The document describes Syndromic Surveillance for Early Event Detection using the Real Time Online Disease Surveillance (RODS) system used by the Houston Department of Health and Human Services. RODS analyzes emergency room chief complaint data from hospitals in near real-time to detect disease outbreaks earlier than traditional methods. It uses natural language processing to classify complaints into syndromes and analyzes the syndrome data for unusual patterns, generating alerts when signals are detected.