When running PageRank on graphframe using PySpark the disconnected components in a graph are skipped. When running via Scala it works perfectly.

./spark-2.3.1-bin-hadoop2.7/bin/pyspark --packages graphframes:graphframes:0.5.0-spark2.1-s_2.11