You likely do not need to fill in a the full 10 years worth of collecting. Honestly, 60% of what I play is from 10+ years ago. Good dance / party music is timeless.
Look at the Mobile Beat Top 200 list. If you have most of these, you will have a reasonable core collection to use as a basis for...