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39 changes: 39 additions & 0 deletions leiden.py
Original file line number Diff line number Diff line change
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import igraph as ig
import networkx as nx
import pickle

with open("data/graph.pkl", "rb") as f:
G = pickle.load(f)

# Convert NetworkX graph to igraph
G_undirected = G.to_undirected()
ig_graph = ig.Graph.from_networkx(G_undirected)

print(ig_graph.vertex_attributes())

# Run Leiden
partition = list(
ig_graph.community_leiden(
objective_function="modularity",
weights="Weight",
resolution=1,
)
)

# Sort results by size
partition.sort(key=len, reverse=True)
print(f"Total Leiden Communities: {len(partition)}")
counter = 0
for community in partition:
counter += 1
print(f"Size of Community {counter}: {len(community)}")

# Collect emails
emails = [
ig_graph.vs[v]["_nx_name"]
for v in community
]

# Print
for email in emails[:10]:
print(" ", email)