The following dataset credit.csv contains information about credit card debt for hundreds of customers. The response is balance (average credit card debt for each individual) and there are several quantitative predictors: age, cards (number of credit cards), education (years of education), income (in thousands of dollars), limit (credit limit), and rating (credit rating). You need carry out Exploratory Data Analysis and create a linear regression model along with detailed model diagnostics.