**We working with k-means clustering*** ***Be sure to provide any formulas or equations you used and support to defend your reasoning*** 1. Given 1,000 observations where each observation has 11 dimensions (features), what value of k will produce the lowest mean squared distance error? Hint: I have not told you anything about the distribution. It does not matter! 2. Given the same 1,000 observations, which value of k will have the largest mean squared distance error?.