Github user xaoc3dgraph commented on the pull request:

    https://github.com/apache/spark/pull/8195#issuecomment-133569776
  
    I might be wrong but I think centrality calculation produce wrong results.
    Example graph:
    ```
    Vertices: A, B, C, D, E, F
    Edges: (A, B), (A, C), (A, D), (A, E), (A, F)
    ```
    Calculation result is:
    ```
    C closeness_centrality: 0.0
    B closeness_centrality: 0.0
    E closeness_centrality: 0.0
    A closeness_centrality: 1.2
    F closeness_centrality: 0.0
    D closeness_centrality: 0.0
    ```
    result of A closeness_centrality should be 1.0
    



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