In this note, we study the distribution of the rational canonical form of a random matrix over the finite field , whose entries are independent and -balanced with . We show that, as the matrix size tends to infinity, the statistics converge to independent Cohen-Lenstra distributions, demonstrating the universality of this asymptotic behavior. In particular, we recover, as a special case, the uniform setting proved by Fulman in his thesis in 1997. Our proof uses the fact that the rational canonical form data of and the -module structure of the function field cokernel determine each other uniquely. Consequently, our question can be reformulated, equivalently, as the asymptotic distribution problem for this cokernel, which has been established by Cheong-Yu (arXiv:2303.09125).

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