Connectivity of US Counties
Construct the connectivity graph between neighboring US counties.
Take the list of all counties in the contiguous continental US states.
In[1]:=

Length[counties = 
  Flatten[EntityClass["AdministrativeDivision", 
     "ContinentalUSStates"]["Subdivisions"]]]Out[1]=

Add the District of Columbia, which is not a subdivision of any of the 48 contiguous states.
In[2]:=

AppendTo[counties, 
  Entity["AdministrativeDivision", {"DistrictOfColumbia", 
    "DistrictOfColumbia", "UnitedStates"}]];Compute the list of counties bordering each county.
In[3]:=

bordering = EntityValue[counties, "BorderingCounties"];Discard some cases for which bordering information is not available.
In[4]:=

Length[missingpos = Position[bordering, _Missing]]Out[4]=

In[5]:=

counties = Delete[counties, missingpos];
bordering = Delete[bordering, missingpos];Construct the edges of the connectivity graph of the US counties.
In[6]:=

Length[edges = 
  DeleteDuplicates[
   Sort /@ Flatten[
     MapThread[Thread[UndirectedEdge[##]] &, {counties, bordering}]]]]Out[6]=

In[7]:=

Graph[counties, edges]Out[7]=

To construct a more familiar embedding, download the center position of all counties.
In[8]:=

pos = GeoPosition[EntityValue[counties, "Position"]]Out[8]=

Use the following cartographic projection.
In[9]:=

proj = {"LambertAzimuthal", 
   "Centering" -> 
    Entity["City", {"Topeka", "Kansas", "UnitedStates"}]};In[10]:=

projpos = First@GeoGridPosition[pos, proj];Then you have the following graph embedding.
In[11]:=

graph = Graph[counties, edges, VertexCoordinates -> projpos]Out[11]=

To go from the county of San Francisco to Manhattan, you need to visit at least 67 counties, including the initial and final ones.
In[12]:=

Length[path = FindShortestPath[graph,
   Entity[
    "AdministrativeDivision", {"SanFranciscoCounty", "California", 
     "UnitedStates"}],
   Entity[
    "AdministrativeDivision", {"NewYorkCounty", "NewYork", 
     "UnitedStates"}]]]Out[12]=

In[13]:=

HighlightGraph[graph, PathGraph[path]]Out[13]=













 
  
  
  
  
  
  
 