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@@ -268,6 +268,10 @@ Further visualization was not included since the observed differences were **too
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  ![Family History & Diabetes](family_history_diabetes_rate.png)
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  ## **8️⃣ What do Pearson correlations reveal about the strongest predictors?**
 
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  ![Family History & Diabetes](family_history_diabetes_rate.png)
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+ Individuals with family history have a substantially higher diabetes prevalence.
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+ The differnce is clear and monotonic, genetic background is a major risk factor.
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+ This plot reinforces the importance of inculding family history in any predictive model.
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  ## **8️⃣ What do Pearson correlations reveal about the strongest predictors?**