This dataset was used in Work Package 5: Use Cases Experimentation and Assessment Cycle, within UC3: Traffic Data Analytics for the Public Transportation System, as part of the EMERALDS project. It contains e-ticket validation data, including timestamps, routes, directions, and other relevant details. The data was utilized for analytics and visualization with EMERALDS tools to generate insights aimed at promoting sustainable mobility in Riga, primarily by deriving key inferences for optimizing the public transport network.