The notebook demonstrates the use of Folium maps and WordCloud visualization tools, as well as a sophisticated use of k-means algorithm.
Folium maps are not natively rendered on GitHub, thus not shown in notebook.
The full working version could be found here: https://www.kaggle.com/lapidshay/nyc-juvenile-crime-rate-vs-after-school-activity