11. The Excel file Credit Risk Data provides a database of information about loan applications along with a classification of credit risk in column L. Convert the categorical data into numerical codes as appropriate. Then apply the k-NN algorithm to classify training and validation data sets and the new data in the file. Summarize your findings.