In the past, there was a strong correlation between ice cream consumption and polio diagnosis in children. However, this wad shown not to be a causal relationship by: 1) identifying a common under omitted variable. 2) demonstrating reverse causality, 3) correcting errors in data reports 4) eliminating coincidences