Simpson's Paradox

I recall this coming up on some testing we did, the danger of a lurking explanatory variables.  Is very easy to have conformation bias here.   A visual of description of the paradox.  Which shows how it is important to selectively zoom out and zoom in to data.  A further case for easy interaction with your data.