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Stroke Risk — Clinical and Lifestyle Factors In Minutes

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Running stroke risk — clinical and lifestyle factors analysis...

Running stroke risk — clinical and lifestyle factors analysis...

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What's in the report?

Logistic regression is fitted with stroke as the binary outcome and available clinical and lifestyle predictors including age, hypertension, heart disease, smoking status, glucose level, BMI, gender, and marital status. Odds ratios with 95% confidence intervals rank each factor's independent contribution, while random forest feature importance provides a scale-invariant ranking. Targeted visualizations highlight age and smoking status effects on stroke occurrence.

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Observed Stroke Rate by Risk Factor Group

Interactive horizontal_bar visualization

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Clinical Risk Factors — Logistic Regression Odds Ratios

Interactive table visualization

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Age Distribution by Stroke Status

Interactive box visualization

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Stroke Rate by Smoking Status

Interactive horizontal_bar visualization

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Model Performance — ROC and Discrimination

Interactive table visualization

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AI Insights

Plain-English interpretation of what the numbers mean, what's significant, and what to do next.

Questions?

See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.

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