Thinking about this more.

Alternatively does it also make sense to build recommender based on these 
column attributes /values. So going back to below usecase when user picks a 
single item from the search results then find recommendations based on the 
values (for example in first case values of risk levels of a selected item)? 

Or this is a better candidate of classifications? Again can you confirm that 
clustering isn't suitable for such usecases? 

Thanks 

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