Some of you are focusing way too much on the statistics, without really seeing the forest from the trees.
If you have only a small subset of data, there is no reason to believe the same conditions will necessarily persist on a new small subset of data. Market properties change a lot, and therefore a lot of market conditions should be required to give you more confidence, not a lot of trades in a small subset of market conditions.
Yes, good point. In addition to ensuring it generates enough trades, the historic data should also be as representative as possible of the market regimes you might expect to see going forward.