Ayu Putu Madri Dewi
Master of Public Health in Biostatistics (MPH) and Doctor of Veterinary Medicine (DVM)
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Skills and example of epidemiology and data science projects
Skills
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.![rabies](Rabies2018.png)
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.![malaria cases](MalariaCasesAfrica1.png)
![malaria incidence](incidencegraph.jpg)
![malaria preventive measures](HeatMapMalaria.png)
![effect sanitation on cases](sanitationgraph.jpg)
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.![blood features](heatmapmal.png)
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.![evidence gap map](egm1.jpg)
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).![risk mapping](RiskMap.png)