Validation Log 2025-12-15 02:10:43.231178 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN005384/mwtab/txt Study ID: ST003287 Analysis ID: AN005384 File format: txt Status: Contains Validation Issues Number of Issues: 7 Number of Warnings: 6 Number of Value Errors: 4 Number of Consistency Errors: 0 Number of Format Errors: 1 Issue Log: Error: The required property, "ANALYSIS_TYPE", in the "ANALYSIS" section is missing. Warning: The "PubChem Compound" column at position 4 in the METABOLITES table, matches a standard column name, "pubchem_id". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The "KEGG Compound ID" column at position 3 in the METABOLITES table, matches a standard column name, "kegg_id". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The "HMDB Accession Number" column at position 2 in the METABOLITES table, matches a standard column name, "hmdb_id". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The "Chenomx Compound ID" column at position 5 in the METABOLITES table, matches a standard column name, "other_id". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The column "Chenomx Compound ID" was found in the METABOLITES table, but this column implies that another column, "other_id_type", should also exist, and that column was not found. Warning: The standard column, "other_id", was found in the METABOLITES table as "Chenomx Compound ID". If this column contains database IDs for standard databases such as KEGG, PubChem, HMDB, etc., it is recommended to make individual columns for these and not lump them together into a less descriptive "other_id" column.