-MiniLM-L3-v2 base_model:finetune:sentence-transformers/paraphrase-MiniLM-L3-v2 model-index region:us
---
base_model: sentence-transformers/paraphrase-MiniLM-L3-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 'Category: Milk, Buttermilk, Kefir, Goat''s milk, Non-dairy milk, Soy milk,
    Almond milk, Rice milk, Coconut milk, Yogurt, Chipotle dip, Dill dip, Onion dip,
    Ranch dip, Spinach dip, Tzatziki dip, Vegetable dip, Yogurt parfait, Frozen yogurt,
    Frozen yogurt sandwich'
- text: 'company.sector:  Software,  Finance,  Communications, pharmaceuticals, technology,
    Fashion, real estate,  software, banking and insurance, groceries, construction/real
    estate/banking,   Oil refining,  Oil refining, retail,  retail,  casinos, food
    packaging, cars, cosmetics, None'
- text: 'variety: Western, Eastern'
- text: 'Data.Lycopene: 0, 1, 300, 7271, 6399, 4601, 4123, 1523, 1422, 1351, 11, 816,
    819, 812, 1001, 769, 1365, 97, 21, 34'
- text: 'Date.Month: 8, 3, 4, 5, 6, 7, 9, 10, 11, 12, 1, 2'
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.7629716981132075
      name: Accuracy
---

# SetFit with sentence-transformers/paraphrase-MiniLM-L3-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-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.

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

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

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 128 tokens
- **Number of Classes:** 53 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
|:------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Integer                 | <ul><li>'quality: 5, 6, 7, 4, 8, 3'</li><li>'trunk: 11, 12, 16, 20, 21, 10, 17, 13, 9, 7, 8, 22, 18, 15, 23, 14, 6, 5'</li><li>'Completions: 589, 112, 114, 199, 156, 239, 451, 187, 252, 395, 682, 1, 1228, 93, 315, 150, 80, 92, 233, 406'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| Country Name            | <ul><li>'Nationality: Portugal, Argentina, Brazil, Uruguay, Germany, Poland, Spain, Belgium, Chile, Croatia, Wales, Italy, Slovenia, France, Gabon, Sweden, Netherlands, Denmark, Slovakia, England'</li><li>'adm0_name: Afghanistan, Algeria, Angola, Argentina, Armenia, Azerbaijan, Bangladesh, Bassas da India, Belarus, Benin, Bhutan, Bolivia, Burkina Faso, Burundi, Cambodia, Cameroon, Cape Verde, Central African Republic, Chad, China'</li><li>'Nation: Afghanistan, Albania, Algeria, Andorra, Angola, Antigua and Barbuda, Argentina, Armenia, Australia, Austria, Azerbaijan, The Bahamas, Bahrain, Bangladesh, Barbados, Belarus, Belgium, Belize, Benin, Bhutan'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| License Plate           | <ul><li>'plate: AZIZ714, BATBOX1, BBOMBS, BEACHY1, BLK PWR5, BOT TAK, CHERIPI, CIO FTW, DAVES88, DMOBGFY, DOITFKR, EGGPUTT, F DIABDZ, FJ 666, FKK OFF, FKN BLAK, FLT ATCK, F LUPUS, HVNNHEL, H8DES'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| Date                    | <ul><li>'Incident.Date.Full: 2015/01/02, 2015/01/03, 2015/01/04, 2015/01/05, 2015/01/06, 2015/01/07, 2015/01/08, 2015/01/09, 2015/01/11, 2015/01/13, 2015/01/14, 2015/01/15, 2015/01/16, 2015/01/17, 2015/01/18, 2015/01/19, 2015/01/20, 2015/01/21, 2015/01/22, 2015/01/23'</li><li>'end_date: 12/20/22, 12/19/22, 12/15/22, 12/14/22, 12/13/22, 12/12/22, 12/11/22, 12/7/22, 12/6/22, 12/5/22, 12/4/22, 12/2/22, 11/29/22, 11/22/22, 11/21/22, 11/20/22, 11/19/22, 11/17/22, 11/15/22, 11/14/22'</li><li>'week_ended: 2021-08-28, 2021-08-21, 2021-08-14, 2021-08-07, 2021-07-31, 2021-07-24, 2021-07-17, 2021-07-10, 2021-07-03, 2021-06-26, 2021-06-19, 2021-06-12, 2021-06-05, 2021-05-29, 2021-05-22, 2021-05-15, 2021-05-08, 2021-05-01, 2021-04-24, 2021-04-17'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Latitude                | <ul><li>'Latitude: 48,87217700, 48,85543800, 48,87416100, 48,87322500, 48,87422500, 48,84189000, 48,86617200, 48,87112100, 48,86552200, 48,87623100, 48,85609000, 48,85642700, 48,86853300, 48,87465400, 48,86995000, 48,85654000, 48,87022000, 48,86962600, 48,85663200, 48,83476200'</li><li>'Latitude: 50.17, 45.775, 42.17, 38.87, 43.25, 42.6, 41.73, 40.827, 40.821, 40.73, 39.48, 38.789, 38.638, 38.49, 38.404, 37.748, 37.1, 36.77, 39.284, 37.615'</li><li>'lat: 83.92115933668057, 89.53277415300325, 85.37696959908148, 85.44622332365381, 84.28538158324413, 87.96664079539569, 86.11414393337242, 85.43864590316868, 87.65474214915454, 81.67725407101064, 90.47817498708324, 89.87993043195812, 81.56791356025577, 88.48808747114165, 89.3843538611984, 87.5218603199103, 83.99238693700401, 82.50195719071465, 85.84865551792468, 87.92121711225418'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| Month Number            | <ul><li>'bibliography.publication.month: 6, 11, 3, 8, 1, 10, 7, 2, 4, 5, 9, 12'</li><li>'Date.Month: 8, 3, 4, 5, 6, 7, 9, 10, 11, 12, 1, 2'</li><li>'Incident.Date.Month: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| Floating Point Number   | <ul><li>'femwhite: 6262128.0, 6785226.0, 6960988.0, 6879090.0, 6388969.0, 6655571.0, 7328058.0, 8487223.0, 8634083.0, 7955003.0, 7190359.0, 5691567.0, 4653172.0, 4286302.0, 4240992.0, 3833722.0, 2764852.0'</li><li>'Total Population MOE Appx: 93589.07647025918, 97743.48311569727, 102875.52676728423, 100180.67827181323, 91225.48461689966, 84927.02484353623, 74086.5329139754, 64054.081534081255, 58510.64119755533, 49482.37049442148, 50209.88701800759, 34985.37698863254, 35444.72186612619, 31511.029844047032, 25723.46796958681, 26258.43669569568, 23366.799224435217, 18833.469882408906, 17592.145498006077, 15373.85201819406'</li><li>'chlorides: 0.076, 0.098, 0.092, 0.075, 0.069, 0.065, 0.073, 0.071, 0.097, 0.089, 0.114, 0.176, 0.17, 0.368, 0.086, 0.341, 0.077, 0.082, 0.106, 0.084'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| Time                    | <ul><li>'STOP_FRISK_TIME: 14:26:00, 11:10:00, 11:35:00, 13:20:00, 21:25:00, 20:00:00, 19:58:00, 13:15:00, 8:16:00, 18:44:00, 22:30:00, 4:45:00, 18:30:00, 0:00:00, 9:58:00, 11:15:00, 13:00:00, 8:00:00, 14:57:00, 4:15:00'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| Place                   | <ul><li>'Show.Theatre: Booth, Broadway, Ethel Barrymore, Palace, Belasco, Gershwin, Minskoff, Circle In The Square, Virginia, Criterion, Vivian Beaumont, Winter Garden, Plymouth, Richard Rodgers, Golden, Broadhurst, Imperial, Walter Kerr, St. James, Ambassador'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| Full Name               | <ul><li>'Person.Name: Tim Elliot, Lewis Lee Lembke, John Paul Quintero, Matthew Hoffman, Michael Rodriguez, Kenneth Joe Brown, Kenneth Arnold Buck, Brock Nichols, Autumn Steele, Leslie Sapp III, Patrick Wetter, Ron Sneed, Hashim Hanif Ibn Abdul-Rasheed, Nicholas Ryan Brickman, Omarr Julian Maximillian Jackson, Loren Simpson, James Dudley Barker, Artago Damon Howard, Thomas Hamby, Jimmy Foreman'</li><li>'sponsor_candidate: None, Vern Buchanan, Joyce Ann Elliott, Xochitl Torres Small, Desiree Tims, Morris Durham Davis, John Katko, Stephen Daniel, Nancy Mace, Alaina Shearer, Wesley Hunt, Scott Perry, J.D. Scholten, Jim Bognet, Angie Craig, Brynne S. Kennedy, Young Kim, Ammar Campa-Najjar, Donna E. Shalala, Jennifer T. Wexton'</li><li>'candidate_name: Abigail A. Spanberger, Nicholas J. Freitas, Kara Eastman, Don Bacon, Tyler Schaeffer, Jill Schupp, Ann Wagner, Martin