We analyze finite and infinite words coming from the symbolic version of Chacon's transformation, focusing on distances between such words. Our main result is that if W = 0010 0010 1 0010 ... is the infinite word usually associated with Chacon's transformation, then the Hamming distance between W and any positive shift of W is strictly greater than 2/9; moreover, this bound is sharp. This yields an alternate proof that Chacon's transformation is non-rigid and (using King's weak closure theorem) has trivial centralizer.