Kudo for your tenacity, but obviously, 50% of winning rate on price direction prediction after 120 calls over 6 weeks, your model is not working. Instead of keep using the same model over and over and wasting your time, I'd go back to the drawing board for trying to find what went wrong. Don't surrender, this is a long journey.