Github user shahidki31 commented on the issue:

    https://github.com/apache/spark/pull/21270
  
    Thank you @jkbradly. Actually one more issue is there. Currently we are 
skipping some of the nodes which are not there in the ID column, but there in 
the neighboring column. Spark MLLib is diplaying cluster indices corresponding 
to all the nodes. 
    
    So, Is it necessary for the join operation?Shall I open a new PR, adressing 
the issue? Kindly reply


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