Recently Kloeckner described the structure of the isometry group of the quadratic Wasserstein space . It turned out that the case of the real line is exceptional in the sense that there exists an exotic isometry flow. Following this line of investigation, we compute , the isometry group of the Wasserstein space for all $p \in [1, \infty)\setminus{2}_2()$ is also exceptional regarding the parameter : is isometrically rigid if and only if . Regarding the underlying space, we prove that the exceptionality of disappears if we replace by the compact interval . Surprisingly, in that case, is isometrically rigid if and only if . Moreover, admits isometries that split mass, and cannot be embedded into

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