Validation Log 2025-12-15 01:16:00.993219 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN004471/mwtab/txt Study ID: ST002754 Analysis ID: AN004471 File format: txt Status: Contains Validation Issues Number of Issues: 16 Number of Warnings: 9 Number of Value Errors: 13 Number of Consistency Errors: 2 Number of Format Errors: 0 Issue Log: Error: An empty value or a null value was detected for the subsection, "FLOW_GRADIENT", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: The value, "-", for the subsection, "FLOW_RATE", in the "CHROMATOGRAPHY" section should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['mL/min', 'uL/min', 'μL/min']. Ignore this when more complicated descriptions are required. Error: The value, "-", for the subsection, "COLUMN_TEMPERATURE", in the "CHROMATOGRAPHY" section should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['°C', 'C']. Ignore this when more complicated descriptions are required. Error: An empty value or a null value was detected for the subsection, "SOLVENT_A", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: An empty value or a null value was detected for the subsection, "SOLVENT_B", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: The following metabolites in the, MS_METABOLITE_DATA table were not found in the METABOLITES table: "2_2^-methylenebis(6-tert-butyl-p-cresol)" "2_3-dihydroxy-2-methylbutyrate" "2_3-dihydroxyisovalerate" "2_6-dihydroxybenzoic acid" "2R_3R-dihydroxybutyrate" "2S_3R-dihydroxybutyrate" "3_4-dihydroxybutyrate" Error: The following metabolites in the METABOLITES table were not found in the MS_METABOLITE_DATA table: "2,2'-methylenebis(6-tert-butyl-p-cresol)" "2,3-dihydroxy-2-methylbutyrate" "2,3-dihydroxyisovalerate" "2,6-dihydroxybenzoic acid" "2R,3R-dihydroxybutyrate" "2S,3R-dihydroxybutyrate" "3,4-dihydroxybutyrate" Warning: The "ri" column at position 7 in the METABOLITES table, matches a standard column name, "retention_index". 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 "ri_type" column at position 8 in the METABOLITES table, matches a standard column name, "retention_index_type". 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 standard column, "other_id", was found in the METABOLITES table as "other_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. Warning: The "inchi_key" column at position 3 in the METABOLITES table has all null values. Warning: The "other_id" column at position 5 in the METABOLITES table has all null values. Warning: The "other_id_type" column at position 6 in the METABOLITES table has all null values. Warning: The "ri" column at position 7 in the METABOLITES table has all null values. Warning: The "ri_type" column at position 8 in the METABOLITES table has all null values. Warning: The "moverz_quant" column at position 9 in the METABOLITES table has all null values.