Did Dooley lose in all the non-African-American townships?

Charlie Dooley explained his loss in the 2014 primary for St. Louis County Executive, saying "If you said an African-American elected official is alleged to have done some wrongdoing, and 75 percent of the population is non-African American – what do you think is going to happen? What happened is exactly what happened. I lost in all of the non-African-American townships in this county – which I have never done before.”

The first part of his claim is true: There are six majority-black townships in the county and he won all of them. There are 22 townships that are not majority-black, and he lost all of those. The blue dots represent townships where the percentage of black residents is higher than the percentage of votes Dooley got (from all voters).

Notes

CORRECTION: A previous version of this graphic swapped the meaning of the yellow and blue dots.
Code based on example from weiglemc.