In an illustrative embodiment, an apparatus, computer-readable medium, system, or method may be configured to suggest correct identifiers. Frequencies of occurrence of expected identifiers may be determined. One or more unrecognized identifiers may be detected. One or more first numerical scores indicating that one or more unrecognized identifiers were provided to the computing environment in place of one or more of the expected identifiers may be calculated. Second numerical scores indicating that the unrecognized identifiers were intended to include expected identifiers may also be calculated. The second numerical scores may be calculated using the first numerical scores and the frequencies of occurrence of the expected identifiers. One or more expected identifiers may be selected based on the second set of numerical scores.