Validation Log 2025-12-14 23:29:30.580659 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN002669/mwtab/json Study ID: ST001633 Analysis ID: AN002669 File format: json Status: Contains Validation Issues Number of Issues: 18 Number of Warnings: 10 Number of Value Errors: 9 Number of Consistency Errors: 2 Number of Format Errors: 5 Issue Log: Error: The required property, "FLOW_GRADIENT", in ["CHROMATOGRAPHY"] is missing. Error: The required property, "FLOW_RATE", in ["CHROMATOGRAPHY"] is missing. Error: The required property, "COLUMN_TEMPERATURE", in ["CHROMATOGRAPHY"] is missing. Error: The required property, "SOLVENT_A", in ["CHROMATOGRAPHY"] is missing. Error: The required property, "SOLVENT_B", in ["CHROMATOGRAPHY"] is missing. Error: The following metabolites in the, ["MS_METABOLITE_DATA"]["Data"] table were not found in the ["MS_METABOLITE_DATA"]["Metabolites"] table: "2_4-Dihydroxybutanoic acid" "2_6-Dihydroxybenzoic acid" "3_4-Dihydroxyhydrocinnamic acid" "3_5-Dihydroxybenzoic acid" "5_6-Dihydrouracil" "Adenosine 3^_5^-Cyclic Monophosphate" "Cytidine 2^_3^-Cyclic Mono-Phos-Phate" "D-Glucono-1_5-Lactone" "Dihydro-5-methyl-2_4(1H_3H)-pyrimidinedione" "Guanosine 3^_5^-Cyclic Monophosphate" "Nepsilon_Nepsilon_Nepsilon-Trimethyllysine" "N_N-Dimethylglycine (or isomers)" Error: The following metabolites in the ["MS_METABOLITE_DATA"]["Metabolites"] table were not found in the ["MS_METABOLITE_DATA"]["Data"] table: "2,4-Dihydroxybutanoic acid" "2,6-Dihydroxybenzoic acid" "3,4-Dihydroxyhydrocinnamic acid" "3,5-Dihydroxybenzoic acid" "5,6-Dihydrouracil" "Adenosine 3',5'-Cyclic Monophosphate" "Cytidine 2',3'-Cyclic Mono-Phos-Phate" "D-Glucono-1,5-Lactone" "Dihydro-5-methyl-2,4(1H,3H)-pyrimidinedione" "Guanosine 3',5'-Cyclic Monophosphate" "Nepsilon,Nepsilon,Nepsilon-Trimethyllysine" "N,N-Dimethylglycine (or isomers)" Warning: The "ri" column at position 7 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 8 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 column pair, "ri" and "ri_type", in the METABOLITES table should have data in the same rows, but at least one row has data in one column and nothing in the other. 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 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "inchi_key" column at position 3 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "other_id" column at position 5 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "other_id_type" column at position 6 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "ri_type" column at position 8 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values. Warning: The "" column at position 10 in the ["MS_METABOLITE_DATA"]["Metabolites"] table has all null values.