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Data Quality for valuable Customer Loyalty
Misspell names and addresses, wrong salutations or first names are common issues. Cultural differences make data cleansing especially difficult. The "last name" can occur first, a given name can be used as last name, first names can be of different gender depending on countries, and sometimes there are many possible answers for name parsing and genderising.
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