1. The 'Wholesale customers data.csv' data file contains the following variables: Variable Name Variable Label Index CHANNEL Customer's Channel REGION Customer's Region FRESH Annual spending on fresh products MILK Annual spending on milk products GROCERY Annual spending on grocery products FROZEN Annual spending on frozen products DETERGENTS PAPER Annual spending on detergents and paper products DELICATESSEN Annual spending on delicatessen products (i). How could you spot anomalies for each of the variables in the above data set? (ii). Specify the most appropriate measures of central tendency for each of the variables with justification. (iii). Find and interpret the maximum and minimum correlations from the following correlation matrix. Channel Region Milk Frozen Detergents Paper Channel 1. 000000 0. 062028 0. 460720 -0.202046 0. 636026 Region 0. 062028 1.000000 0. 032288 -0.021044 -0. 001483 Milk 0. 460720 0.032288 1. 000000 0.123994 0. 661816 Frozen -0. 202046 -0.021044 0. 123994 1.000000 -0. 131525 Detergents Paper 0. 636026 -0. 001483 0. 661816 -0.131525 1. 000000