In this report we analyze Multiple Sequence Alignments (MSAs) obtained from 18 samples of European COVID-19 patients and we compare against 3 samples from China, in order to figure out how similar or different they are. We also present our tool for detecting differences in a MSA and building a phylogenetic tree from a subset of these differences.