We develop a real-analytic counterpart of the Bers embedding for the Fréchet Lie group of decay-controlled diffeomorphisms of the line, and establish its connection to Fisher-Rao geometry on densities. For , the -root map isometrically linearizes the homogeneous Finsler metric on , yielding explicit geodesics and a canonical flat connection whose Eulerian geodesic equation is the generalized Hunter-Saxton equation; for , logarithmic coordinates provide a global isometry and the Schwarzian derivative emerges as the projective curvature. We construct a real Bers map via this Schwarzian, prove it is a Fréchet-smooth injective immersion whose linearization admits a tame right inverse given by an explicit Volterra operator, and characterize its image through Sturm-Liouville spectral theory. We introduce an -Schwarzian family that interpolates between affine and projective cocycles, establish full asymptotic expansions as in Fréchet and Orlicz-Sobolev scales, and extend the Bers embedding to Orlicz diffeomorphism groups. Through the Jacobian correspondence, these structures transfer to a manifold of densities asymptotic to Lebesgue measure, where the nonlinear Eulerian transport reduces to a pointwise Riccati law and the Schwarzian becomes the score curvature governing Fisher information. The compact-manifold Fisher-Rao linearization of Bauer, Bruveris, Harms, and Michor is recalled as a guiding framework.

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