All the work here is from my work with IBM as part of an online data science project. The "Battle of Neighborhoods" notebook include my New York City crime data analysis. The "SegmentingAndClusteringNeighborhoodsInToronto" notebook is my work clustering Toronto neighborhoods. I earned five certifications for this work. The URL to these certifications are below: https://coursera.org/share/0d4ee37285efc67b0e624511c754de5c https://coursera.org/share/de8a578619d7b3e365f52f95c55f85ed https://coursera.org/share/fb7650bcb1f492a52031c4de0a96af9f https://coursera.org/share/904157b2b662dbf6d25f9b246ba95e04 https://coursera.org/share/af4066bb4695c026cbc0809981554fe8