  Using $p$-adic numbers, we partially categorize the cycles of a sizable class
of polynomial dynamical systems. In turn, we prove a few results related to the
non-trivial cycles of the $\textit{Collatz map}$ $\text{Col} : \mathbb{Z}_+ \to
\mathbb{Z}_+$ defined by $$\text{Col}(n) = \begin{cases} 3n + 1, & n \text{ is
odd;} \\ n/2, & \text{otherwise.}\end{cases}$$ Proving the non-existence of
non-trivial Collatz cycles would reduce the Collatz conjecture to whether the
Collatz map can diverge to infinity.
