# Exploratory Data Analysis on dataset divided by winners and losers

I have a dataset where I have features from winning tennis players and the other half are from a losing tennis players:

winner_age, winner_rank / loser_age, loser_rank


In order to conduct a proper EDA, do I have to concatenate both losers and winner to further analysis or split the data frame in two?