The telecoms industry faces intense competition, making it crucial for operators to understand customer habits and preferences. Graph theory and social network analytics can help operators cluster nodes in a large telecommunication network graph. Graph theory's techniques are effectively used in social network analysis, which focuses on networks and their properties. Graph theory essentially sees social networks as mathematical structures comprised of nodes (individuals) and edges (connections or interactions).