About this project
Discover actionable insights and recommendations from your data with this AI-assisted statistical tool. Upload your dataset (or use the built-in demo), run quick EDA, robust causal inference, and predictive modeling—then review clear, business-ready insights within seconds. Whether you’re evaluating treatment effects, segment performance, or drivers of outcomes, the app processes your data efficiently and provides interactive visuals and a concise executive summary.
Key features
- 01EDA at a glance: summary stats, outliers, normality checks, and correlation heatmaps
- 02Causal inference: IPTW, matching, and doubly robust methods with overlap and SMD balance diagnostics
- 03Predictive modeling: Random Forest/XGBoost with ROC/PR curves, calibration, learning curves, and feature importances
- 04Actionable outputs: assumptions checks, model insights, and practical recommendations
- 05Natural-language executive summary powered by GPT
- 06Simple uploads: CSV/XLSX support or use the included demo data
- 07Interactive UI: Plotly charts in an approachable Gradio interface