16. A non-transitory medium, readable through a processor communicatively coupled to a memory and comprising instructions embodied therein that are executable through the processor, comprising: instructions to generate a data profile comprising a set of characteristics captured at various granularities of an initial result set generated from an initial query using the processor and the memory; instructions to determine what a user expects in at least one of the initial result set of the initial query and a subsequent result set of a subsequent query based on one of the data profile and a heuristically estimated data profile; instructions to enable the user to evaluate a semantic accuracy of the subsequent query based on a likely expectation of the user as determined through the set of characteristics of the data profile; instructions to determine a match ratio between the subsequent query and the initial query; and instructions to 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.
16. A non-transitory medium, readable through a processor communicatively coupled to a memory and comprising instructions embodied therein that are executable through the processor, comprising: instructions to generate a data profile comprising a set of characteristics captured at various granularities of an initial result set generated from an initial query using the processor and the memory; instructions to determine what a user expects in at least one of the initial result set of the initial query and a subsequent result set of a subsequent query based on one of the data profile and a heuristically estimated data profile; instructions to enable the user to evaluate a semantic accuracy of the subsequent query based on a likely expectation of the user as determined through the set of characteristics of the data profile; instructions to determine a match ratio between the subsequent query and the initial query; and instructions to 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. 29. The non-transitory medium of claim 16 , further comprising: instructions to monitor a behavior of the user in interacting with the set of characteristics of the data profile when the subsequent query is generated.