Macarron is a workflow to systematically annotate and prioritize potentially bioactive (and often unannotated) small molecules in microbial community metabolomic datasets. Macarron prioritizes metabolic features as potentially bioactive in a phenotype/condition of interest using a combination of (a) covariance with annotated metabolites, (b) ecological properties such as abundance with respect to covarying annotated compounds, and (c) differential abundance in the phenotype/condition of interest.
If you have questions, please direct it to: Macarron Forum
Macarron requires R version 4.2.0 or higher. Install Bioconductor and then install Macarron:
if(!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("Macarron")
Macarron can be run from the command line or as an R function. Both methods require the same
arguments, have the same options, and use the same default settings. The package includes the
wrapper Macarron()
as well as functions which perform different steps in the Macarron
framework.
Macarron requires 4 comma-separated, appropriately formatted input files. The files and their formatting constraints are described below.
If you do not have the chemical taxonomy file, you can generate this file using the annotation dataframe and Macarron utility decorate_ID
(see Advanced Topics).
By default, all files will be stored in a folder named Macarron_output inside the current working directory. The main prioritization results are stored in prioritized_metabolites_all.csv
. Another file, prioritized_metabolites_characterizable.csv
is a subset of prioritized_metabolites_all.csv
and only contains metabolic features which covary with at least one annotated metabolite.
The columns in these output files are:
Maaslin2
.Example (demo) input files can be found under inst/extdata
folder of the Macarron
source. These files were generated from the PRISM study of stool metabolomes of individuals with inflammatory bowel disease (IBD) and healthy “Control” individuals. Control and IBD are the two phenotypes in this example. Macarron will be applied to prioritize metabolic features with respect to their bioactivity in IBD. Therefore, in this example, the phenotype of interest is “IBD” and the reference phenotype is “Control”. The four input files are demo_abundances.csv
, demo_annotations.csv
, demo_metadata.csv
, and demo_taxonomy.csv
.
library(Macarron)
## Loading required package: SummarizedExperiment
## Loading required package: MatrixGenerics
## Loading required package: matrixStats
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## Attaching package: 'MatrixGenerics'
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## colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,
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## Welcome to Bioconductor
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prism_abundances <- system.file(
'extdata','demo_abundances.csv', package="Macarron")
prism_annotations <-system.file(
'extdata','demo_annotations.csv', package="Macarron")
prism_metadata <-system.file(
'extdata','demo_metadata.csv', package="Macarron")
mets_taxonomy <-system.file(
'extdata','demo_taxonomy.csv', package="Macarron")
prism_prioritized <- Macarron::Macarron(input_abundances = prism_abundances,
input_annotations = prism_annotations,
input_metadata = prism_metadata,
input_taxonomy = mets_taxonomy)
## 2025-06-24 02:49:03.075514 INFO::Creating output folder.
## 2025-06-24 02:49:03.091254 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2025-06-24 02:49:03.155464 INFO::Summarized Experiment created.
