COVID-19-SG Covid-19 in Singapore data analysis (Data updated to 28/04/2020) Credits Thanks to Wen Tjun for the data. Newest data can be found at here . Visuals Distribution of cases by nationality Clusters heatmap Libraries: Pandas Numpy matplotlib seaborn json Gmaps