The main data preprocessing steps are:
•         
•          Data cleaning
•          Data transformation
•          Data reduction

Research each data preprocessing step and briefly explain the objective for each data preprocessing step.  For example, what occurs during data consolidation, data cleaning, data transformation and data reduction?
Explain why data preprocessing is essential to any successful data mining.