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Statistical Impact Analyzer

Discover actionable insights and recommendations from your data with our 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.

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Key Features:

  • EDA at a glance: summary stats, outliers, normality checks, and correlation heatmaps

  • Causal inference: IPTW, matching, and doubly robust methods with overlap and SMD balance diagnostics

  • Predictive modeling: Random Forest/XGBoost with ROC/PR curves, calibration, learning curves, and feature importances

  • Actionable outputs: assumptions checks, model insights, and practical recommendations

  • Natural‑language executive summary powered by GPT 

  • Simple uploads: CSV/XLSX support or use the included demo data

  • Interactive UI: Plotly charts in an approachable Gradio interface

 

Unlock the potential of your data and make informed decisions effortlessly with this AI‑driven statistical insights platform.

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ULTRA HIGH-PERFORMANCE CONCRETE: Projects
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