Validation Log 2025-12-15 03:25:11.939073 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN007054/mwtab/json Study ID: ST004237 Analysis ID: AN007054 File format: json Status: Contains Validation Issues Number of Issues: 6 Number of Warnings: 1 Number of Value Errors: 4 Number of Consistency Errors: 1 Number of Format Errors: 1 Issue Log: Error: The value, "400 µl/min", 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, "35°C", 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: SUBJECT_SAMPLE_FACTORS section missing sample ID(s). The following IDs were found in the ["MS_METABOLITE_DATA"]["Data"] section but not in the SUBJECT_SAMPLE_FACTORS: "" Error: Column(s) with no name were found in the ["MS_METABOLITE_DATA"]["Data"] table. Warning: The "" column at position 49 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Error: The ["MS_METABOLITE_DATA"]["Metabolites"] table does not have a column for "Metabolite". It is likely misspelled or using a common incorrect substitute.