Schulte, Dana Balter, John Katko, Steve Williams, Christina Hale, Victoria Spartz, Kenneth Tucker, Joyce Ann Elliott, French Hill, Jared Forrest Golden, Dale John Crafts, Marie Newman, Mike Fricilone'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| U.S. State Abbreviation | <ul><li>'Incident.Location.State: WA, OR, KS, CA, CO, OK, AZ, IA, PA, TX, OH, LA, MT, UT, AR, IL, NV, NM, MN, MO'</li><li>'state2: AL, AK, AZ, AR, CA, CO, CT, DE, FL, GA, HI, ID, IL, IN, IA, KS, KY, LA, ME, MD'</li><li>'State: AK, AL, AR, AZ, CA, CO, CT, DC, DE, FL, GA, HI, IA, ID, IL, IN, KS, KY, LA, MA'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| Price                   | <ul><li>'Income Range: $0 - $30,000, $30,001 - $48,000, $48,001 - $75,000, $75,001 - $110,000, $110,000+'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| U.S. State              | <ul><li>'state: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland'</li><li>'Geography: United States, Iowa, Michigan, Minnesota, North Dakota, South Dakota, Wisconsin, Minneapolis-St. Paul-Bloomington, MN-WI'</li><li>'state: None, Florida, Iowa, Pennsylvania, Nevada, Georgia, South Carolina, Nebraska CD-2, Montana, Maine, Maine CD-2, Maine CD-1, Arizona, North Carolina, Texas, Wyoming, West Virginia, Wisconsin, Washington, Vermont'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| Gender                  | <ul><li>"Gender: Men's, Women's"</li><li>'sex: Male, Female'</li><li>'gender: Female, Male'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| Longitude               | <ul><li>'long: -73.9561344937861, -73.9570437717691, -73.9768311751004, -73.9757249834141, -73.9593126695714, -73.9565700386162, -73.9719735582476, -73.9602609920814, -73.9770718586754, -73.9596413903948, -73.9702676472613, -73.9683613516225, -73.9541201789795, -73.9582694312289, -73.9674285955293, -73.9722500196844, -73.9695063535333, -73.9532170504865, -73.9768603630674, -73.9706105896967'</li><li>'Longitude: 6.85, 2.97, 2.53, -4.02, 10.87, 11.93, 12.7, 14.139, 14.426, 13.897, 14.83, 15.213, 15.064, 14.933, 14.962, 14.999, 12.02, 14.399, 23.336, 24.439'</li><li>'Longitude: 2,77228900, 2,77461100, 2,77370600, 2,77423900, 2,77654400, 2,79937600, 2,78064700, 2,77697400, 2,78928200, 2,78032200, 2,77731200, 2,77121300, 2,77167600, 2,78236500, 2,76694300, 2,77139500, 2,76872200, 2,76741500, 2,77156700, 2,82065100'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| URL                     | <ul><li>'metadata.url: https://www.gutenberg.org/ebooks/1342, https://www.gutenberg.org/ebooks/1952, https://www.gutenberg.org/ebooks/11, https://www.gutenberg.org/ebooks/84, https://www.gutenberg.org/ebooks/5200, https://www.gutenberg.org/ebooks/76, https://www.gutenberg.org/ebooks/844, https://www.gutenberg.org/ebooks/74, https://www.gutenberg.org/ebooks/23, https://www.gutenberg.org/ebooks/2542, https://www.gutenberg.org/ebooks/2701, https://www.gutenberg.org/ebooks/1661, https://www.gutenberg.org/ebooks/1400, https://www.gutenberg.org/ebooks/4300, https://www.gutenberg.org/ebooks/98, https://www.gutenberg.org/ebooks/1080, https://www.gutenberg.org/ebooks/345, https://www.gutenberg.org/ebooks/1232, https://www.gutenberg.org/ebooks/174, https://www.gutenberg.org/ebooks/2600'</li><li>'Club Logo: https://cdn.sofifa.org/24/18/teams/243.png, https://cdn.sofifa.org/24/18/teams/241.png, https://cdn.sofifa.org/24/18/teams/73.png, https://cdn.sofifa.org/24/18/teams/21.png, https://cdn.sofifa.org/24/18/teams/11.png, https://cdn.sofifa.org/24/18/teams/5.png, https://cdn.sofifa.org/24/18/teams/45.png, https://cdn.sofifa.org/24/18/teams/10.png, https://cdn.sofifa.org/24/18/teams/1.png, https://cdn.sofifa.org/24/18/teams/240.png, https://cdn.sofifa.org/24/18/teams/22.png, https://cdn.sofifa.org/24/18/teams/47.png, https://cdn.sofifa.org/24/18/teams/18.png, https://cdn.sofifa.org/24/18/teams/48.png, https://cdn.sofifa.org/24/18/teams/44.png, https://cdn.sofifa.org/24/18/teams/9.png, https://cdn.sofifa.org/24/18/teams/52.png, https://cdn.sofifa.org/24/18/teams/327.png, https://cdn.sofifa.org/24/18/teams/69.png, https://cdn.sofifa.org/24/18/teams/32.png'</li><li>'data.url: http://www.tate.org.uk/art/artworks/abakanowicz-backs-t12981, http://www.tate.org.uk/art/artworks/abbey-illustration-to-judith-shakespeare-n03992, http://www.tate.org.uk/art/artworks/abbott-tri-boro-barber-shop-p13100, http://www.tate.org.uk/art/artworks/abbott-portrait-of-the-engraver-francesco-bartolozzi-t01067, http://www.tate.org.uk/art/artworks/abrahams-lady-in-niche-t03369, http://www.tate.org.uk/art/artworks/absalon-assassinations-t07227, http://www.tate.org.uk/art/artworks/abts-zebe-t13592, http://www.tate.org.uk/art/artworks/acconci-transference-zone-t13178, http://www.tate.org.uk/art/artworks/ackling-five-sunsets-in-one-hour-t03562, http://www.tate.org.uk/art/artworks/ackroyd-cartmel-fell-p77815, http://www.tate.org.uk/art/artworks/adam-composition-river-in-a-gorge-t09843, http://www.tate.org.uk/art/artworks/adams-winters-sleep-n01838, http://www.tate.org.uk/art/artworks/adams-christs-cross-and-adams-tree-t05820, http://www.tate.org.uk/art/artworks/adams-space-construction-with-a-spiral-t07034, http://www.tate.org.uk/art/artworks/adeney-toy-sailing-boats-the-round-pond-n04568, http://www.tate.org.uk/art/artworks/adler-the-mutilated-t00372, http://www.tate.org.uk/art/artworks/adshead-the-cruise-t07229, http://www.tate.org.uk/art/artworks/adzak-cut-bottle-relief-t00875, http://www.tate.org.uk/art/artworks/afro-the-struggle-t00017, http://www.tate.org.uk/art/artworks/agar-figures-in-a-garden-t06749'</li></ul> |
| Day of Week             | <ul><li>'day: Sun, Sat, Thur, Fri'</li><li>'DAY2: Monday, Wednesday, Tuesday, Friday, Saturday, Thursday, Sunday'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| Slug                    | <ul><li>'Slug Geography: united-states, virginia'</li><li>'Slug University: doctoral-universities, associates-colleges-high-transfer-high-traditional, doctoral-universities-highest-research-activity, doctoral-universities-higher-research-activity, doctoral-universities-moderate-research-activity, masters-colleges-universities-larger-programs, not-applicable-not-in-carnegie-universe-not-accredited-or-nondegree-granting'</li><li>'Slug CIP: liberal-arts-sciences'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| Timestamp               | <ul><li>'Modification: 26/06/2022 13:31:22, 12/04/2018 15:31:20, 26/06/2022 13:30:09, 26/06/2022 13:30:02, 26/06/2022 13:30:31, 26/06/2022 11:27:12, 26/06/2022 13:30:39, 28/10/2018 00:10:20, 12/04/2018 15:31:19, 26/06/2022 11:26:39, 12/07/2022 09:46:24, 12/04/2018 15:31:18, 21/10/2022 13:07:41, 21/10/2022 13:07:50, 16/09/2020 10:36:33, 26/06/2022 15:36:44, 24/07/2022 09:14:31, 12/04/2018 15:31:17, 26/06/2022 15:36:38, 12/07/2022 09:45:04'</li><li>'date: 2001-01-02 00:00:00, 2001-01-03 00:00:00, 2001-01-04 00:00:00, 2001-01-05 00:00:00, 2001-01-08 00:00:00, 2001-01-09 00:00:00, 2001-01-10 00:00:00, 2001-01-11 00:00:00, 2001-01-12 00:00:00, 2001-01-16 00:00:00, 2001-01-17 00:00:00, 2001-01-18 00:00:00, 2001-01-19 00:00:00, 2001-01-22 00:00:00, 2001-01-23 00:00:00, 2001-01-24 00:00:00, 2001-01-25 00:00:00, 2001-01-26 00:00:00, 2001-01-29 00:00:00, 2001-01-30 00:00:00'</li><li>'created_at: 12/30/20 12:29, 11/2/20 21:26, 11/2/20 22:16, 11/2/20 21:32, 11/2/20 22:01, 