- Used the latitude and longitude coordinates and relevant attributes.
- Calculated the Euclidean distance to measure dissimilarity between locations.
- Then calculated a pairwise distance matrix to represent dissimilarity between all location pairs.
- Performed agglomerative hierarchical clustering algorithm to the distance matrix
- Visualized the dendrogram, which displayed the hierarchical structure of clusters.