We present results related to if-then rules and extraction of if-then rules from data tables with fuzzy attibutes. We provide basic definitions and results related to validity of if-then rules, semantic entailment, non-redundant bases, automatic generation of non-redundant bases, and relationships to concept lattices over data with fuzzy attributes.