Abstract: In this paper, by employing the exponential -type inequality of m-linearly extended negative quadrant dependent (m-LENQD), we establish the uniformly complete consistency and determine the rates of uniformly complete consistency for the edge frequency polygon based on m-LENQD samples under suitable conditions. These results refine and extend the corresponding findings in the literature. Moreover, some numerical simulations are presented to validate the theoretical results.