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jcblaise/dengue_filipino

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Hugging Face2024-02-01 更新2024-05-25 收录
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资源简介:
--- annotations_creators: - crowdsourced - machine-generated language_creators: - crowdsourced language: - tl license: - unknown multilinguality: - monolingual size_categories: - 1K<n<10K source_datasets: - original task_categories: - text-classification task_ids: - multi-class-classification paperswithcode_id: dengue pretty_name: Dengue Dataset in Filipino dataset_info: features: - name: text dtype: string - name: absent dtype: class_label: names: '0': '0' '1': '1' - name: dengue dtype: class_label: names: '0': '0' '1': '1' - name: health dtype: class_label: names: '0': '0' '1': '1' - name: mosquito dtype: class_label: names: '0': '0' '1': '1' - name: sick dtype: class_label: names: '0': '0' '1': '1' splits: - name: train num_bytes: 428549 num_examples: 4015 - name: test num_bytes: 57364 num_examples: 500 - name: validation num_bytes: 54380 num_examples: 500 download_size: 156014 dataset_size: 540293 --- # Dataset Card for Dengue Dataset in Filipino ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [Dengue Dataset in Filipino homepage](https://github.com/jcblaisecruz02/Filipino-Text-Benchmarks) - **Repository:** [Dengue Dataset in Filipino repository](https://github.com/jcblaisecruz02/Filipino-Text-Benchmarks) - **Paper:** [IEEE paper](https://ieeexplore.ieee.org/document/8459963) - **Leaderboard:** - **Point of Contact:** [Jan Christian Cruz](mailto:jan_christian_cruz@dlsu.edu.ph) ### Dataset Summary Benchmark dataset for low-resource multiclass classification, with 4,015 training, 500 testing, and 500 validation examples, each labeled as part of five classes. Each sample can be a part of multiple classes. Collected as tweets. ### Supported Tasks and Leaderboards [More Information Needed] ### Languages The dataset is primarily in Filipino, with the addition of some English words commonly used in Filipino vernacular. ## Dataset Structure ### Data Instances Sample data: ``` { "text": "Tapos ang dami pang lamok.", "absent": "0", "dengue": "0", "health": "0", "mosquito": "1", "sick": "0" } ``` ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [Jan Christian Cruz](mailto:jan_christian_cruz@dlsu.edu.ph) ### Licensing Information [More Information Needed] ### Citation Information @INPROCEEDINGS{8459963, author={E. D. {Livelo} and C. {Cheng}}, booktitle={2018 IEEE International Conference on Agents (ICA)}, title={Intelligent Dengue Infoveillance Using Gated Recurrent Neural Learning and Cross-Label Frequencies}, year={2018}, volume={}, number={}, pages={2-7}, doi={10.1109/AGENTS.2018.8459963}} } ### Contributions Thanks to [@anaerobeth](https://github.com/anaerobeth) for adding this dataset.
提供机构:
jcblaise
原始信息汇总

数据集概述

数据集名称

  • 名称: Dengue Dataset in Filipino
  • 别名: 登革热数据集(菲律宾语)

数据集基本信息

  • 语言: 菲律宾语(tl),包含部分常用英语词汇
  • 许可证: 未知
  • 多语言性: 单语种
  • 大小: 1K<n<10K
  • 来源: 原创数据集
  • 任务类别: 文本分类
  • 任务ID: 多类别分类

数据集特征

  • 特征列表:
    • text: 文本,数据类型为字符串
    • absent: 分类标签,数据类型为类别标签,标签名称为0和1
    • dengue: 分类标签,数据类型为类别标签,标签名称为0和1
    • health: 分类标签,数据类型为类别标签,标签名称为0和1
    • mosquito: 分类标签,数据类型为类别标签,标签名称为0和1
    • sick: 分类标签,数据类型为类别标签,标签名称为0和1

数据集分割

  • 训练集: 4015个样本,428549字节
  • 测试集: 500个样本,57364字节
  • 验证集: 500个样本,54380字节
  • 总下载大小: 156014字节
  • 数据集总大小: 540293字节

数据集创建

  • 标注创建者: 众包和机器生成
  • 语言创建者: 众包

引用信息

@INPROCEEDINGS{8459963, author={E. D. {Livelo} and C. {Cheng}}, booktitle={2018 IEEE International Conference on Agents (ICA)}, title={Intelligent Dengue Infoveillance Using Gated Recurrent Neural Learning and Cross-Label Frequencies}, year={2018}, volume={}, number={}, pages={2-7}, doi={10.1109/AGENTS.2018.8459963} }

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