Some of the more important pieces of information you would need are: the weather (temperature, cloud cover, precipitation), your temperature thresholds for when you would where a short-sleeve top/shorts versus a long-sleeve top/pants, the day of the week (workday versus weekend; holiday; workday), and the number of clean pieces of clothing you have.