### Hierarchical Clustering Algorithm

Hierarchical Clustering is a type of unsupervised machine learning algorithm used to group similar data points together. The goal of this algorithm is to create a hierarchy of clusters, where each cluster is a subset of the previous one.
The algorithm starts by treating each data point as its ow...