The inferences were as follows:

· Shadyside has got the best Walk Score of 87 and Swisshelm Park has got the worst Walk Score of 35.

· Squirrel Hill North has least crimes per 1000 persons (1.3) while Strip District has most crimes per 1000 persons (25.2).

· One of the interesting outcomes was regarding Squirrel Hill which has got the third highest Walk score but the number of crimes occurring in the neighborhood are way more than the next highest crime prone neighborhood.

Therefore, we can conclude that neighborhoods like Bloomfield and Shadyside are two best neighborhoods to move to.