Tier is correlated with loan quantity, interest due, tenor, and rate of interest. Through the heatmap, you can easily find the very correlated features with assistance from color coding: favorably correlated relationships come in red and negative people come in red. The status variable is label encoded (0 = settled, 1 = delinquent), such that