Ayu Putu Madri Dewi

Master of Public Health in Biostatistics (MPH) and Doctor of Veterinary Medicine (DVM)

LinkedIn | Twitter | Email | GitHub | ORCiD | OSF

Skills and example of epidemiology and data science projects

Skills

Analysed regression problem, classification problem, and clustering problem.

Data visualisation using line, bar, scatter, histogram, KDE, heatmap, GIS maps, Power BI.

Data generation and coding in Jupyter Notebook, R, Stata, Excel, and VS Code.

Example 1: Rabies outbreaks in Indonesia

Below is an example of a map of rabies cases and areas where rabies is endemic in Indonesia. I produced this map using ArcGIS and published data from the World Organisation for Animal Health (OIE) database and the Ministry of Health of Republic Indonesia's information.

Example 2: Malaria in Africa, 2007-2017

Below is example of analysis of malaria in Africa to analyse effect of preventive measures on malaria cases. Check the detail and the code in repository here.

Example 3: Disease prediction using machine learning

Below is example of predicting malaria infection in patients based on blood clinical features. Check the detail and the code in repository here.

Example 4: Evidence gap map

Below is example of evidence gap map I created using R. This graph is included in this scoping review. I also share a tutorial on how to produce the graph using R on here.

Example 5: Risk mapping tool for risk assessment

Below is example of a simple application for risk mapping and risk assessment I created using VB in Ms. Excel. Check the application in here . Sorry, it is still in the Indonesian language. In principle, the matrix shows how likely and the level of impact of potential drivers toward disease outbreaks are, demonstrated by the colors (red-yellow-green).

Thank you !