Suppose that we remove the Mortgage class label from the dataset. Show all the steps you would follow when applying the k-means cluster analysis algorithm to the data, with k = 3.

age gender children mortgage ncome 48 FEMALE $17,546.00 MALE $30,085.10 FEMALE $16,575.40 23 FEMALE $20,375.40 FEMALE $50,576.30 57 FEMALE $37,869.60 MALE$8,877.07 MALE $24,946.60 NO YES NO NO NO NO NO NO NO NO NO YES YES YES 40 0 57 0 0 0 37 FEMALE $2,500,304.30 2 2 0 0 58 MALE $24,212.10 FEMALE$59,803.90 MALE $26,658.80 MALE $15,735.80 66 FEMALE $55,204.70 52 age gender children mortgage ncome 48 FEMALE $17,546.00 MALE $30,085.10 FEMALE $16,575.40 23 FEMALE $20,375.40 FEMALE $50,576.30 57 FEMALE $37,869.60 MALE$8,877.07 MALE $24,946.60 NO YES NO NO NO NO NO NO NO NO NO YES YES YES 40 0 57 0 0 0 37 FEMALE $2,500,304.30 2 2 0 0 58 MALE $24,212.10 FEMALE$59,803.90 MALE $26,658.80 MALE $15,735.80 66 FEMALE $55,204.70 52