11/2/20 22:18, 11/2/20 22:26, 11/2/20 23:31, 11/2/20 21:49, 10/31/20 17:22, 11/1/20 14:39, 11/2/20 08:22, 10/29/20 14:16, 10/31/20 08:36, 10/29/20 11:08, 10/29/20 09:00, 10/29/20 16:13, 10/29/20 16:14, 10/30/20 15:45, 10/28/20 09:24'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| Coordinate              | <ul><li>'lat_long: POINT (-73.9561344937861 40.7940823884086), POINT (-73.9570437717691 40.794850940803904), POINT (-73.9768311751004 40.76671780725581), POINT (-73.9757249834141 40.7697032606755), POINT (-73.9593126695714 40.797533370163), POINT (-73.9565700386162 40.7902561000937), POINT (-73.9719735582476 40.7693045133578), POINT (-73.9602609920814 40.79428830455661), POINT (-73.9770718586754 40.7729752391435), POINT (-73.9596413903948 40.7903128889029), POINT (-73.9702676472613 40.7762126854894), POINT (-73.9683613516225 40.7725908847499), POINT (-73.9541201789795 40.7931811701082), POINT (-73.9582694312289 40.7917367820255), POINT (-73.9674285955293 40.7829723919744), POINT (-73.9722500196844 40.7742879599026), POINT (-73.9695063535333 40.7823507678183), POINT (-73.9532170504865 40.7919669739962), POINT (-73.9768603630674 40.7702795904962), POINT (-73.9706105896967 40.7698124821507)'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| Likert scale            | <ul><li>'Procedure.Hip Knee.Quality: Average, Unknown, Better, Worse'</li><li>'Rating.Experience: Below, Same, None, Above'</li><li>'Procedure.Heart Failure.Quality: Average, Worse, Unknown, Better'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
| Categorical             | <ul><li>'species: setosa, versicolor, virginica'</li><li>'stage: general'</li><li>'color: E, I, J, H, F, G, D'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| Secondary Address       | <ul><li>'STOP_LOCATION_APARTMENT: (null), 2, 7, 4TH, 2FL, ROOF, ROOF T, BASEME, LOBBY, 17TH, 2 FLOO, 12, 1701, HALLWA, 1E, 5D, SIDEWA, FRONT, 12C, None'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| Year                    | <ul><li>'Year: 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979'</li><li>'Year: 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013'</li><li>'Date.Year: 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| Zip Code                | <ul><li>'zip_codes: nan, 12081.0, 10090.0, 12423.0, 12420.0'</li><li>'STOP_LOCATION_ZIP_CODE: (null), 20292, AVENUE, 5 AVEN, 10019, 22768, 10035, 10026, 10128, 24231, 10030, 10039, 23874, 11213, 11233, 100652, 10451, 23543, 100745, PROSPE'</li><li>'recipient_zip: 995084442, 99503, 995163436, 352124572, 35216, 35976, 358021277, 352174710, 35203, 35233, 35805, 72716, 72201, 72035, 72015, 72223, 72019, 72113, 72758, 72227'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Region                  | <ul><li>'Subregion: Western Europe, Italy, Greece, Turkey, Western Asia, Africa (northeastern) and Red Sea, Africa (eastern), Africa (central), Africa (western), Africa (northern), Middle East (western), Middle East (southern), Middle East (eastern), Indian Ocean (western), Indian Ocean (southern), New Zealand, Kermadec Islands, Tonga Islands, Samoan and Wallis Islands, Fiji Islands'</li><li>'Region: Mediterranean and Western Asia, Africa and Red Sea, Middle East and Indian Ocean, New Zealand to Fiji, Melanesia and Australia, Indonesia, Philippines and SE Asia, Japan, Taiwan, Marianas, Kuril Islands, Kamchatka and Mainland Asia, Alaska, Canada and Western USA, Hawaii and Pacific Ocean, México and Central America, South America, West Indies, Iceland and Arctic Ocean, Atlantic Ocean, Antarctica'</li><li>'region: South, West, NE, N Cntrl'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| AM/PM                   | <ul><li>'shift: PM, AM'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Race/Ethnicity          | <ul><li>'Person.Race: Asian, White, Hispanic, African American, Other, Unknown, Native American'</li><li>'SUSPECT_RACE_DESCRIPTION: (null), WHITE, BLACK HISPANIC, BLACK, WHITE HISPANIC, ASIAN/PAC.ISL, AMER IND, MALE'</li><li>'race: black, white, other'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| Street Name             | <ul><li>'STOP_LOCATION_STREET_NAME: GREENWICH STREET, WALL STREET, GREENE STREET, WEST BROADWAY, WEST STREET, CHAMBERS STREET, CORTLANDT STREET, FULTON STREET, CLIFF STREET, SPRING STREET, CEDAR STREET, LIBERTY STREET, BARCLAY STREET, BATTERY PLACE, MERCER STREET, BROADWAY, SOUTH STREET, THOMPSON STREET, JAY STREET, CHURCH STREET'</li><li>"Adresse: Adventureland, 10 Place d'Ariane, Fantasyland, None, Disneyland Paris, Unnamed Road, Discoveryland, 3 Rue de la Galmy, Boulevard du Grand Fossé, Liaison Douce, 24 Town Square, Les Pléiades, Frontierland, 5 Cours du Danube, Rue du Bœuf Agile, Avenue René Goscinny, 1998 Rue Georges Méliès, Boulevard du Parc, Town Square, Avenue Paul Séramy"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| Day of Month            | <ul><li>'bibliography.publication.day: 1, 17, 16, 20, 29, 10, 14, 11, 9, 18, 19, 22, 25, 15, 6, 28, 27, 2, 12, 21'</li><li>'Date.Day: 26, 24, 31, 7, 14, 21, 28, 5, 12, 19, 2, 9, 16, 23, 30, 4, 11, 18, 25, 1'</li><li>'Incident.Date.Day: 2, 3, 4, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| Boolean                 | <ul><li>'ID Workforce Status: True'</li><li>'nationwide_batch: False'</li><li>'PHYSICAL_FORCE_RESTRAINT_USED_FLAG: (null), Y'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| Color                   | <ul><li>'highlight_fur_color: None, Cinnamon, White, Gray, Cinnamon, White, Gray, White, Black, Cinnamon, White, Black, Black, White, Black, Cinnamon, Gray, Black'</li><li>'color: Yellow, Black, White'</li><li>'primary_fur_color: None, Gray, Cinnamon, Black'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| Location                | <ul><li>'Geography: United States, Virginia'</li><li>"artist.birth.location: Polska, Philadelphia, United States, Springfield, United States, Leicestershire, United Kingdom, Wigan, United Kingdom, Tel Aviv-Yafo, Yisra'el, Kiel, Deutschland, New York, United States, Isleworth, United Kingdom, Leeds, United Kingdom, Kirkcaldy, United Kingdom, Worcester, United Kingdom, London, United Kingdom, Northampton, United Kingdom, Tuszyn, Polska, Reading, United Kingdom, Udine, Italia, Ayacucho, Argentina, Genve, Schweiz, Hmeenlinna, Suomi"</li><li>'artist.death.location: None, London, United Kingdom, Monson, United States, Paris, France, Worcester, United Kingdom, Aldbourne, United Kingdom, Hampstead, United Kingdom, Zrich, Schweiz, New Haven, United States, Woodstock, United States, Musselburgh, United Kingdom, Maidstone, United Kingdom, Edinburgh, United Kingdom, Wallingford, United Kingdom, Barnes, United Kingdom, Wiesbaden, Deutschland, Los Angeles, Madrid, Espaa, Schweiz, Rennes, France'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| Last Name               | <ul><li>'candidat: Bush, Perot, Clinton'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| Company Name            | <ul><li>"company.name: Microsoft, Berkshire Hathaway, Telmex, F. Hoffmann-La Roche, Zara, Henderson Land Development, Oracle, Lin Yuan Group, Aldi, Sun Hung Kai Properties, Kingdom Holding Company, Koch industries, Cheung king, Walmart, Seibu Corporation, Las Vegas Sands, Aldi Nord, Tetra Pak, BMW, L'Oreal"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| Street