You can adjust the settings for Roll Call and adjust the lateness value. By default, Canvas marks a lateness as worth 80% of a presence. For example, a student with one presence (100%) and one lateness (80%) will have an average attendance score of 90%.
To edit Roll Call settings, click the Settings icon [1], then click the Roll Call Settings button [2].