I've binned a few of my variables and have plotted them to take a look at the monotonic relationship. A good amount of them dip in the very beginning, then consistently rise until they get to the top. At the top, it might dip a tiny bit and then rise up. The overall trend is upward.
Are these small dips okay? What should I be doing here to make it better.