Retailers such as Trader Joe’s, Whole Foods, ALDI, Starbucks, and Walmart can act as indicators of neighborhood growth due to their rigorous site selection processes. I trace where they apply for business licenses for investment opportunities.
Here is the link live interactive dashboard:
The data used in this project is sourced from the City of Calgary.
This dashboard may display fewer records than the source due to the ETL process. The API is currently limited to 50,000 records; if the total reaches or exceeds this limit, please notify me here to update the API.
Calgary licence dashboard screenshot
Charlotte - Portfolio 