This analysis explores whether the season you are born in influences your preferred season. Using survey data, it examines associations, correlations, and agreement between birth season and season preference, including a specific test for whether people tend to prefer the opposite season from their birth. Results are presented with proportions, statistical tests, and clear visualizations.