## 2025-06-24 02:49:03.157462 INFO::Metadata chosen for prevalence filtering: diagnosis
## 869 features pass chosen minimum prevalence threshold of 0.7.
## Calculating pairwise correlations in phenotype: IBD
##
## Calculating pairwise correlations in phenotype: Control
## Distance matrix with 869 features created.
## 2025-06-24 02:49:09.479227 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2025-06-24 02:49:09.481353 INFO::Minimum module size used for this dataset: 10
## Tree constructed
## Evaluating measures of success
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## 2025-06-24 02:49:12.708624 INFO::Total number of modules detected: 30
## Initiating AVA calculations
## Finding anchors
## Calculating AVA
## Initiating q-value calculations
## [1] "Creating output folder"
## [1] "Creating output feature tables folder"
## [1] "Creating output fits folder"
## [1] "Creating output figures folder"
## 2025-06-24 02:49:14.570886 INFO::Writing function arguments to log file
## 2025-06-24 02:49:14.577513 INFO::Verifying options selected are valid
## 2025-06-24 02:49:14.632481 INFO::Determining format of input files
## 2025-06-24 02:49:14.634142 INFO::Input format is data samples as columns and metadata samples as rows
## 2025-06-24 02:49:14.652915 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2025-06-24 02:49:14.654959 INFO::Filter data based on min abundance and min prevalence
## 2025-06-24 02:49:14.655808 INFO::Total samples in data: 102
## 2025-06-24 02:49:14.65653 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2025-06-24 02:49:14.669167 INFO::Total filtered features: 0
## 2025-06-24 02:49:14.670522 INFO::Filtered feature names from abundance and prevalence filtering:
## 2025-06-24 02:49:14.690376 INFO::Total filtered features with variance filtering: 10
## 2025-06-24 02:49:14.691837 INFO::Filtered feature names from variance filtering: F1, F59, F74, F416, F577, F629, F672, F744, F754, F846
## 2025-06-24 02:49:14.69256 INFO::Running selected normalization method: NONE
## 2025-06-24 02:49:14.693452 INFO::Applying z-score to standardize continuous metadata
## 2025-06-24 02:49:14.721215 INFO::Running selected transform method: NONE
## 2025-06-24 02:49:14.722705 INFO::Running selected analysis method: LM
## 2025-06-24 02:49:14.729928 INFO::Fitting model to feature number 1, F2
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## 2025-06-24 02:49:15.461827 INFO::Fitting model to feature number 181, F190
## 2025-06-24 02:49:15.465821 INFO::Fitting model to feature number 182, F191
## 2025-06-24 02:49:15.469804 INFO::Fitting model to feature number 183, F192
## 2025-06-24 02:49:15.47391 INFO::Fitting model to feature number 184, F193
## 2025-06-24 02:49:15.477855 INFO::Fitting model to feature number 185, F194
## 2025-06-24 02:49:15.481798 INFO::Fitting model to feature number 186, F195
## 2025-06-24 02:49:15.485843 INFO::Fitting model to feature number 187, F196
## 2025-06-24 02:49:15.489943 INFO::Fitting model to feature number 188, F197
## 2025-06-24 02:49:15.494059 INFO::Fitting model to feature number 189, F198
## 2025-06-24 02:49:15.498059 INFO::Fitting model to feature number 190, F199
## 2025-06-24 02:49:15.502221 INFO::Fitting model to feature number 191, F200
## 2025-06-24 02:49:15.506524 INFO::Fitting model to feature number 192, F201
## 2025-06-24 02:49:15.510597 INFO::Fitting model to feature number 193, F202
## 2025-06-24 02:49:15.514557 INFO::Fitting model to feature number 194, F203
## 2025-06-24 02:49:15.518503 INFO::Fitting model to feature number 195, F204
## 2025-06-24 02:49:15.522582 INFO::Fitting model to feature number 196, F206
## 2025-06-24 02:49:15.526666 INFO::Fitting model to feature number 197, F207
## 2025-06-24 02:49:15.530658 INFO::Fitting model to feature number 198, F208
## 2025-06-24 02:49:15.534826 INFO::Fitting model to feature number 199, F209
## 2025-06-24 02:49:15.539023 INFO::Fitting model to feature number 200, F210
## 2025-06-24 02:49:15.543206 INFO::Fitting model to feature number 201, F211
## 2025-06-24 02:49:15.547271 INFO::Fitting model to feature number 202, F212
## 2025-06-24 02:49:15.551244 INFO::Fitting model to feature