When is the best time in the annual cycle to purchase a home?

The chart below shows that year over year,  prices are going down at the beginning of the year then by mid-year that start to creep up over last year's prices.  So the year over year comparisons are continuing to mount.  I think that we will continue to see that to a certain degree.