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We prove that a solution, in a variational framework, to the Stratonovich stochastic partial differential equation with noise is given by a solution to the Itô equation with Itô-Stratonovich corrector . Here denotes the action of on the component of the cylindrical noise, and its Fréchet partial derivative in the Hilbert space for which the Itô form is satisfied. The noise operator may be time-dependent, nonlinear, and unbounded in the sense of differential operators; in the latter case, one must pass to a larger space in order to solve the Stratonovich equation. Our proof relies on martingale techniques, and the results apply to fluid equations with time-dependent and nonlinear transport noise.