Address          | <ul><li>'STOP_LOCATION_FULL_ADDRESS: 180 GREENWICH STREET, WALL STREET && BROADWAY, 75 GREENE STREET, 429 WEST BROADWAY, WEST STREET && CHAMBERS STREET, CHAMBERS STREET && WEST BROADWAY, CORTLANDT STREET && CHURCH STREET, 111 FULTON STREET, 25 CLIFF STREET, SPRING STREET && AVENUE OF THE AMERICAS, 130 CEDAR STREET, 225 LIBERTY STREET, BARCLAY STREET && WEST STREET, 153 GREENWICH STREET, BATTERY PLACE && STATE STREET, MERCER STREET && BROOME STREET, WEST STREET && CANAL STREET, BROADWAY && PRINCE STREET, WEST BROADWAY && AVENUE OF THE AMERICAS, 3 SOUTH STREET'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| Short text              | <ul><li>'make: AMC Concord, AMC Pacer, AMC Spirit, Buick Century, Buick Electra, Buick LeSabre, Buick Opel, Buick Regal, Buick Riviera, Buick Skylark, Cad. Deville, Cad. Eldorado, Cad. Seville, Chev. Chevette, Chev. Impala, Chev. Malibu, Chev. Monte Carlo, Chev. Monza, Chev. Nova, Dodge Colt'</li><li>'Club: Real Madrid CF, FC Barcelona, Paris Saint-Germain, FC Bayern Munich, Manchester United, Chelsea, Juventus, Manchester City, Arsenal, Atlético Madrid, Borussia Dortmund, Milan, Tottenham Hotspur, Napoli, Inter, Liverpool, Roma, Beşiktaş JK, AS Monaco, Bayer 04 Leverkusen'</li><li>'memo_text: IN KIND: FACILITY RENTAL, None, IN KIND: BUMPER STICKERS SIGNS AND BUTTONS, IN KIND: BILLBOARD ADVERTISING, IN KIND: CATERING, IN KIND: PHOTOGRAPHY, IN KIND: AIR TRAVEL, IN KIND: PHOTOGRAPHY SERVICES, IN KIND: FACILITY RENTAL/CATERING, IN KIND: CAR RENTAL PARADE TICKET BANNER, IN KIND: CAMPAIGN SIGNS, IN KIND: OFFICE SPACE, IN KIND: BOOTH SPACE AT INDIANA STATE FAIR, IN KIND: TRAVEL, IN KIND: CHARTER BUS, IN KIND: SIGNAGE, IN KIND: EMAIL LIST, IN KIND: AIRFARE, IN KIND: TABLES, IN KIND: LODGING'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| Occupation              | <ul><li>'Detailed Occupation: Physicians, Physicians & surgeons, Lawyers, & judges, magistrates, & other judicial workers, Medical & health services managers, Chief executives & legislators, Veterinarians, Social & community service managers, Securities, commodities, & financial services sales agents, Petroleum, mining & geological engineers, including mining safety engineers, Economists, Miscellaneous social scientists, including survey researchers & sociologists, Natural sciences managers, Geoscientists and hydrologists, except geographers, Detectives & criminal investigators, Judicial law clerks, Other psychologists, Architectural & engineering managers, Education administrators, Astronomers & physicists, Public relations and fundraising managers'</li><li>'occupation: Operatives, Craftsmen, Sales, Other, Managers/admin, Professional/technical, Clerical/unskilled, Laborers, Transport, Service, nan, Household workers, Farm laborers, Farmers'</li><li>'Detailed Occupation: Other managers, Cashiers, Retail salespersons, Driver/sales workers & truck drivers, Registered nurses'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| Very short text         | <ul><li>'above_ground_sighter_measurement: None, FALSE, 4, 3, 30, 10, 6, 24, 8, 25, 5, 50, 70, 12, 2, 20, 7, 13, 15, 28'</li><li>'review_reason_code: 2, 1, 4, None, 5, 3, 7, 3?, 8, D, ?, 3, 1, 1 or 2, D or 1, 7B, 1, 2, 1 OR 2, D OR 2, B, 4?'</li><li>'status: N, Y, REMOVE, None, 1, ?, H, R, M, T'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| Numeric                 | <ul><li>'cat_idx: 1, 2, 3'</li><li>'solutions: 1, 2, 3'</li><li>'metadata.formats.total: 8, 7, 6, 9, 5, 11, 10, 12, 3, 4'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| URI                     | <ul><li>'data.thumbnail: http://www.tate.org.uk/art/images/work/T/T12/T12981_8.jpg, http://www.tate.org.uk/art/images/work/N/N03/N03992_8.jpg, None, http://www.tate.org.uk/art/images/work/T/T01/T01067_8.jpg, http://www.tate.org.uk/art/images/work/T/T03/T03369_8.jpg, http://www.tate.org.uk/art/images/work/T/T13/T13592_8.jpg, http://www.tate.org.uk/art/images/work/T/T03/T03562_8.jpg, http://www.tate.org.uk/art/images/work/P/P77/P77815_8.jpg, http://www.tate.org.uk/art/images/work/T/T09/T09843_8.jpg, http://www.tate.org.uk/art/images/work/T/T05/T05820_8.jpg, http://www.tate.org.uk/art/images/work/T/T07/T07034_8.jpg, http://www.tate.org.uk/art/images/work/T/T00/T00372_8.jpg, http://www.tate.org.uk/art/images/work/T/T07/T07229_8.jpg, http://www.tate.org.uk/art/images/work/T/T06/T06749_8.jpg, http://www.tate.org.uk/art/images/work/T/T02/T02351_8.jpg, http://www.tate.org.uk/art/images/work/T/T13/T13408_8.jpg, http://www.tate.org.uk/art/images/work/T/T06/T06680_8.jpg, http://www.tate.org.uk/art/images/work/T/T12/T12215_8.jpg, http://www.tate.org.uk/art/images/work/T/T07/T07626_8.jpg, http://www.tate.org.uk/art/images/work/P/P77/P77242_8.jpg'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| Letter grade            | <ul><li>'fte_grade: B+, B, B/C, A, A-, None, C, A/B, B-, A+, C/D'</li><li>'fte_grade: B+, B, B/C, A, A-, None, C, A/B, B-, A+, C/D'</li><li>'fte_grade: B/C, B-, A-, A, B+, B, C/D, A/B, A+, C+, None, F'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| Month Name              | <ul><li>'month: Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec'</li><li>'Month: JAN, FEB, MAR, APR, MAY, JUN, JUL, AUG, SEP, OCT, NOV, DEC'</li><li>'bibliography.publication.month name: June, November, March, August, January, October, July, February, April, May, September, December'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Age                     | <ul><li>'Person.Age: 53, 47, 23, 32, 39, 18, 22, 35, 34, 25, 31, 41, 30, 37, 28, 42, 36, 49, 71, 33'</li><li>'Age: Under 5 Years, 5 to 17 Years, 18 to 24 Years, 25 to 34 Years, 35 to 44 Years, 45 to 54 Years, 55 to 59 Years, 60 & 61 Years, 62 to 64 Years, 65 to 74 Years, 75 Years & Over'</li><li>'demographics.age: 40, 45, 58, 65, 70, 74, 0, 48, 77, 68, 56, 83, 71, 69, 44, 78, 73, 67, 53, 61'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| Partial timestamp       | <ul><li>'Last Known Eruption: 8300 BCE, 4040 BCE, Unknown, 3600 BCE, 1282 CE, 104 BCE, 1538 CE, 1944 CE, 1302 CE, 8040 BCE, 2019 CE, 1230 CE, 1890 CE, 1867 CE, 1891 CE, 1050 BCE, 258 BCE, 140 CE, 1950 CE, 1888 CE'</li><li>'created_at: 12/17/20 21:39, 6/14/21 15:36, 11/2/20 09:02, 11/2/20 12:49, 11/2/20 19:02, 11/2/20 14:04, 11/2/20 17:37, 11/2/20 18:39, 11/2/20 18:40, 11/4/20 09:17, 11/4/20 10:29, 11/4/20 10:32, 11/4/20 10:38, 11/4/20 10:39, 11/28/20 21:14, 11/2/20 21:25, 11/2/20 21:32, 11/2/20 22:12, 11/2/20 23:30, 11/2/20 23:33'</li><li>'bibliography.publication.full: June, 1998, November, 1999, March, 1994, June 17, 2008, August 16, 2005, August 20, 2006, August 29, 2006, January 10, 2006, March, 2001, June, 2001, October 14, 1892, July, 1998, July, 2003, January, 1994, October 1997, August 16, 2013, February 11, 2006, June 9, 2008, January 1, 1870, April, 2001'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| Abbreviation            | <ul><li>'bibliography.congress classifications: PR, PS, PZ,PR, PT, PZ,PS, E300, JC, PG, HQ, PQ, PR,PZ, PA,JC, PA, B, TJ, BS, HT, JK, PE, E011'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| Country ISO Code        | <ul><li>"Runner-up Nationality (Men's): None, USA, BRA, AUS, RSA, FRA, CND, RUS, GBR, BEL, GER, ESP, NED, POL, ARG, CZE, YUG, TCH, URS"</li><li>'Runner-up Nationality: AUS, GBR, NZL, FRA, USA, RSA, CZE, ARG, GER, SUI, ESP, CRO, ROM, DEN, TCH, URS, CZ, SRB, CND, SWE'</li><li>'Champion Nationality: AUS, FRA, GBR, NZL, USA, SRB, SUI, SWE, CZE, ESP, GER, NED, CRO, BRA, RUS'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| City Name               | <ul><li>'recipient_city: ANCHORAGE, BIRMINGHAM, GUNTERSVILLE, HUNTSVILLE, BENTONVILLE, LITTLE ROCK, CONWAY, BENTON, MAUMELLE, ROGERS, JONESBORO, PHOENIX, TEMPE, SCOTTSDALE, CAVE CREEK, PHEONIX, CHANDLER, FLAGSTAFF, PARADISE VALLEY, SAFFORD'</li><li>'Incident.Location.City: Shelton, Aloha, Wichita, San Francisco, Evans, Guthrie, Chandler, Assaria, Burlington, Knoxville, Stockton, Freeport, Columbus, Des Moines, New Orleans, Huntley, Salt Lake City, Strong, Syracuse, England'</li><li>'Facility.City: Dothan, Boaz, Florence, Opp, Luverne, Birmingham, Fort Payne, Alabaster, Sheffield, Ozark, Centre, Montgomery, Opelika, Wedowee, Tallassee, Cullman, Andalusia, Anniston, Huntsville, Gadsden'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| Continents              | <ul><li>'Continent: Africa, South America, Asia, North America, Australia'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| Postal Code             | <ul><li>'Code postal: 77700.0, nan'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| Marital status          | <ul><li>'married: single, married'</li><li>'never_married: 0, 1'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| First Name              | <ul><li>'Top Name: Mary, Linda, Debra, Lisa, Michelle, Jennifer, Jessica, Samantha, Ashley, Hannah, Emily, Madison, Emma, Isabella, Sophia, Olivia, John, Robert, James, David'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| Currency Code           | <ul><li>'cur_name: AFN, DZD, AOA, ARS, AMD, AZN, BDT, INR, BYR, XOF, BTN, BOB, BIF, KHR, XAF, CVE, CNY, COP, USD, CDF'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.7630   |

## 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("quantisan/paraphrase-MiniLM-L3-v2-93dataset-v2labels")
# Run inference
preds = model("variety: Western, Eastern")
```

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### Downstream Use

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

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### Out-of-Scope Use

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

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## Bias, Risks and Limitations

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

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### Recommendations

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

## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 2   | 22.1604 | 378 |

| Label                   | Training Sample Count |
|:------------------------|:----------------------|
| Categorical             | 8                     |
| Numeric                 | 8                     |
| Timestamp               | 5                     |
| Date                    | 8                     |
| Integer                 | 8                     |
| Partial timestamp       | 3                     |
| Short text              | 8                     |
| Very short text         | 3                     |
| AM/PM                   | 1                     |
| Boolean                 | 8                     |
| City Name               | 4                     |
| Color                   | 3                     |
| Company Name            | 1                     |
| Coordinate              | 1                     |
| Country ISO Code        | 3                     |
| Country Name            | 8                     |
| Currency Code           | 1                     |
| Day of Month            | 3                     |
| Day of Week             | 2                     |
| First Name              | 1                     |
| Floating Point Number   | 8                     |
| Full Name               | 8                     |
| Last Name               | 1                     |
| Latitude                | 4                     |
| License Plate           | 1                     |
| Longitude               | 4                     |
| Month Name              | 4                     |
| Month Number            | 4                     |
| Occupation              | 3                     |
| Postal Code             | 1                     |
| Price                   | 1                     |
| Secondary Address       | 1                     |
| Slug                    | 8                     |
| Street Address          | 1                     |
| Street Name             | 2                     |
| Time                    | 1                     |
| U.S. State              | 8                     |
| U.S. State Abbreviation | 6                     |
| URI                     | 1                     |
| URL                     | 8                     |
| Year                    | 8                     |
| Zip Code                | 3                     |
| Likert scale            | 8                     |
| Gender                  | 8                     |
| Letter grade            | 4                     |
| Race/Ethnicity          | 3                     |
| Marital status          | 2                     |
| Continents              | 1                     |
| Region                  | 5                     |
| Age                     | 3                     |
| Place                   | 1                     |
| Abbreviation            | 1                     |
| Location                | 3                     |

### Training Hyperparameters
- batch_size: (8, 8)
- num_epochs: (4, 4)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0002 | 1     | 0.1497        | -               |
| 0.0092 | 50    | 0.1834        | -               |
| 0.0183 | 100   | 0.1917        | -               |
| 0.0275 | 150   | 0.1712        | -               |
| 0.0366 | 200   | 0.1505        | -               |
| 0.0458 | 250   | 0.146         | -               |
| 0.0549 | 300   | 0.1465        | -               |
| 0.0641 | 350   | 0.1297        | -               |
| 0.0732 | 400   | 0.1238        | -               |
| 0.0824 | 450   | 0.111         | -               |
| 0.0916 | 500   | 0.1035        | -               |
| 0.1007 | 550   | 0.1008        | -               |
| 0.1099 | 600   | 0.0914        | -               |
| 0.1190 | 650   | 0.0869        | -               |
| 0.1282 | 700   | 0.0792        | -               |
| 0.1373 | 750   | 0.0712        | -               |
| 0.1465 | 800   | 0.0709        | -               |
| 0.1556 | 850   | 0.0808        | -               |
| 0.1648 | 900   | 0.0659        | -               |
| 0.1740 | 950   | 0.0611        | -               |
| 0.1831 | 1000  | 0.0611        | -               |
| 0.1923 | 1050  | 0.0607        | -               |
| 0.2014 | 1100  | 0.0611        | -               |
| 0.2106 | 1150  | 0.0507        | -               |
| 0.2197 | 1200  | 0.0577        | -               |
| 0.2289 | 1250  | 0.0508        | -               |
| 0.2381 | 1300  | 0.0399        | -               |
| 0.2472 | 1350  | 0.0442        | -               |
| 0.2564 | 1400  | 0.0516        | -               |
| 0.2655 | 1450  | 0.0441        | -               |
| 0.2747 | 1500  | 0.0472        | -               |
| 0.2838 | 1550  | 0.0284        | -               |