number 203, F213
## 2025-06-24 02:49:15.555239 INFO::Fitting model to feature number 204, F214
## 2025-06-24 02:49:15.559365 INFO::Fitting model to feature number 205, F215
## 2025-06-24 02:49:15.563438 INFO::Fitting model to feature number 206, F216
## 2025-06-24 02:49:15.567815 INFO::Fitting model to feature number 207, F217
## 2025-06-24 02:49:15.571954 INFO::Fitting model to feature number 208, F218
## 2025-06-24 02:49:15.575945 INFO::Fitting model to feature number 209, F219
## 2025-06-24 02:49:15.579823 INFO::Fitting model to feature number 210, F220
## 2025-06-24 02:49:15.58351 INFO::Fitting model to feature number 211, F221
## 2025-06-24 02:49:15.587333 INFO::Fitting model to feature number 212, F222
## 2025-06-24 02:49:15.591074 INFO::Fitting model to feature number 213, F223
## 2025-06-24 02:49:15.594694 INFO::Fitting model to feature number 214, F224
## 2025-06-24 02:49:15.598339 INFO::Fitting model to feature number 215, F225
## 2025-06-24 02:49:15.60218 INFO::Fitting model to feature number 216, F226
## 2025-06-24 02:49:15.606236 INFO::Fitting model to feature number 217, F227
## 2025-06-24 02:49:15.610228 INFO::Fitting model to feature number 218, F228
## 2025-06-24 02:49:15.614161 INFO::Fitting model to feature number 219, F229
## 2025-06-24 02:49:15.617997 INFO::Fitting model to feature number 220, F230
## 2025-06-24 02:49:15.622004 INFO::Fitting model to feature number 221, F231
## 2025-06-24 02:49:15.625941 INFO::Fitting model to feature number 222, F232
## 2025-06-24 02:49:15.629692 INFO::Fitting model to feature number 223, F233
## 2025-06-24 02:49:15.633417 INFO::Fitting model to feature number 224, F234
## 2025-06-24 02:49:15.63718 INFO::Fitting model to feature number 225, F235
## 2025-06-24 02:49:15.641268 INFO::Fitting model to feature number 226, F236
## 2025-06-24 02:49:15.645196 INFO::Fitting model to feature number 227, F237
## 2025-06-24 02:49:15.649089 INFO::Fitting model to feature number 228, F238
## 2025-06-24 02:49:15.653018 INFO::Fitting model to feature number 229, F239
## 2025-06-24 02:49:15.657232 INFO::Fitting model to feature number 230, F240
## 2025-06-24 02:49:15.661238 INFO::Fitting model to feature number 231, F241
## 2025-06-24 02:49:15.665309 INFO::Fitting model to feature number 232, F242
## 2025-06-24 02:49:15.669168 INFO::Fitting model to feature number 233, F243
## 2025-06-24 02:49:15.673029 INFO::Fitting model to feature number 234, F244
## 2025-06-24 02:49:15.677067 INFO::Fitting model to feature number 235, F245
## 2025-06-24 02:49:15.680957 INFO::Fitting model to feature number 236, F246
## 2025-06-24 02:49:15.684952 INFO::Fitting model to feature number 237, F247
## 2025-06-24 02:49:15.688837 INFO::Fitting model to feature number 238, F248
## 2025-06-24 02:49:15.746368 INFO::Fitting model to feature number 239, F249
## 2025-06-24 02:49:15.750508 INFO::Fitting model to feature number 240, F250
## 2025-06-24 02:49:15.754798 INFO::Fitting model to feature number 241, F252
## 2025-06-24 02:49:15.759302 INFO::Fitting model to feature number 242, F253
## 2025-06-24 02:49:15.76322 INFO::Fitting model to feature number 243, F254
## 2025-06-24 02:49:15.7671 INFO::Fitting model to feature number 244, F255
## 2025-06-24 02:49:15.770943 INFO::Fitting model to feature number 245, F256
## 2025-06-24 02:49:15.774659 INFO::Fitting model to feature number 246, F257
## 2025-06-24 02:49:15.779418 INFO::Fitting model to feature number 247, F259
## 2025-06-24 02:49:15.783502 INFO::Fitting model to feature number 248, F260
## 2025-06-24 02:49:15.787422 INFO::Fitting model to feature number 249, F261
## 2025-06-24 02:49:15.791359 INFO::Fitting model to feature number 250, F262
## 2025-06-24 02:49:15.795481 INFO::Fitting model to feature number 251, F263
## 2025-06-24 02:49:15.79956 INFO::Fitting model to feature number 252, F264
## 2025-06-24 02:49:15.803448 INFO::Fitting model to feature number 253, F265
## 2025-06-24 02:49:15.807269 INFO::Fitting model to feature number 254, F266
## 2025-06-24 02:49:15.811115 INFO::Fitting model to feature number 255, F267
## 2025-06-24 02:49:15.815116 INFO::Fitting model to feature number 256, F269
## 2025-06-24 02:49:15.819013 