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Exploring the Colombo Neighborhood

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              As a part of the final  IBM Capstone Project,  we get a tang of what data scientists go through in real life. Objectives of the final assignments were to define a business problem, look for data on the web and, use  Foursquare  location data to compare different locations of Colombo to figure out which neighborhood is suitable for starting a restaurant business everyone that wants to find restaurants         As prepared for the assignment, I go through the problem designing, data preparation, and final analysis section step by step. Detailed codes and images are given in Github and links can be found at the end of the post. Discussion and Background of the Business Problem: Problem Statement: Prospects of a Lunch Restaurant, Close to Office Areas, and universities in Colombo, Sri Lanka.           Colombo , where I am currently staying to attend university, is the most p...