Validation Log 2025-12-15 00:22:41.564272 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN003492/mwtab/json Study ID: ST002134 Analysis ID: AN003492 File format: json Status: Contains Validation Issues Number of Issues: 9 Number of Warnings: 2 Number of Value Errors: 4 Number of Consistency Errors: 0 Number of Format Errors: 5 Issue Log: Error: An empty value or a null value was detected in ["SUBJECT_SAMPLE_FACTORS"][198]["Sample ID"]. A legitimate value should be provided for this required key. Error: An empty value or a null value was detected in ["SUBJECT_SAMPLE_FACTORS"][198]["Additional sample data"]["RAW_FILE_NAME"]. Either a legitimate value should be provided for this key, or it should be removed altogether. 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. Warning: The "Adduct" column at position 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "adduct", and some of the values in the column do not match the expected type or format for that column. The non-matching values are: 124 5.02 Warning: The "RT" column at position 3 in the ["MS_METABOLITE_DATA"]["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.