Validation Log
2025-12-14 22:55:17.871337
mwtab Python Library Version: 2.0.0
Source:        https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN001970/mwtab/json
Study ID:      ST001184
Analysis ID:   AN001970
File format:   json
Status: Contains Validation Issues
Number of Issues: 10

Number of Warnings: 5

Number of Value Errors: 5

Number of Consistency Errors: 0

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.
Warning: The "quantitated m/z" column at position 3 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 "KEGG ID" column at position 2 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "kegg_id". 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 "161114_Smp_8102_A" column at position 60 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values.
Warning: The "161114_Smp_8102_F" column at position 61 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values.
Warning: The "170117_Smp_Och_B" column at position 78 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values.