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These codes are specific to Singapore. Given a dataset about dengue occurrences in Singapore, alongside data of a particular region's temperature and rainfall, we are to attempt to train a model that could predict dengue occurrences in the future, given just the rainfall and temperature as well.

Python 100.00%
dengue predictive-analytics singapore

dengue-prediction's Introduction

PSA Data Analytics Business Challenge

Challenge Logo

This challenge was posed by PSA; Singapore Ports of Authority.

Context:

  • We were given data on the usage and platform traffic of PSA's proprietary software - PortNet
  • The data focused on the Haulier demographic
  • The data detailed the different actions these Hauliers used on PortNet
  • The data included the timing of these actions, which user performed the action, which organisation this user is from
  • We were given a separate data file detailing the browser and software platform that the user used to access PortNet

Objective:

  • To analyse the data to find user patterns
  • To analyse the data to find the affects of Covid-19
  • To find ways and means to enhance the user experience
  • Many more. (Refer to the Context page of the Report)

Notes:

  • Both Python and R codes were used for the analysis. R was used mostly for some visualisations.
  • Bulk of the analysis and cleaning was done in Python
  • This Git should consist of several Python and R files, and only 1 PDF file detailing our findings and efforts.

Link to Raw Data

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