Validation Log 2025-12-15 00:59:11.269886 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN004173/mwtab/json Study ID: ST002536 Analysis ID: AN004173 File format: json Status: Contains Validation Issues Number of Issues: 54 Number of Warnings: 50 Number of Value Errors: 54 Number of Consistency Errors: 0 Number of Format Errors: 0 Issue Log: Error: An empty value or a null value was detected in ["STUDY"]["NUM_MALES"]. Either a legitimate value should be provided for this key, or it should be removed altogether. Error: An empty value or a null value was detected in ["STUDY"]["NUM_FEMALES"]. Either a legitimate value should be provided for this key, or it should be removed altogether. Error: The value, "Male and female", in ["SUBJECT"]["GENDER"] should be one of "Male", "Female", "Male, Female", "Hermaphrodite", or "N/A". Ignore this when more complicated descriptions are required. Error: The value, "40", 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 SSF at ["SUBJECT_SAMPLE_FACTORS"][0] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][1] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][2] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][3] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][4] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][5] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][6] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][7] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][8] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][9] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][10] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][11] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][12] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][13] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][14] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][15] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][16] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][17] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][18] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][19] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][20] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][21] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][22] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][23] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][24] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][25] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][26] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][27] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][28] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][29] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][30] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][31] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][32] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][33] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][34] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][35] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][36] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][37] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][38] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][39] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][40] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][41] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][42] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][43] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][44] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][45] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][46] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][47] has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The "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 "RT" 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.