Before revision:  At each step we apply our methods to  a case study of NS and PIH , using parameters estimated from publicly available data for Uganda.
After revision:  At each step we apply our methods to a health care system. We develop both a linear and nonlinear (extended) filter. The methods are applied to a case study of NS and PIH , using parameters estimated from publicly available data for Uganda.