Game of Thrones ⚔️ 🐉: Visualising networks using Networkx, Pyvis and Community detection

In this article, we delve into the application of network analysis theory, a branch of mathematics and computer science, and apply this to the world of “Game of Thrones.” Using Python libraries such as NetworkX, Pandas, and Pyvis, we will examine the intricate character relationships within the popular series. This analysis will provide insights into the dynamics of the narrative, identify key characters, and reveal the underlying connections that shape the fascinating world of Westeros.

DeepWalk Algorithm

DeepWalk is a type of graph neural network that uses language model to learn latent representations of vertices in a network. DeepWalk includes two main components: Firstly, it uses random walk to infer main local components in the graph. Secondly, it uses SkipGram algorithm to train parameters for embeddings.