Validation Log 2026-10-18 12:17:29.688250 mwtab Python Library Version: 2.1.1 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN006692/mwtab/json Study ID: ST004048 Analysis ID: AN006692 File format: json Status: Contains Validation Issues Number of Issues: 21 Number of Warnings: 11 Number of Value Errors: 17 Number of Consistency Errors: 2 Number of Format Errors: 1 Issue Log: Error: Unknown or invalid subsection, "PUBLICATION_DOI", in ["PROJECT"]. Error: The value, "log phase", in ["SUBJECT"]["AGE_OR_AGE_RANGE"] should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['weeks', 'days', 'months', 'years']. Ignore this when more complicated descriptions are required. Error: The value, "Not applicable", in ["SUBJECT"]["GENDER"] should be one of "Male", "Female", "Male, Female", "Hermaphrodite", or "N/A". Ignore this when more complicated descriptions are required. Error: An empty value or a null value was detected in ["CHROMATOGRAPHY"]["FLOW_GRADIENT"]. A legitimate value should be provided for this required key. You may have to ignore this error in certain situations. For example, SOLVENT_A for a GCMS experiment. Error: The value in ["CHROMATOGRAPHY"]["FLOW_RATE"] 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, "20ºC", in ["CHROMATOGRAPHY"]["COLUMN_TEMPERATURE"] 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 in ["CHROMATOGRAPHY"]["SOLVENT_B"]. A legitimate value should be provided for this required key. You may have to ignore this error in certain situations. For example, SOLVENT_A for a GCMS experiment. Error: The following metabolites in the, ["MS_METABOLITE_DATA"]["Data"] table were not found in the ["MS_METABOLITE_DATA"]["Metabolites"] table: "2^_3^-cCMP" "2_3-DPG" "2_3-Pyridinedicarboxylate" "2_4-Dihydroxypyrimidine-5-carboxylate" "2_5-Dihydroxybenzoate" "3^_5^-Cyclic dAMP" "3^-AMP" "Adenosine 3^_5^-diphosphate" "Adenosine 5^-phosphosulfate" "F1_6P" "Orotidine 5^-monophosphate" "P1_ P4-Di(adenosine-5^) tetraphosphate" "Ribulose 1_5-diphosphate" Error: The following metabolites in the ["MS_METABOLITE_DATA"]["Metabolites"] table were not found in the ["MS_METABOLITE_DATA"]["Data"] table: "2',3'-cCMP" "2,3-DPG" "2,3-Pyridinedicarboxylate" "2,4-Dihydroxypyrimidine-5-carboxylate" "2,5-Dihydroxybenzoate" "3',5'-Cyclic dAMP" "3'-AMP" "Adenosine 3',5'-diphosphate" "Adenosine 5'-phosphosulfate" "F1,6P" "Orotidine 5'-monophosphate" "P1, P4-Di(adenosine-5') tetraphosphate" "Ribulose 1,5-diphosphate" Warning: The "refmet_name" column at position 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "name". 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" column at position 8 in the ["MS_METABOLITE_DATA"]["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 9 in the ["MS_METABOLITE_DATA"]["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. Error: Column(s) with no name were found in the ["MS_METABOLITE_DATA"]["Metabolites"] table. Warning: The "pubchem_id" column at position 3 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "inchi_key" column at position 4 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "other_id" column at position 6 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "other_id_type" column at position 7 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "ri" column at position 8 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "ri_type" column at position 9 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "" column at position 11 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values.