ScriptAI for Codev1.2

Feature Importance Analyzer

by Community · open-source · Last verified 2026-03-17

Computes and visualizes feature importance using SHAP (TreeExplainer, KernelExplainer), permutation importance, and Boruta for any scikit-learn-compatible model. Generates HTML dashboards with global/local explanations, feature interaction heatmaps, and ranked importance tables exportable to CSV.

https://github.com/slundberg/shap ↗

B—Above Average

Adoption: AQuality: AFreshness: ACitations: B+Engagement: F

Specifications

License: MIT
Pricing: open-source
Capabilities: shap-explanations, permutation-importance, boruta-selection, html-dashboard
Integrations: shap, scikit-learn, matplotlib, plotly
Use Cases: model-debugging, regulatory-reporting, feature-selection
API Available: No
Language: python
Dependencies: shap, scikit-learn, plotly, pandas, boruta
Environment: Python 3.10+
Est. Runtime: 2-15 minutes
Tags: feature-importance, shap, permutation-importance, explainability, xai
Added: 2026-03-17
Completeness: 100%

Index Score

66.9

Adoption

Quality

Freshness

Citations

Engagement

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