This interface appears if you click the on Show Error Details button from the The Binary Chart Dialog. The Binary Chart Dialog will clearly state the number of points that did not yield results, and that those points are not displayed on the chart.
These points that did not produce results and the reason why the calculations failed can be viewed in a grid like table on this interface.