Remote sensing by satellite systems yields complex data holding useful information. Data mining techniques are interesting for knowledge discovery in satellite images. Proposed methodology focusing on discretization, classification and interpretation. Validation of methodology for healthcare in identification of epidemic risk areas. Application to detect the risk areas of cholera in conformance with in-situ data.