Validation Log
2025-12-15 03:04:47.935749
mwtab Python Library Version: 2.0.0
Source:        https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN006530/mwtab/json
Study ID:      ST003969
Analysis ID:   AN006530
File format:   json
Status: Contains Validation Issues
Number of Issues: 5

Number of Warnings: 3

Number of Value Errors: 4

Number of Consistency Errors: 1

Number of Format Errors: 0

Issue Log:
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:
	""
Warning: The "mz" 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 "RT (min)" 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.
Error: Column(s) with no name were found in the ["MS_METABOLITE_DATA"]["Data"] table.
Warning: The "" column at position 77 in the ["MS_METABOLITE_DATA"]["Data"] table has all null values.