For those who have ever needed to find a list of Starbucks Coffee Stores by their amenities in NYC, some may say that the number of mouse clicks required to find a store and its list of amenities can be one to0 many. Go ahead, give it a try here. This challenge presented a great opportunity to use Scrapy (a web scraping framework), analyze the data and develop a web interface that improves the end user experience. How so may you ask? By visualizing the Starbucks Coffee store locations in NYC and their amenities in one web page.

The purpose of this exploratory analysis is to identify the top federal agencies investing into STEM programs and the types of institutions they invest in, so that organizations can direct their grant requests to these agencies / institutions to attain funds for STEM aligned projects.