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--- |
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language: |
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- en |
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paperswithcode_id: sentiment140 |
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pretty_name: Sentiment140 |
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dataset_info: |
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config_name: sentiment140 |
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features: |
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- name: text |
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dtype: string |
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- name: date |
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dtype: string |
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- name: user |
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dtype: string |
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- name: sentiment |
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dtype: int32 |
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- name: query |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 224542690 |
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num_examples: 1600000 |
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- name: test |
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num_bytes: 72971 |
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num_examples: 498 |
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download_size: 81363704 |
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dataset_size: 224615661 |
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train-eval-index: |
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- config: sentiment140 |
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task: text-classification |
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task_id: multi_class_classification |
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splits: |
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train_split: train |
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eval_split: test |
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col_mapping: |
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text: text |
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sentiment: target |
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metrics: |
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- type: accuracy |
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name: Accuracy |
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- type: f1 |
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name: F1 macro |
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args: |
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average: macro |
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- type: f1 |
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name: F1 micro |
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args: |
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average: micro |
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- type: f1 |
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name: F1 weighted |
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args: |
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average: weighted |
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- type: precision |
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name: Precision macro |
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args: |
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average: macro |
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- type: precision |
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name: Precision micro |
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args: |
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average: micro |
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- type: precision |
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name: Precision weighted |
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args: |
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average: weighted |
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- type: recall |
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name: Recall macro |
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args: |
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average: macro |
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- type: recall |
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name: Recall micro |
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args: |
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average: micro |
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- type: recall |
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name: Recall weighted |
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args: |
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average: weighted |
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--- |
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# Dataset Card for "sentiment140" |
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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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## Dataset Description |
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- **Homepage:** [http://help.sentiment140.com/home](http://help.sentiment140.com/home) |
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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:** 81.36 MB |
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- **Size of the generated dataset:** 225.82 MB |
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- **Total amount of disk used:** 307.18 MB |
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### Dataset Summary |
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Sentiment140 consists of Twitter messages with emoticons, which are used as noisy labels for |
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sentiment classification. For more detailed information please refer to the paper. |
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### Supported Tasks and Leaderboards |
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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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### Languages |
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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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## Dataset Structure |
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### Data Instances |
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#### sentiment140 |
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- **Size of downloaded dataset files:** 81.36 MB |
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- **Size of the generated dataset:** 225.82 MB |
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- **Total amount of disk used:** 307.18 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"date": "23-04-2010", |
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"query": "NO_QUERY", |
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"sentiment": 3, |
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"text": "train message", |
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"user": "train user" |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### sentiment140 |
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- `text`: a `string` feature. |
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- `date`: a `string` feature. |
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- `user`: a `string` feature. |
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- `sentiment`: a `int32` feature. |
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- `query`: a `string` feature. |
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### Data Splits |
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| name | train |test| |
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|------------|------:|---:| |
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|sentiment140|1600000| 498| |
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## Dataset Creation |
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### Curation Rationale |
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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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### Source Data |
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#### Initial Data Collection and Normalization |
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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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#### Who are the source language producers? |
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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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### Annotations |
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#### Annotation process |
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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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#### Who are the annotators? |
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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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### Personal and Sensitive Information |
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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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## Considerations for Using the Data |
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### Social Impact of Dataset |
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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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### Discussion of Biases |
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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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### Other Known Limitations |
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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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## Additional Information |
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### Dataset Curators |
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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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### Licensing Information |
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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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### Citation Information |
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``` |
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@article{go2009twitter, |
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title={Twitter sentiment classification using distant supervision}, |
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author={Go, Alec and Bhayani, Richa and Huang, Lei}, |
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journal={CS224N project report, Stanford}, |
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volume={1}, |
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number={12}, |
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pages={2009}, |
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year={2009} |
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} |
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``` |
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### Contributions |
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Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |
