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Large-Scale Graphs Community Detection using Spark GraphFrames

Article:

Elena-Simona Apostol, Adrian-Cosmin Cojocaru and Ciprian-Octavian Truică. Large-Scale Graphs Community Detection using Spark GraphFrames, The 23rd International Symposium on Parallel and Distributed Computing (ISPDC), July 2024.

Prerequisites

  • Apache Spark Environment
  • Python

Code

Packages needed:

  • graphframes
  • pyspark.sql
  • itertools
  • networkx
  • pandas
  • time
  • heapq

Utilization

The dataset for testing authors_graph.csv

Run: python3.7 communitydetection_graphframes.py.py

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