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Customer loyalty is the strength of the relationship a customer has with a business as manifested by customer purchasing more and at high frequency. There are various signal or events related to a customer’s engagement with a business. Some examples are transactions, customer service calls and social media comments. Loyalty is an internal state, that can not be directly observed and measured, but can be inferred probabilistically.