M.S. Applied Data Science - Capstone Chronicles 2025

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Figure 4 Spend Distribution by City

Businesses by Top Category. The analysis revealed that restaurants, grocery stores, personal care services, clothing stores, and gasoline stations make up the largest number of businesses across the entire dataset. Restaurants represent the majority of all businesses, making up 40% of all businesses. See Figure 5 for business counts.

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