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A time series forecasting model predicting the number of dengue cases by region in Singapore.

License: MIT License

time-series-forecasting lstm dengue singapore

dengue-prediction's Introduction

Dengue Prediction

Introducion

This project aims to predict the dengue case count in Singapore by regions (North, South, East, West).

Data

Weather data
- Daily weather data by location from 1980 to 2020
- Web scraped using R from http://www.weather.gov.sg/climate-historical-daily
Dengue cases
- Weekly dengue case count by location from 2016 to 2018
- Collected by hand from screen captures from https://www.nea.gov.sg/dengue-zika/dengue/dengue-clusters
Region map
- Mapping between Singapores' town location and region (i.e. North, South, East, West)

If you are using this dataset, please cite this repository

Project Report

The final project report describing the experimental results can be found here

Contributers

Ho Zong Sien
Ling Zhi Yu
Pang Jia Hao
Ong Ghim Hwee Claire
Estee Ng Jia Ying
Divyadarshini Thirugnanasambandan

Resources

TensorFlow Time Series tutorial

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