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Add dataset card.

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+ ---
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+ annotations_creators: []
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+ language:
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+ - pt
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+ language_creators:
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+ - other
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+ license:
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+ - unknown
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+ multilinguality:
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+ - monolingual
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+ pretty_name: bpsad
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+ size_categories:
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+ - 1M<n<10M
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+ source_datasets: []
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+ tags: []
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+ task_categories:
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+ - text-classification
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+ task_ids:
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+ - multi-class-classification
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+ - sentiment-classification
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+ - sentiment-scoring
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+ - sentiment-analysis
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+ ---
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+
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+ # Dataset Card for [Dataset Name]
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+
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+ ## Table of Contents
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+ - [Table of Contents](#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:** [Kaggle Dataset](https://www.kaggle.com/datasets/fredericods/ptbr-sentiment-analysis-datasets)
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+ - **Paper:** [Sentiment Analysis on Brazilian Portuguese User Reviews](https://ieeexplore.ieee.org/abstract/document/9769838)
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+ - **Point of Contact:** [Frederico Dias Souza](fredericods@poli.ufrj.br)
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+
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+ ### Dataset Summary
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+
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+ **Disclaimer:** *The team releasing the dataset did not write a dataset card
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+ for this dataset so this dataset card has been written by the contributors.*
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+
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+ The Brazilian Portuguese Sentiment Analysis Dataset (BPSAD) is composed
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+ by the concatenation of 5 differents sources (Olist, B2W Digital, Buscapé,
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+ UTLC-Apps and UTLC-Movies), each one is composed by evaluation sentences
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+ classified according to the polarity (0: negative; 1: positive) and ratings
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+ (1, 2, 3, 4 and 5 stars).
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+
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+ A detailed description about the dataset and the processing steps can be
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+ found at the [dataset homepage](https://www.kaggle.com/datasets/fredericods/ptbr-sentiment-analysis-datasets).
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+
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ The dataset contains two configurations that represents the possible tasks
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+ related to sentiment analysis. The polarity classification is a binary
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+ classification problem where the sentences must be classified as positive (1)
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+ or negative (0) reviews. The rating prediction is a multiclass problem
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+ with values ranging from 1 to 5 stars.
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+
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+
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+ ### Languages
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+
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+ The texts are in Brazilian Portuguese, as spoken by users of different e-commerces and Filmow social network.
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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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+ #### polarity
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+
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+ ```
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+ {
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+ "review_text": "Bem macio e felpudo...recomendo. Preço imbatível e entrega rápida. Compraria outro quando precisar",
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+ "polarity": 1
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+ }
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+ ```
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+
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+ #### rating
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+
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+ ```
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+ {
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+ "review_text": "Bem macio e felpudo...recomendo. Preço imbatível e entrega rápida. Compraria outro quando precisar",
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+ "rating": 4
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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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+ #### polarity
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+ - `review_text`: a `string` feature with product or movie review.
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+ - `polarity`: an `integer` value that represents positive (1) or negative (0) reviews.
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+
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+ #### rating
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+
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+ - `review_text`: a `string` feature with product or movie review.
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+ - `rating`: an `integer` value that represents the number of stars given by the reviewer. Possible values are 1, 2, 3, 4 and 5.
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+
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+ ### Data Splits
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+
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+ Data splits are created based on the original `kfold` column of each configuration, following the original authors recomendations:
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+ - train: folds 1 to 8
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+ - validation: fold 9
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+ - test: fold 10
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+
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+ | | train | validation | test |
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+ |----------|--------:|-----------:|-------:|
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+ | polarity | 1908937 | 238614 | 238613 |
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+ | rating | 2228877 | 278608 | 278607 |
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+
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+ More information about sentence size and label distribution can be found in the [dataset homepage](https://www.kaggle.com/datasets/fredericods/ptbr-sentiment-analysis-datasets).
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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]
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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]
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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]
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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]
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+
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+ #### Who are the annotators?
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+
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+ [More Information Needed]
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+
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+ ### Personal and Sensitive Information
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+
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+ [More Information Needed]
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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]
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+
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+ ### Discussion of Biases
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+
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+ [More Information Needed]
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+
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+ ### Other Known Limitations
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+
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+ [More Information Needed]
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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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+ [More Information Needed]
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+
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+ ### Licensing Information
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+
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+ [More Information Needed]
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+
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+ ### Citation Information
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+
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+ ```
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+ @inproceedings{souza2021sentiment,
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+ author={
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+ Souza, Frederico Dias and
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+ Baptista de Oliveira e Souza Filho, João},
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+ booktitle={
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+ 2021 IEEE Latin American Conference on
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+ Computational Intelligence (LA-CCI)},
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+ title={
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+ Sentiment Analysis on Brazilian Portuguese User Reviews},
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+ year={2021},
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+ pages={1-6},
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+ doi={10.1109/LA-CCI48322.2021.9769838}
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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 [@guilhermelmello](https://huggingface.co/guilhermelmello) and [@DominguesPH](https://huggingface.co/DominguesPH) for adding this dataset.