Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-class-classification
Languages:
Tagalog
Size:
1K<n<10K
License:
| annotations_creators: | |
| - crowdsourced | |
| - machine-generated | |
| language_creators: | |
| - crowdsourced | |
| languages: | |
| - tl | |
| licenses: | |
| - 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 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. | |