This machine learning data challenge involves regression task. The target variable is 'spend' in dollars by a customer at a shopping mall. There are 131 independent variables that may have an impact on the target variable 'spend'. First variable 'Id' identifies each customer uniquely in the shopping mall. The challenge is to correctly predict value for 'spend' based on independent variables.