Here are presented some situations using artificially generated data where the Mahalanobis distance does a good and a bad job detecting outliers.

The following document evaluates the relationship between the age of deceased COVID-19 patients and the mean time from start of symptoms until death.

Simple Interactive Map using Leaflet