I got it to around 70k relationships that are >= 10% stronger than the global relationships which seems more accurate ... by tuning a few "hyperparameters."

It's difficult to account for weaker relationships because they could be weaker due to a lack of history or be caused by disagreement. I think that deserves specific treatment when I start adding more relationship dimensions.