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I further plotted it on a scatter plot to check for a various cluster. It can be seen that most of the clusters have tip countless with the growing user base while some have a less more tip count but high user base. This raises altogether new questions whether is it because the restaurants are cheap and have more people going and less tip count or whether because high end restaurant have generally less people going but the tip count is always high. 

This mapping definitely helps to find the trend


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