33. The system of claim 31 , wherein the processor is further configured to execute instructions to: determine a match ratio between the subsequent query and the initial query, and present at least some of the set of characteristics of the data profile to the user based on the match ratio through the query editor.
34. The system of claim 33 , wherein the set of characteristics includes individual row characteristics, and wherein the data profile includes a random sample of information presented in the initial result set to enable the user perform a cursory examination of at least one of the presented ones of the at least some of the set of characteristics and a random sample of information presented in the at least one of the initial result set and the subsequent result set based on the match ratio between the subsequent query and the initial query.