To gain further insight into this information, Figure illustrates a bar plot divided into two distinct zones: inactive and active. This representation demonstrates that decoys and inactive compounds are predominantly located in the inactive zone (as expected), which aligns with the findings of the confusion matrix. Likewise, most active compounds are situated within the active zone. While there are instances where decoys and inactive compounds are classified as active, such occurrences are minimal. This visual representation provides a clear illustration of how the model's classification aligns with the distribution of compounds into active and inactive categories, corroborating the insights derived from the confusion matrix analysis.