The dataset NBA2018 includes the following variables: field goal percentage (field goal success rate), mean attendance (attendance per game), mean age of the players (years), assists, steals, blocks, turnovers, and personal faults. Find the most appropriate regression model to predict the wins of a team. Be sure to include a thorough residual analysis. Provide a detailed explanation of the results.