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analysis
Case Study

Clinical 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)
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Cleaning / EDA
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Hypothesis Tests + OLS
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Interactive Report