We study frequency moments of partition statistics arising from Euler products via a transform that expresses the moment generating functions as times explicit divisor–sum series determined by . When is modular (typically an –quotient), this yields (quasi)modular forms whose coefficients can be projected to arithmetic progressions and certified modulo primes by a Sturm bound, giving an effective pipeline for detecting and proving Ramanujan–type congruences for frequency moments. For ordinary partitions we recover and certify several congruences for odd moments in nonzero residue classes (e.g.\ and ). As a second input, we apply the same pipeline to overpartitions and certify a family of zero–class congruences (including ), exhibiting a sharp contrast with the ordinary partition case: no nonzero residue–class congruences are observed for overpartition moments in our scan range. We also demonstrate that filtering the statistic via the Glaisher–character dictionary can itself create new Ramanujan–type progressions, e.g.\ a quadratic twist yields the certified congruence .

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