Validation Log 2025-12-15 01:30:02.123528 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN004685/mwtab/txt Study ID: ST002858 Analysis ID: AN004685 File format: txt Status: Contains Validation Issues Number of Issues: 102 Number of Warnings: 99 Number of Value Errors: 100 Number of Consistency Errors: 0 Number of Format Errors: 0 Issue Log: Error: The value, "Male and female", for the subsection, "GENDER", in the "SUBJECT" section should be one of "Male", "Female", "Male, Female", "Hermaphrodite", or "N/A". Ignore this when more complicated descriptions are required. Error: The value, "0.45 ml/min", for the subsection, "FLOW_RATE", in the "CHROMATOGRAPHY" section should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['mL/min', 'uL/min', 'μL/min']. Ignore this when more complicated descriptions are required. Error: The value, "45", for the subsection, "COLUMN_TEMPERATURE", in the "CHROMATOGRAPHY" section 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: SUBJECT_SAMPLE_FACTORS entry #1 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #2 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #3 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #4 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #5 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #6 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #7 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #8 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #9 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #10 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #11 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #12 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #13 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #14 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #15 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #16 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #17 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #18 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #19 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #20 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #21 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #22 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #23 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #24 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #25 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #26 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #27 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #28 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #29 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #30 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #31 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #32 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #33 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #34 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #35 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #36 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #37 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #38 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #39 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #40 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #41 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #42 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #43 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #44 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #45 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #46 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #47 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #48 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #49 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #50 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #51 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #52 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #53 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #54 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #55 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #56 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #57 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #58 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #59 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #60 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #61 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #62 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #63 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #64 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #65 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #66 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #67 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #68 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #69 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #70 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #71 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #72 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #73 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #74 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #75 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #76 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #77 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #78 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #79 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #80 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #81 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #82 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #83 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #84 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #85 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #86 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #87 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #88 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #89 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #90 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #91 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #92 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #93 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: SUBJECT_SAMPLE_FACTORS entry #94 has the following duplicate keys in its Additional sample data: "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" "RAW_FILE_NAME" Warning: The "m/z" column at position 4 in the 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 "CmpdID" column at position 2 in the METABOLITES table, matches a standard column name, "other_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 "RT" column at position 5 in the 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 column "CmpdID" was found in the METABOLITES table, but this column implies that another column, "other_id_type", should also exist, and that column was not found. Warning: The standard column, "other_id", was found in the METABOLITES table as "CmpdID". If this column contains database IDs for standard databases such as KEGG, PubChem, HMDB, etc., it is recommended to make individual columns for these and not lump them together into a less descriptive "other_id" column.