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 | |
# Dataset Card for Dengue Dataset in Filipino | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-instances) | |
- [Data Splits](#data-instances) | |
- [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) | |
## 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}} | |
} | |