Input: data file containing missing value and possible missing value Output: conditional probability Map (Object, DataText, DataText, DataText) Input: key :=offset, value:=tuple FOR each (key, value) DO IF missing_value exists in tuple THEN FOR each value in probable_value.txt DO FOR each property in tuple DO output_key := probable_value output_value := “#” + offset + property_ID + property Reduce (DataText, DataText, DataText, DataText) FOR each value in value_table DO IF “#” exists in value THEN APPEND property_ID + property on likelihood else compute conditional probability of each property_ID + property IF property_ID + property exists in likelihood THEN output_key := offset output_value := “#” + list of probable value + conditional probability |