pbp = pbp[['Time', 'Event', 'Team']] \
        .merge(toi[['Time', 'R1', 'R2', 'R3', 'R4', 'R5', 'H1', 'H2', 'H3', 'H4', 'H5',
                    'HomeStrength', 'RoadStrength']], how='inner', on='Time')