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Using the combinatorial formula for the transformed Macdonald polynomials of Haglund, Haiman, and Loehr, we investigate the combinatorics of the symmetry relation $\widetilde{H}\mu(;q,t) = \widetilde{H}{\mu^\ast}(;t,q)$. We provide a purely combinatorial proof of the relation in the case of Hall-Littlewood polynomials () when is a partition with at most three rows, and for the coefficients of the square-free monomials in for all shapes . We also provide a proof for the full relation in the case when is a hook shape, and for all shapes at the specialization . Our work in the Hall-Littlewood case reveals a new recursive structure for the cocharge statistic on words.

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