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PageRank on a 1,300-Node Graph
ShippedAuthor2026
github.com/BenicioJPadilla/pagerank-graph

- Role
- Author
- Year
- 2026
- Stack
- Python
- NumPy
- SciPy
Took the PageRank method from applied linear algebra off a 12-page textbook example and onto a real 1,300-node, 2,267-edge graph that is 30% dangling. Three solvers cross-validated to 5.7e-12, memory cut 417x with sparse CSR. Derived and verified two results the textbook version does not give: the true rank floor once dangling mass acts as a second teleporter, and 24-iteration convergence against the ~142 the damping factor implies.
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Nirvaana
Founder & CEO
