Change the gravity to 0, speed to -500 and the z offset to 240. Now the patch is in the middle of the rain instead of the very top, this makes it harder for the patch to go off screen while looking at the raindrops. And since it is the speed of the particles making them fall and not gravity you can angle them for wind effects.