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Name a few approaches that you will consider for the data cleaning?

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Any general method can be applied to this. However, the first thing to consider is the size of the data. If it is too large, it should be divided into small components. Analyzing the summary statistics is another approach that can be deployed. Creating utility functions is also very useful and reliable. 

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