Validation Log 2025-12-15 01:15:44.028651 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN004465/mwtab/json Study ID: ST002752 Analysis ID: AN004465 File format: json Status: Contains Validation Issues Number of Issues: 10 Number of Warnings: 9 Number of Value Errors: 10 Number of Consistency Errors: 0 Number of Format Errors: 0 Issue Log: Error: The value, "60", 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. Warning: The "Target Mass" column at position 3 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "mass". 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 "Chemical Formula" column at position 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "formula". 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 "Retention time (median)" column at position 4 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. Warning: The "RP_experiment_set_2_1" column at position 2 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Warning: The "RP_experiment_set_2_3" column at position 4 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Warning: The "RP_experiment_set_2_4" column at position 5 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Warning: The "RP_experiment_set_2_6" column at position 7 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Warning: The "RP_experiment_set_2_9" column at position 10 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values. Warning: The "RP_experiment_set_2_10" column at position 11 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values.