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analysis
Case StudyClinical Outcomes Analysis — Robotic vs. Laparoscopic Surgery
Comparative study of surgical outcomes across 122 patients and 20 variables. Includes Mann-Whitney U hypothesis testing, OLS regression on surgery time (R² = 0.62), a Spearman correlation heatmap, and interactive Plotly visualizations. Data provided with institutional authorization; hospital identities anonymized per standard research ethics practice.
PythonSciPyStatsmodelsPlotly
Architecture
Clinical Records (122 patients)
→Cleaning / EDA
→Hypothesis Tests + OLS
→Interactive Report