*5.2. Real Network Structures in Different Levels of Granularity: An Experiment on Cleaned Data*

In this section, we will construct the network structure of 34 cryptocurrencies removing the effects of noise and trends. By doing this, we can look at the evolution of network structures at each timescale over time and, of greater interest, the differences in the network structures between different timescales. Note that community detection results found by using Louvain algorithm are also included in these networks. The results of this experiment can shed light on the influence of timescales on cryptocurrencies' connections and what timescale should be used for cryptocurrency-related analysis.
