Validation Log
2025-12-14 23:44:24.190714
mwtab Python Library Version: 2.0.0
Source:        https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN002907/mwtab/json
Study ID:      ST001792
Analysis ID:   AN002907
File format:   json
Status: Contains Validation Issues
Number of Issues: 104

Number of Warnings: 99

Number of Value Errors: 99

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 SSF at ["SUBJECT_SAMPLE_FACTORS"][0] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][1] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][2] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][3] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][4] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][5] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][6] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][7] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][8] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][9] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][10] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][11] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][12] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][13] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][14] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][15] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][16] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][17] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][18] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][19] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][20] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][21] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][22] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][23] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][24] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][25] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][26] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][27] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][28] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][29] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][30] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][31] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][32] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][33] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][34] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][35] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][36] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][37] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][38] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][39] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][40] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][41] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][42] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][43] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][44] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][45] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][46] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][47] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][48] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][49] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][50] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][51] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][52] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][53] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][54] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][55] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][56] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][57] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][58] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][59] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][60] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][61] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][62] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][63] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][64] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][65] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][66] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][67] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][68] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][69] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][70] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][71] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][72] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][73] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][74] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][75] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][76] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][77] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][78] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][79] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][80] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][81] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][82] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][83] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][84] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][85] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][86] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][87] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][88] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][89] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][90] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][91] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][92] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][93] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][94] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][95] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][96] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][97] has the following duplicate keys in its Factors:
	"Factor"
Warning: The SSF at ["SUBJECT_SAMPLE_FACTORS"][98] has the following duplicate keys in its Factors:
	"Factor"