Validation Log 2026-02-01 09:39:12.330837 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN007621/mwtab/json Study ID: ST004537 Analysis ID: AN007621 File format: json Status: Contains Validation Issues Number of Issues: 12 Number of Warnings: 10 Number of Value Errors: 9 Number of Consistency Errors: 0 Number of Format Errors: 0 Issue Log: Error: The value, "450uL/min", in ["CHROMATOGRAPHY"]["FLOW_RATE"] 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, "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 "MZ" 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 "HMDB_specificity" column at position 6 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "mass_spectrum". 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 "HMDB_specificity" column at position 6 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "hmdb_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 "HMDB_specificity" column at position 6 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "hmdb_id", and some of the values in the column do not match the expected type or format for that column. The non-matching values are: 1 1 2 2 3 1 4 2 5 2 6 2 7 1 8 1 9 2 10 1 11 1 12 1 13 1 14 2 15 1 16 1 19 1 20 2 21 2 22 1 23 1 24 2 25 1 26 1 27 1 28 2 29 2 30 2 31 2 32 2 33 2 34 2 35 2 36 2 37 2 38 2 40 2 42 2 43 2 44 2 45 2 46 2 47 2 48 2 49 2 50 2 51 2 52 2 53 2 54 2 55 2 56 2 57 2 58 2 59 2 60 2 61 2 62 2 63 2 64 2 65 2 66 2 67 2 68 2 69 2 70 2 71 2 72 2 73 2 74 2 75 2 76 2 77 2 78 2 79 2 80 2 81 2 82 2 83 2 84 2 85 2 86 2 87 2 88 2 89 2 90 2 91 2 92 2 93 2 94 2 97 2 98 2 99 2 100 2 101 2 102 2 103 2 104 2 105 2 106 2 107 2 108 2 109 2 110 2 111 2 112 2 113 2 114 2 115 1 116 1 117 1 118 1 119 1 120 1 121 1 122 1 123 1 124 2 125 1 126 1 127 2 128 1 129 2 130 1 131 1 132 2 133 1 134 2 135 1 136 1 137 2 138 1 139 2 140 2 141 2 142 1 143 1 144 1 145 2 146 1 147 2 148 2 149 2 150 2 151 1 153 2 154 2 155 2 156 2 157 2 158 2 159 2 160 2 161 2 162 2 163 2 164 2 165 2 166 2 167 2 168 2 169 2 170 2 171 2 172 2 173 2 174 2 175 2 176 2 177 2 178 2 179 2 180 2 181 2 182 2 183 2 184 2 185 2 186 2 187 2 188 2 189 2 190 2 191 2 192 2 193 2 194 2 195 2 196 2 197 2 198 2 199 2 200 2 201 2 202 2 203 2 204 2 205 2 206 2 207 2 208 2 209 2 210 2 211 2 212 2 213 2 214 2 215 2 216 2 217 2 218 2 219 2 220 2 221 2 222 2 223 2 224 2 225 2 226 2 227 2 228 2 229 2 230 2 231 2 232 2 Warning: The "Compound_ID" column at position 2 in the ["MS_METABOLITE_DATA"]["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 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. Warning: The "Method" column at position 7 in the ["MS_METABOLITE_DATA"]["Metabolites"] table, matches a standard column name, "ms_method". 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 "Compound_ID" was found in the ["MS_METABOLITE_DATA"]["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 "Compound_ID". 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. Warning: The column, "HMDB_specificity", in the ["MS_METABOLITE_DATA"]["Metabolites"] table was matched to multiple standard names, ['mass_spectrum', 'hmdb_id']. This is a good indication that the values in that column should be split into the appropriate individual columns.