I am currently working on developing correlation matrices for the cryptocurrencies in the sample. In the past, I have reported the pearson correlation matrices but I have found these matrices limiting as they do not report the whole story. I find that graphing the relationship between cryptos might be more insightful. To this end, I have been using Seaborn's pairplot to develop scatterplot matrices. Below are the scatter plot matrices for Bitcoin, Ethereum, and Gold with Cardano, Dogecoin, Ripple, and Solana. Seaborn Scatterplot Matrices: Bitcoin, Ethereum & Gold with select Cryptos Cardano Cardano : Pearson Correlation Matrix Dogecoin Ripple Solana