The cluster graphs on $n$ vertices, the disjoint unions of complete graphs, have the integer partitions of $n$ as their isomorphism classes, and the quotient edit distance $q^*(λ,μ)=\min_{σ\in S_n}|E(G_λ)\triangleσE(G_μ)|$ makes that set a metric space. Its metric geometry and its computational complexity both issue from one identity: $q^*$ is an affine function of the maximum of $\lVert X\rVert_F^2$ over the contingency tables with margins $λ$ and $μ$. Combinatorially, it yields two explicit $\ell_1$ models: the vertex-mass metric $δ_1$ on sorted degree sequences, with $\frac12δ_1\le q^*<\frac32δ_1$ and both constants optimal, and the block-energy metric $B$ on the vectors $\bigl(\binom{λ_i}2\bigr)_i$, with $q^*\le B\le2q^*-1$ by a per-table refinement measuring how far an alignment is from a block bijection. Hence $c_1(\mathcal K_n)\le2$, and an $O(n\log n)$-time algorithm returns an alignment of cost below $2q^*$ with the certificate $q^*\in[\lceil(B+1)/2\rceil,B]$. The Euclidean distortion of the class is $c_2(\mathcal K_n)=Θ(n^{1/4})$; against it we measure the weighted dyadic sums $F^{(γ)}$ of the Ferrers staircase, of dimension below $4n$ and computable in $O(n)$ time. The unweighted member has distortion exactly $Θ(n^{1/4}\sqrt{\log n})$, while the critical weight $γ=\frac14$ improves this unconditionally to $O(n^{1/4}(\log n)^{1/4})$ through an inverse energy inequality proved from the quantization of staircase jumps; removing the residual $(\log n)^{1/4}$ is reduced to one inverse inequality on the realizable cone. Computationally, the same identity gives a classification: deciding $q^*(λ,μ)\le Q$ is strongly NP-complete, evaluation is strongly NP-hard and admits no FPTAS unless $\mathrm P=\mathrm{NP}$, while the farthest alignment is polynomial-time solvable.
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