| 0.2930 | 1600  | 0.0492        | -               |
| 0.3021 | 1650  | 0.035         | -               |
| 0.3113 | 1700  | 0.0338        | -               |
| 0.3205 | 1750  | 0.0286        | -               |
| 0.3296 | 1800  | 0.0296        | -               |
| 0.3388 | 1850  | 0.0328        | -               |
| 0.3479 | 1900  | 0.0277        | -               |
| 0.3571 | 1950  | 0.0269        | -               |
| 0.3662 | 2000  | 0.0262        | -               |
| 0.3754 | 2050  | 0.0311        | -               |
| 0.3845 | 2100  | 0.0277        | -               |
| 0.3937 | 2150  | 0.022         | -               |
| 0.4029 | 2200  | 0.0216        | -               |
| 0.4120 | 2250  | 0.0213        | -               |
| 0.4212 | 2300  | 0.0231        | -               |
| 0.4303 | 2350  | 0.0255        | -               |
| 0.4395 | 2400  | 0.02          | -               |
| 0.4486 | 2450  | 0.0181        | -               |
| 0.4578 | 2500  | 0.0196        | -               |
| 0.4669 | 2550  | 0.0182        | -               |
| 0.4761 | 2600  | 0.0199        | -               |
| 0.4853 | 2650  | 0.0171        | -               |
| 0.4944 | 2700  | 0.0171        | -               |
| 0.5036 | 2750  | 0.0169        | -               |
| 0.5127 | 2800  | 0.0161        | -               |
| 0.5219 | 2850  | 0.0104        | -               |
| 0.5310 | 2900  | 0.0133        | -               |
| 0.5402 | 2950  | 0.0137        | -               |
| 0.5493 | 3000  | 0.0241        | -               |
| 0.5585 | 3050  | 0.0156        | -               |
| 0.5677 | 3100  | 0.0155        | -               |
| 0.5768 | 3150  | 0.0158        | -               |
| 0.5860 | 3200  | 0.0165        | -               |
| 0.5951 | 3250  | 0.0141        | -               |
| 0.6043 | 3300  | 0.0129        | -               |
| 0.6134 | 3350  | 0.0129        | -               |
| 0.6226 | 3400  | 0.0103        | -               |
| 0.6318 | 3450  | 0.011         | -               |
| 0.6409 | 3500  | 0.0117        | -               |
| 0.6501 | 3550  | 0.0128        | -               |
| 0.6592 | 3600  | 0.0125        | -               |
| 0.6684 | 3650  | 0.0138        | -               |
| 0.6775 | 3700  | 0.0101        | -               |
| 0.6867 | 3750  | 0.0123        | -               |
| 0.6958 | 3800  | 0.0127        | -               |
| 0.7050 | 3850  | 0.0088        | -               |
| 0.7142 | 3900  | 0.0097        | -               |
| 0.7233 | 3950  | 0.0078        | -               |
| 0.7325 | 4000  | 0.0056        | -               |
| 0.7416 | 4050  | 0.0096        | -               |
| 0.7508 | 4100  | 0.0114        | -               |
| 0.7599 | 4150  | 0.0105        | -               |
| 0.7691 | 4200  | 0.0101        | -               |
| 0.7782 | 4250  | 0.0077        | -               |
| 0.7874 | 4300  | 0.0104        | -               |
| 0.7966 | 4350  | 0.007         | -               |
| 0.8057 | 4400  | 0.0112        | -               |
| 0.8149 | 4450  | 0.008         | -               |
| 0.8240 | 4500  | 0.0063        | -               |
| 0.8332 | 4550  | 0.0153        | -               |
| 0.8423 | 4600  | 0.0081        | -               |
| 0.8515 | 4650  | 0.007         | -               |
| 0.8606 | 4700  | 0.0052        | -               |
| 0.8698 | 4750  | 0.0054        | -               |
| 0.8790 | 4800  | 0.0063        | -               |
| 0.8881 | 4850  | 0.0131        | -               |
| 0.8973 | 4900  | 0.0086        | -               |
| 0.9064 | 4950  | 0.0086        | -               |
| 0.9156 | 5000  | 0.008         | -               |
| 0.9247 | 5050  | 0.0097        | -               |
| 0.9339 | 5100  | 0.0081        | -               |
| 0.9431 | 5150  | 0.0052        | -               |
| 0.9522 | 5200  | 0.008         | -               |
| 0.9614 | 5250  | 0.0055        | -               |
| 0.9705 | 5300  | 0.0048        | -               |
| 0.9797 | 5350  | 0.0055        | -               |
| 0.9888 | 5400  | 0.0064        | -               |
| 0.9980 | 5450  | 0.0043        | -               |
| 1.0    | 5461  | -             | 0.0926          |
| 1.0071 | 5500  | 0.0064        | -               |
| 1.0163 | 5550  | 0.0079        | -               |
| 1.0255 | 5600  | 0.0037        | -               |
| 1.0346 | 5650  | 0.0045        | -               |
| 1.0438 | 5700  | 0.0072        | -               |
| 1.0529 | 5750  | 0.0055        | -               |
| 1.0621 | 5800  | 0.0046        | -               |
| 1.0712 | 5850  | 0.0039        | -               |
| 1.0804 | 5900  | 0.0063        | -               |
| 1.0895 | 5950  | 0.0071        | -               |
| 1.0987 | 6000  | 0.005         | -               |
| 1.1079 | 6050  | 0.0066        | -               |
| 1.1170 | 6100  | 0.0041        | -               |
| 1.1262 | 6150  | 0.0056        | -               |
| 1.1353 | 6200  | 0.0063        | -               |
| 1.1445 | 6250  | 0.0057        | -               |
| 1.1536 | 6300  | 0.004         | -               |
| 1.1628 | 6350  | 0.0058        | -               |
| 1.1719 | 6400  | 0.0067        | -               |
| 1.1811 | 6450  | 0.0058        | -               |
| 1.1903 | 6500  | 0.0081        | -               |
| 1.1994 | 6550  | 0.0062        | -               |
| 1.2086 | 6600  | 0.0062        | -               |
| 1.2177 | 6650  | 0.0034        | -               |
| 1.2269 | 6700  | 0.0031        | -               |
| 1.2360 | 6750  | 0.0048        | -               |
| 1.2452 | 6800  | 0.006         | -               |
| 1.2543 | 6850  | 0.0054        | -               |
| 1.2635 | 6900  | 0.007         | -               |
| 1.2727 | 6950  | 0.0064        | -               |
| 1.2818 | 7000  | 0.0055        | -               |
| 1.2910 | 7050  | 0.0049        | -               |
| 1.3001 | 7100  | 0.0063        | -               |
| 1.3093 | 7150  | 0.0044        | -               |
| 1.3184 | 7200  | 0.0063        | -               |
| 1.3276 | 7250  | 0.003         | -               |
| 1.3368 | 7300  | 0.0049        | -               |
| 1.3459 | 7350  | 0.0047        | -               |
| 1.3551 | 7400  | 0.0043        | -               |
| 1.3642 | 7450  | 0.0023        | -               |
| 1.3734 | 7500  | 0.0025        | -               |
| 1.3825 | 7550  | 0.0047        | -               |
| 1.3917 | 7600  | 0.0027        | -               |
| 1.4008 | 7650  | 0.0036        | -               |
| 1.4100 | 7700  | 0.0026        | -               |
| 1.4192 | 7750  | 0.0019        | -               |
| 1.4283 | 7800  | 0.0048        | -               |
| 1.4375 | 7850  | 0.0047        | -               |
| 1.4466 | 7900  | 0.0041        | -               |
| 1.4558 | 7950  | 0.0073        | -               |
| 1.4649 | 8000  | 0.0023        | -               |
| 1.4741 | 8050  | 0.0054        | -               |
| 1.4832 | 8100  | 0.0042        | -               |
| 1.4924 | 8150  | 0.0078        | -               |
| 1.5016 | 8200  | 0.0063        | -               |
| 1.5107 | 8250  | 0.0033        | -               |
| 1.5199 | 8300  | 0.0055        | -               |
| 1.5290 | 8350  | 0.0043        | -               |
| 1.5382 | 8400  | 0.0027        | -               |
