This is a test of an easy scalping method: buy if actual close is below forecast close and sell if actual close is above forecast close. Take profit and stop loss shall be very small (few pips) as in most of scalping strategies.
No filter is used for only long or only short positions, but you can select buy only or sell only based on other indicators or whatever...