ADS Capstone Chronicles Revised

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Figure 5 Top 10 Food Categories in Individual Foods Data

The histograms and boxplots in Figures 6 and 7 reveal that most nutrients are right-skewed, with outliers primarily present in calories,

carbohydrates, and fiber. These visualizations informed the choice to use median imputation for handling missing values, as it is robust to extreme values. Figure 6 Histogram of Nutrient Distributions in Individual Foods Data

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