With its total market cap exceeding $10 Billion in May 2020, stable coins are becoming increasingly popular with investors in the cryptocurrency space. In this article, we investigate 5 popular ERC20 stable coin - TUSD, USDT, PAX, USDC and BUSD. Through a combination of time series analysis and network plots, we characterise their growth trajectory and highlight key patterns and behaviours.