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38 changes: 31 additions & 7 deletions graphs/page_rank.py
Original file line number Diff line number Diff line change
Expand Up @@ -32,21 +32,45 @@


def page_rank(nodes, limit=3, d=0.85):
"""
Calculate PageRank for a directed graph.

>>> nodes = [Node('A'), Node('B'), Node('C')]
>>> nodes[0].add_outbound('B')
>>> nodes[0].add_outbound('C')
>>> nodes[1].add_outbound('C')
>>> nodes[2].add_outbound('A')
>>> ranks = page_rank(nodes, limit=100)
>>> round(ranks['A'], 4)
0.15
>>> round(ranks['B'], 4)
0.15
>>> round(ranks['C'], 4)
0.15
"""
n = len(nodes)
ranks = {}
for node in nodes:
ranks[node.name] = 1
ranks[node.name] = 1 / n # Initialize to 1/n, not 1

outbounds = {}
for node in nodes:
outbounds[node.name] = len(node.outbound)

for i in range(limit):

Check failure on line 60 in graphs/page_rank.py

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ruff (B007)

graphs/page_rank.py:60:9: B007 Loop control variable `i` not used within loop body help: Rename unused `i` to `_i`
print(f"======= Iteration {i + 1} =======")
for _, node in enumerate(nodes):
ranks[node.name] = (1 - d) + d * sum(
ranks[ib] / outbounds[ib] for ib in node.inbound
)
print(ranks)
# Handle dangling nodes (nodes with no outbound links)
for node in nodes:
outbound_count = outbounds[node.name]
if outbound_count == 0:
ranks[node.name] = (1 - d) + d * sum(
ranks[ib] for ib in node.inbound
) / n
else:
ranks[node.name] = (1 - d) + d * sum(
ranks[ib] / outbounds[ib] for ib in node.inbound
)

return ranks


def main():
Expand Down
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