INFO::Fitting model to feature number 257, F270
## 2025-06-24 02:49:15.822976 INFO::Fitting model to feature number 258, F271
## 2025-06-24 02:49:15.826816 INFO::Fitting model to feature number 259, F272
## 2025-06-24 02:49:15.830624 INFO::Fitting model to feature number 260, F273
## 2025-06-24 02:49:15.834314 INFO::Fitting model to feature number 261, F274
## 2025-06-24 02:49:15.837859 INFO::Fitting model to feature number 262, F276
## 2025-06-24 02:49:15.841403 INFO::Fitting model to feature number 263, F277
## 2025-06-24 02:49:15.844963 INFO::Fitting model to feature number 264, F278
## 2025-06-24 02:49:15.84877 INFO::Fitting model to feature number 265, F279
## 2025-06-24 02:49:15.852656 INFO::Fitting model to feature number 266, F280
## 2025-06-24 02:49:15.856716 INFO::Fitting model to feature number 267, F281
## 2025-06-24 02:49:15.860703 INFO::Fitting model to feature number 268, F282
## 2025-06-24 02:49:15.864637 INFO::Fitting model to feature number 269, F283
## 2025-06-24 02:49:15.868536 INFO::Fitting model to feature number 270, F284
## 2025-06-24 02:49:15.872583 INFO::Fitting model to feature number 271, F285
## 2025-06-24 02:49:15.876488 INFO::Fitting model to feature number 272, F286
## 2025-06-24 02:49:15.880371 INFO::Fitting model to feature number 273, F287
## 2025-06-24 02:49:15.884208 INFO::Fitting model to feature number 274, F288
## 2025-06-24 02:49:15.888175 INFO::Fitting model to feature number 275, F289
## 2025-06-24 02:49:15.892247 INFO::Fitting model to feature number 276, F290
## 2025-06-24 02:49:15.896104 INFO::Fitting model to feature number 277, F292
## 2025-06-24 02:49:15.899911 INFO::Fitting model to feature number 278, F293
## 2025-06-24 02:49:15.903703 INFO::Fitting model to feature number 279, F294
## 2025-06-24 02:49:15.907535 INFO::Fitting model to feature number 280, F295
## 2025-06-24 02:49:15.911327 INFO::Fitting model to feature number 281, F296
## 2025-06-24 02:49:15.915035 INFO::Fitting model to feature number 282, F297
## 2025-06-24 02:49:15.918561 INFO::Fitting model to feature number 283, F298
## 2025-06-24 02:49:15.922481 INFO::Fitting model to feature number 284, F299
## 2025-06-24 02:49:15.926438 INFO::Fitting model to feature number 285, F300
## 2025-06-24 02:49:15.930309 INFO::Fitting model to feature number 286, F301
## 2025-06-24 02:49:15.934082 INFO::Fitting model to feature number 287, F302
## 2025-06-24 02:49:15.937962 INFO::Fitting model to feature number 288, F303
## 2025-06-24 02:49:15.941916 INFO::Fitting model to feature number 289, F304
## 2025-06-24 02:49:15.94566 INFO::Fitting model to feature number 290, F305
## 2025-06-24 02:49:15.949485 INFO::Fitting model to feature number 291, F306
## 2025-06-24 02:49:15.953332 INFO::Fitting model to feature number 292, F307
## 2025-06-24 02:49:15.957252 INFO::Fitting model to feature number 293, F308
## 2025-06-24 02:49:15.961154 INFO::Fitting model to feature number 294, F309
## 2025-06-24 02:49:15.964972 INFO::Fitting model to feature number 295, F310
## 2025-06-24 02:49:15.968762 INFO::Fitting model to feature number 296, F311
## 2025-06-24 02:49:15.972505 INFO::Fitting model to feature number 297, F312
## 2025-06-24 02:49:15.976418 INFO::Fitting model to feature number 298, F313
## 2025-06-24 02:49:15.980176 INFO::Fitting model to feature number 299, F315
## 2025-06-24 02:49:15.983933 INFO::Fitting model to feature number 300, F316
## 2025-06-24 02:49:15.988113 INFO::Fitting model to feature number 301, F317
## 2025-06-24 02:49:15.992135 INFO::Fitting model to feature number 302, F318
## 2025-06-24 02:49:15.995964 INFO::Fitting model to feature number 303, F319
## 2025-06-24 02:49:15.999809 INFO::Fitting model to feature number 304, F320
## 2025-06-24 02:49:16.003648 INFO::Fitting model to feature number 305, F321
## 2025-06-24 02:49:16.007548 INFO::Fitting model to feature number 306, F322
## 2025-06-24 02:49:16.011543 INFO::Fitting model to feature number 307, F323
## 2025-06-24 02:49:16.015438 INFO::Fitting model to feature number 308, F324
## 2025-06-24 02:49:16.019254 INFO::Fitting model to feature number 309, F325
## 2025-06-24 02:49:16.023148 INFO::Fitting model to feature