check_correlations
Performs pairwise correlation analysis on numeric columns using Pearson or Spearman, and flags correlations with a target variable that indicate leakage.
Instructions
Pairwise correlation analysis (Level 2).
methods: ['pearson'] (default), or include 'spearman' for monotonic.
target: when given, also returns target-correlations and flags r>0.95 as
likely target leakage. Caps at 50 numeric columns. Output: top 50 pairs in
result; full matrix in artifact.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| target | No | ||
| methods | No | ||
| source_id | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||