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hi everyone i am bobindan raj from team 3 and i am here to explain the data analysis for insurance data here if we see we have different types of data fields say policy expiry location state region initiate value construction distress type earthquake and flood here earthquake and flood are just optional values which means s or no and we have insured values in the terms of numericals and in not in the terms of money and we have unabbreviated states and unsorted business types so we have sorted the business types using sort and filter and we give dollar signs for this numericals of the insurance values using dollar sign and we have abbreviated the states the reason for doing this is for the better understanding after this for best better customer service we have found out average for each business types for example if a customer comes uh saying an insurance policy for apartment business right easily give a margin for 6 million so this using this way we can provide better customer servic