Investigating materials with our “software lenses” will be greatly revealing for the expert who knows what s/he is looking for. At the cusp between electrical resistivity, conductivity and insulatory capacities, our re-visualizations will aid in closing the gap between quantum physics and what we see in micro- and nano-dimensions and below.