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  ```
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  from datasets import load_dataset
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  epiclassify = load_dataset("ncats/EpiSet4BinaryClassification")
 
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+ ---
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+ annotations_creators:
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+ - unknown
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+ language_creators:
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+ - unknown
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+ languages:
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+ - en
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+ licenses:
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+ - cc-by-4-0
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+ multilinguality:
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+ - monolingual
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+ size_categories:
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+ - 10K<n<100K
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+ source_datasets:
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+ - unknown
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+
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+ paperswithcode_id: glue
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+ pretty_name: GLUE (General Language Understanding Evaluation benchmark)
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+ ---
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+
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+ # DOCUMENTATION UPDATES IN PROGRESS! IGNORE BELOW
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+
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+ # Dataset Card for GLUE
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+
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+ ## Table of Contents
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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Instances](#data-instances)
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+ - [Data Fields](#data-fields)
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+ - [Data Splits](#data-splits)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Curation Rationale](#curation-rationale)
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+ - [Source Data](#source-data)
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+ - [Annotations](#annotations)
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+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
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+ - [Considerations for Using the Data](#considerations-for-using-the-data)
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+ - [Social Impact of Dataset](#social-impact-of-dataset)
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+ - [Discussion of Biases](#discussion-of-biases)
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+ - [Other Known Limitations](#other-known-limitations)
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+ - [Additional Information](#additional-information)
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+ - [Dataset Curators](#dataset-curators)
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+ - [Licensing Information](#licensing-information)
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+ - [Citation Information](#citation-information)
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+ - [Contributions](#contributions)
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+
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+ ## Dataset Description
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+
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+ - **Homepage:** [https://nyu-mll.github.io/CoLA/](https://nyu-mll.github.io/CoLA/)
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+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Size of downloaded dataset files:** 955.33 MB
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+ - **Size of the generated dataset:** 229.68 MB
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+ - **Total amount of disk used:** 1185.01 MB
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+
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+ ### Dataset Summary
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+
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+ GLUE, the General Language Understanding Evaluation benchmark (https://gluebenchmark.com/) is a collection of resources for training, evaluating, and analyzing natural language understanding systems.
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ The leaderboard for the GLUE benchmark can be found [at this address](https://gluebenchmark.com/). It comprises the following tasks:
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+
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+ #### cola
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+
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+ The Corpus of Linguistic Acceptability consists of English acceptability judgments drawn from books and journal articles on linguistic theory. Each example is a sequence of words annotated with whether it is a grammatical English sentence.
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+
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+ ### Languages
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+
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+ The language data in is in English
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ #### cola
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+
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+ - **Size of downloaded dataset files:** 0.36 MB
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+ - **Size of the generated dataset:** 0.58 MB
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+ - **Total amount of disk used:** 0.94 MB
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+
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+ An example of 'train' looks as follows.
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+ ```
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+ {
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+ "sentence": "Our friends won't buy this analysis, let alone the next one we propose.",
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+ "label": 1,
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+ "id": 0
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+ }
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+ ```
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+
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+
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+ ### Data Fields
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+
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+ The data fields are the same among all splits.
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+
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+ #### cola
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+ - `abstract`: a `string` feature.
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+ - `label`: a classification label, with possible values including `unacceptable` (0), `acceptable` (1).
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+ - `idx`: a `int32` feature.
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+
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+ ### Data Splits
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+
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+ |train|validation|test|
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+ |----:|---------:|---:|
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+ | 8551| 1043|1063|
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ #### Who are the source language producers?
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### Annotations
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+
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+ #### Annotation process
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ #### Who are the annotators?
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+
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+ Rare Disease Curators from the [National Institutes of Health (NIH) Genetic and Rare Diseases Information Center (GARD)](https://rarediseases.info.nih.gov/)
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+
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+ ### Personal and Sensitive Information
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### Discussion of Biases
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### Other Known Limitations
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ Rare Disease Curators from the [National Institutes of Health (NIH) Genetic and Rare Diseases Information Center (GARD)](https://rarediseases.info.nih.gov/)
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+
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+ ### Licensing Information
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### Citation Information
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+ ```
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+ @inproceedings{john2021recurrent,
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+ title={Recurrent Neural Networks to Automatically Identify Rare Disease Epidemiologic Studies from PubMed},
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+ author={John, Jennifer N and Sid, Eric and Zhu, Qian},
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+ booktitle={AMIA Annual Symposium Proceedings},
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+ volume={2021},
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+ pages={325},
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+ year={2021},
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+ organization={American Medical Informatics Association}
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+ }
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+ ```
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+
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+
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+ ### Contributions
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+
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+ Thanks to [@patpizio](https://github.com/patpizio), [@jeswan](https://github.com/jeswan), [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset.
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+
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  ```
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  from datasets import load_dataset
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  epiclassify = load_dataset("ncats/EpiSet4BinaryClassification")