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Ideal-Business-Location-using-REST-API

Data Science based project. The problem presented is to find the best location in Miami for a new coffee shop franchise to start operation. Using Foursquare REST API, I determine the place with the least competitors which in my opinion should translate in larger profits for the company. At the end I apply the KMeans clustering algorithm to cluster the neighborhoods in Miami based on their venues to confirm my optimal location.

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**Coffee_Shop_cod.ipynb - code file

**Miami_Coffee_Shop_Location_Report.pdf - reported findings

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Determine best location for a new coffee shop franchise in Miami FL

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