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The behavioral cluster functionality provided the perfect fit by giving: A more granular category understanding, providing valuable insights for key multiple accounts as well as the independent store estate An efficient approach to clustering, removing the need for manual spread-sheet analysis A method to combine performance analysis with demographic and geographic overlays to give a true customer understanding A credible and fact based approach offering transparency to retail partners with easy to understand calculations The flexibility to combine bottom-up performance with top-down constraints for customer focused clusters which remain in line with Imperial Tobaccos individual retail partners strategies A fast implementation