inconsistent dirty data

inconsistent dirty data illustration incomplete messy inaccurate duplicate corrupted noisy erroneous flawed unreliable unstructured fragmented misleading outdated redundant contaminated ambiguous imprecise invalid unverified unsorted chaotic disorganized cluttered compromised skewed biased unclean untrustworthy problematic ai generated