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We present a multi-scale topological analysis of the dark matter cosmic web at z = 0 using the Millennium Simulation suite. At the halo scale, friend-of-friends percolation of N = 37,028 halos (n_p ≥ 20) in a 62.5 Mpc/h periodic volume yields a threshold R_c = 1.23 ± 0.17 Mpc/h with critical mean degree ⟨k⟩_c = 7.96 — 2.76× the Poisson expectation (2.88), demonstrating that filamentary structure percolates at a smaller linking length yet with 2.76× more links per halo than a random network of the same density. Density dilution experiments spanning 2.3 decades in halo number reveal R_c ∝ n-0.379 for the cosmic web versus n-0.329 for Poisson (−1/3 theoretical), with the exponent ratio 1.15 quantifying the enhancement from spatial clustering; this advantage persists down to ~0.4% of the full density, where the web and Poisson thresholds converge at R_c ≈ 10 Mpc/h. Mass-resolved analysis shows that halo bias systematically enhances connectivity: at fixed number density, mass-selected subsamples percolate earlier by up to 22%, and the critical mean degree ⟨k⟩_c decreases from 7.96 to ~4.5 along the resolution sequence — demonstrating that percolation universality does not hold for clustered distributions. Persistent homology analysis finds that the cosmic web contains only 6.2% of the voids and 18% of the loops of matched random networks, with void characteristic scales 1.67× larger. At the galaxy scale, a complementary network analysis of 12,050 galaxies in a (500 Mpc/h)^3 volume identifies percolation at R_c = 19.74 ± 0.08 Mpc/h with ⟨k⟩_c = 3.89 (1.35× above the Poisson reference 2.88). The tracer dependence — both halos (2.76× above Poisson) and galaxies (1.35× above) exceed the Poisson reference, with the elevation factor set by tracer-dependent filamentary clustering rather than by a universal constant. Small-world analysis against degree-preserving random ensembles reveals extreme local clustering (γ ≈ 460–870) but characteristic path lengths 4–8× longer than random (λ ≫ 1), establishing the cosmic web as a modular large-world topology fundamentally distinct from small-world networks.
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