| 1.5473 | 8450  | 0.0021        | -               |
| 1.5565 | 8500  | 0.0022        | -               |
| 1.5656 | 8550  | 0.0063        | -               |
| 1.5748 | 8600  | 0.0049        | -               |
| 1.5840 | 8650  | 0.0049        | -               |
| 1.5931 | 8700  | 0.0057        | -               |
| 1.6023 | 8750  | 0.0035        | -               |
| 1.6114 | 8800  | 0.0022        | -               |
| 1.6206 | 8850  | 0.0029        | -               |
| 1.6297 | 8900  | 0.0062        | -               |
| 1.6389 | 8950  | 0.0022        | -               |
| 1.6480 | 9000  | 0.0047        | -               |
| 1.6572 | 9050  | 0.0024        | -               |
| 1.6664 | 9100  | 0.0053        | -               |
| 1.6755 | 9150  | 0.0021        | -               |
| 1.6847 | 9200  | 0.0029        | -               |
| 1.6938 | 9250  | 0.0031        | -               |
| 1.7030 | 9300  | 0.0024        | -               |
| 1.7121 | 9350  | 0.0034        | -               |
| 1.7213 | 9400  | 0.0021        | -               |
| 1.7305 | 9450  | 0.0025        | -               |
| 1.7396 | 9500  | 0.0023        | -               |
| 1.7488 | 9550  | 0.0029        | -               |
| 1.7579 | 9600  | 0.0025        | -               |
| 1.7671 | 9650  | 0.0021        | -               |
| 1.7762 | 9700  | 0.0019        | -               |
| 1.7854 | 9750  | 0.0034        | -               |
| 1.7945 | 9800  | 0.0016        | -               |
| 1.8037 | 9850  | 0.0019        | -               |
| 1.8129 | 9900  | 0.0024        | -               |
| 1.8220 | 9950  | 0.002         | -               |
| 1.8312 | 10000 | 0.0021        | -               |
| 1.8403 | 10050 | 0.0061        | -               |
| 1.8495 | 10100 | 0.0019        | -               |
| 1.8586 | 10150 | 0.0014        | -               |
| 1.8678 | 10200 | 0.0021        | -               |
| 1.8769 | 10250 | 0.0031        | -               |
| 1.8861 | 10300 | 0.002         | -               |
| 1.8953 | 10350 | 0.0014        | -               |
| 1.9044 | 10400 | 0.0015        | -               |
| 1.9136 | 10450 | 0.0014        | -               |
| 1.9227 | 10500 | 0.0018        | -               |
| 1.9319 | 10550 | 0.0014        | -               |
| 1.9410 | 10600 | 0.0015        | -               |
| 1.9502 | 10650 | 0.0014        | -               |
| 1.9593 | 10700 | 0.0013        | -               |
| 1.9685 | 10750 | 0.0032        | -               |
| 1.9777 | 10800 | 0.0017        | -               |
| 1.9868 | 10850 | 0.0015        | -               |
| 1.9960 | 10900 | 0.0012        | -               |
| 2.0    | 10922 | -             | 0.1071          |
| 2.0051 | 10950 | 0.0013        | -               |
| 2.0143 | 11000 | 0.0013        | -               |
| 2.0234 | 11050 | 0.0015        | -               |
| 2.0326 | 11100 | 0.0013        | -               |
| 2.0418 | 11150 | 0.0013        | -               |
| 2.0509 | 11200 | 0.0011        | -               |
| 2.0601 | 11250 | 0.0013        | -               |
| 2.0692 | 11300 | 0.0013        | -               |
| 2.0784 | 11350 | 0.0034        | -               |
| 2.0875 | 11400 | 0.0012        | -               |
| 2.0967 | 11450 | 0.0012        | -               |
| 2.1058 | 11500 | 0.0025        | -               |
| 2.1150 | 11550 | 0.0026        | -               |
| 2.1242 | 11600 | 0.0031        | -               |
| 2.1333 | 11650 | 0.0012        | -               |
| 2.1425 | 11700 | 0.0011        | -               |
| 2.1516 | 11750 | 0.0013        | -               |
| 2.1608 | 11800 | 0.0012        | -               |
| 2.1699 | 11850 | 0.0013        | -               |
| 2.1791 | 11900 | 0.0011        | -               |
| 2.1882 | 11950 | 0.0011        | -               |
| 2.1974 | 12000 | 0.0012        | -               |
| 2.2066 | 12050 | 0.0014        | -               |
| 2.2157 | 12100 | 0.003         | -               |
| 2.2249 | 12150 | 0.001         | -               |
| 2.2340 | 12200 | 0.0011        | -               |
| 2.2432 | 12250 | 0.0028        | -               |
| 2.2523 | 12300 | 0.0027        | -               |
| 2.2615 | 12350 | 0.0013        | -               |
| 2.2706 | 12400 | 0.0024        | -               |
| 2.2798 | 12450 | 0.0011        | -               |
| 2.2890 | 12500 | 0.001         | -               |
| 2.2981 | 12550 | 0.0011        | -               |
| 2.3073 | 12600 | 0.0011        | -               |
| 2.3164 | 12650 | 0.0029        | -               |
| 2.3256 | 12700 | 0.0029        | -               |
| 2.3347 | 12750 | 0.0009        | -               |
| 2.3439 | 12800 | 0.0013        | -               |
| 2.3530 | 12850 | 0.0009        | -               |
| 2.3622 | 12900 | 0.001         | -               |
| 2.3714 | 12950 | 0.0011        | -               |
| 2.3805 | 13000 | 0.0027        | -               |
| 2.3897 | 13050 | 0.0009        | -               |
| 2.3988 | 13100 | 0.0011        | -               |
| 2.4080 | 13150 | 0.0012        | -               |
| 2.4171 | 13200 | 0.0024        | -               |
| 2.4263 | 13250 | 0.0039        | -               |
| 2.4355 | 13300 | 0.001         | -               |
| 2.4446 | 13350 | 0.0017        | -               |
| 2.4538 | 13400 | 0.0012        | -               |
| 2.4629 | 13450 | 0.0021        | -               |
| 2.4721 | 13500 | 0.0021        | -               |
| 2.4812 | 13550 | 0.0032        | -               |
| 2.4904 | 13600 | 0.0012        | -               |
| 2.4995 | 13650 | 0.0012        | -               |
| 2.5087 | 13700 | 0.0014        | -               |
| 2.5179 | 13750 | 0.001         | -               |
| 2.5270 | 13800 | 0.0011        | -               |
| 2.5362 | 13850 | 0.0009        | -               |
| 2.5453 | 13900 | 0.0034        | -               |
| 2.5545 | 13950 | 0.0015        | -               |
| 2.5636 | 14000 | 0.0013        | -               |
| 2.5728 | 14050 | 0.0069        | -               |
| 2.5819 | 14100 | 0.001         | -               |
| 2.5911 | 14150 | 0.0034        | -               |
| 2.6003 | 14200 | 0.0028        | -               |
| 2.6094 | 14250 | 0.001         | -               |
| 2.6186 | 14300 | 0.0012        | -               |
| 2.6277 | 14350 | 0.0013        | -               |
| 2.6369 | 14400 | 0.0011        | -               |
| 2.6460 | 14450 | 0.0009        | -               |
| 2.6552 | 14500 | 0.001         | -               |
| 2.6643 | 14550 | 0.0009        | -               |
| 2.6735 | 14600 | 0.0012        | -               |
| 2.6827 | 14650 | 0.0041        | -               |
| 2.6918 | 14700 | 0.0008        | -               |
| 2.7010 | 14750 | 0.0019        | -               |
| 2.7101 | 14800 | 0.001         | -               |
| 2.7193 | 14850 | 0.0012        | -               |
| 2.7284 | 14900 | 0.0013        | -               |
| 2.7376 | 14950 | 0.0012        | -               |
| 2.7467 | 15000 | 0.0019        | -               |
| 2.7559 | 15050 | 0.0009        | -               |
| 2.7651 | 15100 | 0.0009        | -               |
| 2.7742 | 15150 | 0.0008        | -               |
| 2.7834 | 15200 | 0.0028        | -               |
| 2.7925 | 15250 | 0.0009        | -               |
