Validation Log 2025-12-15 00:34:37.229794 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN003702/mwtab/txt Study ID: ST002266 Analysis ID: AN003702 File format: txt Status: Contains Validation Issues Number of Issues: 15 Number of Warnings: 9 Number of Value Errors: 9 Number of Consistency Errors: 0 Number of Format Errors: 6 Issue Log: Error: The required property, "SUBJECT_SPECIES", in the "SUBJECT" section is missing. Error: The required property, "FLOW_GRADIENT", in the "CHROMATOGRAPHY" section is missing. Error: The required property, "FLOW_RATE", in the "CHROMATOGRAPHY" section is missing. Error: The required property, "COLUMN_TEMPERATURE", in the "CHROMATOGRAPHY" section is missing. Error: The required property, "SOLVENT_A", in the "CHROMATOGRAPHY" section is missing. Error: The required property, "SOLVENT_B", in the "CHROMATOGRAPHY" section is missing. Warning: The "mz" column at position 2 in the METABOLITES table, matches a standard column name, "moverz_quant". 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 "Empirical_Formula" column at position 4 in the METABOLITES table, matches a standard column name, "formula". 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 "PubChem_Formula" column at position 5 in the METABOLITES table, matches a standard column name, "formula". 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 "PubChem_Code" column at position 6 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_Code" column at position 7 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 "RT_minute" column at position 3 in the METABOLITES table, matches a standard column name, "retention_time". 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 "Smp_S6C3D5_B" column at position 28 in the MS_METABOLITE_DATA table has all null values. Warning: The "Smp_S6C3D5_C" column at position 29 in the MS_METABOLITE_DATA table has all null values. Warning: The "Blk_MQBlk_1" column at position 30 in the MS_METABOLITE_DATA table has all null values.