The data collected from ED visits can be extensive and includes patient demographics (age, gender, ethnicity), presenting complaints, diagnoses, treatment provided, and outcomes. Additionally, information on time and date of visit, length of stay, and discharge status are also recorded. This comprehensive data set allows for a thorough analysis of health patterns and trends.