<｜begin▁of▁sentence｜>### Instruction:
As a cartographer, you are requested to utilize the LabelPropagation model to analyze the community structures within a given map of a city. The goal is to assign cluster memberships to different districts within the city based on the flow of transportation, planning, and research. The map data, including streets, landmarks, and geographical features, will be used as the basis for this analysis.
### Response:
import networkx as nx
from karateclub import LabelPropagation

# Create a graph
G = nx.karate_club_graph()

# Initialize Label Propagation model with default seed and iterations
model = LabelPropagation()

# Fit the model on the graph
model.fit(G)

# Get the cluster membership of nodes
memberships = model.get_memberships()

print(memberships)
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