I pulled live data on 200 smoke-free breakfast and brunch venues across New York City using the Yelp Fusion API and Python, then visualized their spatial distribution and consumer patterns with Plotly and Mapbox. The interactive map below highlights Manhattan’s downtown and midtown hubs alongside Brooklyn’s Williamsburg and Dumbo clusters. Two scatter plots reveal a weak positive correlation between price tier and local review counts, and a slight negative trend between price and Yelp ratings—followed by histograms illustrating how mid-priced spots dominate both reviews and solid ratings.