| 2.8017 | 15300 | 0.0011        | -               |
| 2.8108 | 15350 | 0.0029        | -               |
| 2.8200 | 15400 | 0.0008        | -               |
| 2.8292 | 15450 | 0.001         | -               |
| 2.8383 | 15500 | 0.0019        | -               |
| 2.8475 | 15550 | 0.0011        | -               |
| 2.8566 | 15600 | 0.0022        | -               |
| 2.8658 | 15650 | 0.0011        | -               |
| 2.8749 | 15700 | 0.0009        | -               |
| 2.8841 | 15750 | 0.0008        | -               |
| 2.8932 | 15800 | 0.0009        | -               |
| 2.9024 | 15850 | 0.0009        | -               |
| 2.9116 | 15900 | 0.0011        | -               |
| 2.9207 | 15950 | 0.0011        | -               |
| 2.9299 | 16000 | 0.0017        | -               |
| 2.9390 | 16050 | 0.001         | -               |
| 2.9482 | 16100 | 0.0008        | -               |
| 2.9573 | 16150 | 0.0009        | -               |
| 2.9665 | 16200 | 0.0008        | -               |
| 2.9756 | 16250 | 0.0009        | -               |
| 2.9848 | 16300 | 0.0007        | -               |
| 2.9940 | 16350 | 0.0011        | -               |
| 3.0    | 16383 | -             | 0.0990          |
| 3.0031 | 16400 | 0.0008        | -               |
| 3.0123 | 16450 | 0.0008        | -               |
| 3.0214 | 16500 | 0.0008        | -               |
| 3.0306 | 16550 | 0.0008        | -               |
| 3.0397 | 16600 | 0.0015        | -               |
| 3.0489 | 16650 | 0.0007        | -               |
| 3.0580 | 16700 | 0.0008        | -               |
| 3.0672 | 16750 | 0.0009        | -               |
| 3.0764 | 16800 | 0.0008        | -               |
| 3.0855 | 16850 | 0.0008        | -               |
| 3.0947 | 16900 | 0.0023        | -               |
| 3.1038 | 16950 | 0.0007        | -               |
| 3.1130 | 17000 | 0.0006        | -               |
| 3.1221 | 17050 | 0.0024        | -               |
| 3.1313 | 17100 | 0.0008        | -               |
| 3.1405 | 17150 | 0.0017        | -               |
| 3.1496 | 17200 | 0.0011        | -               |
| 3.1588 | 17250 | 0.0008        | -               |
| 3.1679 | 17300 | 0.0008        | -               |
| 3.1771 | 17350 | 0.0007        | -               |
| 3.1862 | 17400 | 0.0014        | -               |
| 3.1954 | 17450 | 0.0008        | -               |
| 3.2045 | 17500 | 0.0007        | -               |
| 3.2137 | 17550 | 0.0007        | -               |
| 3.2229 | 17600 | 0.0006        | -               |
| 3.2320 | 17650 | 0.0007        | -               |
| 3.2412 | 17700 | 0.0021        | -               |
| 3.2503 | 17750 | 0.0006        | -               |
| 3.2595 | 17800 | 0.0006        | -               |
| 3.2686 | 17850 | 0.0007        | -               |
| 3.2778 | 17900 | 0.0006        | -               |
| 3.2869 | 17950 | 0.0008        | -               |
| 3.2961 | 18000 | 0.0008        | -               |
| 3.3053 | 18050 | 0.0008        | -               |
| 3.3144 | 18100 | 0.0027        | -               |
| 3.3236 | 18150 | 0.0008        | -               |
| 3.3327 | 18200 | 0.0007        | -               |
| 3.3419 | 18250 | 0.0007        | -               |
| 3.3510 | 18300 | 0.0008        | -               |
| 3.3602 | 18350 | 0.0007        | -               |
| 3.3693 | 18400 | 0.0022        | -               |
| 3.3785 | 18450 | 0.0007        | -               |
| 3.3877 | 18500 | 0.0014        | -               |
| 3.3968 | 18550 | 0.0006        | -               |
| 3.4060 | 18600 | 0.0016        | -               |
| 3.4151 | 18650 | 0.0007        | -               |
| 3.4243 | 18700 | 0.0015        | -               |
| 3.4334 | 18750 | 0.0006        | -               |
| 3.4426 | 18800 | 0.001         | -               |
| 3.4517 | 18850 | 0.0008        | -               |
| 3.4609 | 18900 | 0.0008        | -               |
| 3.4701 | 18950 | 0.0007        | -               |
| 3.4792 | 19000 | 0.0015        | -               |
| 3.4884 | 19050 | 0.0007        | -               |
| 3.4975 | 19100 | 0.0006        | -               |
| 3.5067 | 19150 | 0.0007        | -               |
| 3.5158 | 19200 | 0.0014        | -               |
| 3.5250 | 19250 | 0.0006        | -               |
| 3.5342 | 19300 | 0.0011        | -               |
| 3.5433 | 19350 | 0.0008        | -               |
| 3.5525 | 19400 | 0.0007        | -               |
| 3.5616 | 19450 | 0.0008        | -               |
| 3.5708 | 19500 | 0.0021        | -               |
| 3.5799 | 19550 | 0.0007        | -               |
| 3.5891 | 19600 | 0.0007        | -               |
| 3.5982 | 19650 | 0.0006        | -               |
| 3.6074 | 19700 | 0.0007        | -               |
| 3.6166 | 19750 | 0.0007        | -               |
| 3.6257 | 19800 | 0.0007        | -               |
| 3.6349 | 19850 | 0.001         | -               |
| 3.6440 | 19900 | 0.0011        | -               |
| 3.6532 | 19950 | 0.0007        | -               |
| 3.6623 | 20000 | 0.0006        | -               |
| 3.6715 | 20050 | 0.0022        | -               |
| 3.6806 | 20100 | 0.0011        | -               |
| 3.6898 | 20150 | 0.0007        | -               |
| 3.6990 | 20200 | 0.0006        | -               |
| 3.7081 | 20250 | 0.0007        | -               |
| 3.7173 | 20300 | 0.0006        | -               |
| 3.7264 | 20350 | 0.0006        | -               |
| 3.7356 | 20400 | 0.0013        | -               |
| 3.7447 | 20450 | 0.0009        | -               |
| 3.7539 | 20500 | 0.0006        | -               |
| 3.7630 | 20550 | 0.001         | -               |
| 3.7722 | 20600 | 0.0007        | -               |
| 3.7814 | 20650 | 0.0007        | -               |
| 3.7905 | 20700 | 0.0006        | -               |
| 3.7997 | 20750 | 0.0006        | -               |
| 3.8088 | 20800 | 0.0015        | -               |
| 3.8180 | 20850 | 0.0009        | -               |
| 3.8271 | 20900 | 0.0009        | -               |
| 3.8363 | 20950 | 0.0005        | -               |
| 3.8454 | 21000 | 0.0008        | -               |
| 3.8546 | 21050 | 0.0006        | -               |
| 3.8638 | 21100 | 0.0008        | -               |
| 3.8729 | 21150 | 0.0006        | -               |
| 3.8821 | 21200 | 0.0006        | -               |
| 3.8912 | 21250 | 0.0005        | -               |
| 3.9004 | 21300 | 0.0006        | -               |
| 3.9095 | 21350 | 0.0015        | -               |
| 3.9187 | 21400 | 0.0017        | -               |
| 3.9279 | 21450 | 0.0006        | -               |
| 3.9370 | 21500 | 0.0007        | -               |
| 3.9462 | 21550 | 0.0014        | -               |
| 3.9553 | 21600 | 0.0012        | -               |
| 3.9645 | 21650 | 0.0017        | -               |
| 3.9736 | 21700 | 0.0008        | -               |
| 3.9828 | 21750 | 0.0006        | -               |
| 3.9919 | 21800 | 0.0006        | -               |
| 4.0    | 21844 | -             | 0.1004          |

### Framework Versions
- Python: 3.11.10
- SetFit: 1.1.0
- Sentence Transformers: 3.2.0
- Transformers: 4.45.2
- PyTorch: 2.4.1+cu124
- Datasets: 3.0.1
- Tokenizers: 0.20.1

## 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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