In this paper we consider a two-dimensional map with a denominator which can vanish, obtained by applying Bairstow's method, an iterative algorithms to find the real roots of a polynomial based on Newton's method. The complex structure of the basins of attraction of the fixed points is related to the existence of singularities specific to maps with a vanishing denominator, such as sets of non definition, focal points and prefocal curves.