Taking a geometric approach we analyze the constraints involved in two very different problems: first, causal inference using the prominent PC-algorithm and second, chromosome organization in the human cell nucleus. We first analyze the so-called “strong-faithfulness assumption,” one of the main constraints of the PC-algorithm. We show that this assumption is in fact extremely...