Validation Log 2025-12-15 00:23:09.764385 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN003497/mwtab/json Study ID: ST002136 Analysis ID: AN003497 File format: json Status: Contains Validation Issues Number of Issues: 9 Number of Warnings: 3 Number of Value Errors: 3 Number of Consistency Errors: 0 Number of Format Errors: 6 Issue Log: Error: The required property, "SUBJECT_SPECIES", in ["SUBJECT"] is missing. 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 "m/z" column at position 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "moverz_quant". 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 "sample2-2-run2" column at position 14 in the ["MS_METABOLITE_DATA"]["Data"] table may have incorrect values. 90% or more of the values are the same, but 10% or less are different. Warning: The "sample2-2-run3" column at position 15 in the ["MS_METABOLITE_DATA"]["Data"] table may have incorrect values. 90% or more of the values are the same, but 10% or less are different.