1. A method, comprising: interpreting, via a processor, data fields within a trace data set using a data field declaration of each data field that identifies a data type of the respective data field; comparing, for each interpreted data field, an actual data value of the interpreted data field with the data field declaration; determining, based upon each comparison, whether the actual data value of the interpreted data field contains an erroneous data value based upon the data field declaration; determining that at least one actual data value violates the data field declaration and contains the erroneous data value; and highlighting, in response to determining that the at least one actual data value violates the data field declaration and contains the erroneous data value, the at least one actual data value within the interpreted trace data set.