Feature Intelligence
Compute Pearson, Spearman, VIF, PCA, Mutual Information, and ANOVA scores for your dataset.
Configuration
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Unlocks Mutual Information and ANOVA F-scores.
Metric Reference
VIF > 5: Multicollinear — consider dropping.
PCA Loading: Contribution to 1st principal component.
Redundancy: Blend of avg correlation + VIF. Higher = more redundant.
Mutual Info: Non-linear predictive power vs target.
ANOVA F: Linear predictive power vs target.
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