Fig. 4

Correlations among categorical features using Cramer’s V correlation coefficient. Cramer’s V scales the Chi−square statistic to a range of 0–1, offering an intuitive measure of association for categorical variables. The vertical axis, with a color gradient from dark blue to yellow, yellow represents positive (upward) correlations among categorical features and darker blue color indicate negative (downward) correlations among categorical.