Cryptocurrencies became popular with the emergence of Bitcoin and have shown an unprecedented growth over the last few years. We provide both a statistical analysis as well as an extreme value analysis of the returns of the most important cryptocurrencies. Our findings show that cryptocurrencies exhibit strong non-normal characteristics, large tail dependencies, depending on the particular cryptocurrencies and heavy tails.