But often we have observations assembled by statistical units Census tracts, school districts, and the like
It is incorrect, in my opinion, to assign these observations to points (centroids).
One criterion to be satisfied is that the resultant maintain the data values within each unit.
This is why I invented pycnophylactic reallocation.