Task 2: Reduce the dimension of the datasets to support the hypothesis validation. If necessary, do data preprocessing on any missing values, duplicate values, etc. You can also generate new features from any of the provided features that may support your hypothesis. Due to the limitation of processing power of some devices, you can reduce your dataset to 1000 tuples. (2 marks)