Healthcare Patient Flow & Waiting Room Analytics : PulseFlow Auditor is an advanced healthcare operational intelligence system that analyzes 171,064 (dataset cce licensed / kaggle) patient journeys to optimize hospital efficiency, predict capacity constraints, and quantify financial impact in Indian healthcare context. The system uses data-driven statistical analysis instead of arbitrary benchmarks to provide actionable insights for healthcare administrators. 🔧 Technical Stack : Backend: Python (Pandas, NumPy, SQLite3, PyWebView) Frontend: React 18 (Recharts, TailwindCSS, Vite) Database: SQLite with 171,064 patient journeys Architecture: Real-time Python-JavaScript bridge ⚡ Key Features : Advanced Analytics 9 Comprehensive KPIs: Operational, financial, and patient experience metrics Predictive Modeling: 24-hour volume forecasting with confidence intervals Real-Time Monitoring: Live alerts and capacity tracking Statistical Engine: Percentile-based thresholds (no arbitrary values)