number 310, F326
## 2025-06-24 02:49:16.027235 INFO::Fitting model to feature number 311, F327
## 2025-06-24 02:49:16.031224 INFO::Fitting model to feature number 312, F328
## 2025-06-24 02:49:16.03514 INFO::Fitting model to feature number 313, F329
## 2025-06-24 02:49:16.039106 INFO::Fitting model to feature number 314, F330
## 2025-06-24 02:49:16.043208 INFO::Fitting model to feature number 315, F331
## 2025-06-24 02:49:16.047305 INFO::Fitting model to feature number 316, F332
## 2025-06-24 02:49:16.051329 INFO::Fitting model to feature number 317, F333
## 2025-06-24 02:49:16.05525 INFO::Fitting model to feature number 318, F334
## 2025-06-24 02:49:16.059174 INFO::Fitting model to feature number 319, F335
## 2025-06-24 02:49:16.06317 INFO::Fitting model to feature number 320, F336
## 2025-06-24 02:49:16.067229 INFO::Fitting model to feature number 321, F337
## 2025-06-24 02:49:16.071156 INFO::Fitting model to feature number 322, F338
## 2025-06-24 02:49:16.074955 INFO::Fitting model to feature number 323, F339
## 2025-06-24 02:49:16.078764 INFO::Fitting model to feature number 324, F340
## 2025-06-24 02:49:16.082786 INFO::Fitting model to feature number 325, F342
## 2025-06-24 02:49:16.086873 INFO::Fitting model to feature number 326, F343
## 2025-06-24 02:49:16.090822 INFO::Fitting model to feature number 327, F344
## 2025-06-24 02:49:16.094711 INFO::Fitting model to feature number 328, F345
## 2025-06-24 02:49:16.098682 INFO::Fitting model to feature number 329, F346
## 2025-06-24 02:49:16.102649 INFO::Fitting model to feature number 330, F347
## 2025-06-24 02:49:16.106654 INFO::Fitting model to feature number 331, F348
## 2025-06-24 02:49:16.110617 INFO::Fitting model to feature number 332, F350
## 2025-06-24 02:49:16.114503 INFO::Fitting model to feature number 333, F351
## 2025-06-24 02:49:16.118465 INFO::Fitting model to feature number 334, F352
## 2025-06-24 02:49:16.12259 INFO::Fitting model to feature number 335, F353
## 2025-06-24 02:49:16.126593 INFO::Fitting model to feature number 336, F355
## 2025-06-24 02:49:16.130463 INFO::Fitting model to feature number 337, F356
## 2025-06-24 02:49:16.134345 INFO::Fitting model to feature number 338, F357
## 2025-06-24 02:49:16.138397 INFO::Fitting model to feature number 339, F358
## 2025-06-24 02:49:16.14231 INFO::Fitting model to feature number 340, F359
## 2025-06-24 02:49:16.146248 INFO::Fitting model to feature number 341, F360
## 2025-06-24 02:49:16.150295 INFO::Fitting model to feature number 342, F361
## 2025-06-24 02:49:16.154331 INFO::Fitting model to feature number 343, F362
## 2025-06-24 02:49:16.158174 INFO::Fitting model to feature number 344, F363
## 2025-06-24 02:49:16.161903 INFO::Fitting model to feature number 345, F364
## 2025-06-24 02:49:16.165671 INFO::Fitting model to feature number 346, F365
## 2025-06-24 02:49:16.169618 INFO::Fitting model to feature number 347, F366
## 2025-06-24 02:49:16.173538 INFO::Fitting model to feature number 348, F367
## 2025-06-24 02:49:16.177402 INFO::Fitting model to feature number 349, F368
## 2025-06-24 02:49:16.18123 INFO::Fitting model to feature number 350, F369
## 2025-06-24 02:49:16.185051 INFO::Fitting model to feature number 351, F370
## 2025-06-24 02:49:16.18899 INFO::Fitting model to feature number 352, F371
## 2025-06-24 02:49:16.192903 INFO::Fitting model to feature number 353, F372
## 2025-06-24 02:49:16.196739 INFO::Fitting model to feature number 354, F373
## 2025-06-24 02:49:16.20049 INFO::Fitting model to feature number 355, F374
## 2025-06-24 02:49:16.204381 INFO::Fitting model to feature number 356, F375
## 2025-06-24 02:49:16.208285 INFO::Fitting model to feature number 357, F376
## 2025-06-24 02:49:16.212123 INFO::Fitting model to feature number 358, F377
## 2025-06-24 02:49:16.215864 INFO::Fitting model to feature number 359, F378
## 2025-06-24 02:49:16.219529 INFO::Fitting model to feature number 360, F379
## 2025-06-24 02:49:16.223242 INFO::Fitting model to feature number 361, F380
## 2025-06-24 02:49:16.227178 INFO::Fitting model to feature number 362, F381
## 2025-06-24 02:49:16.231097 INFO::Fitting model to feature number 363, F382
## 2025-06-24 02:49:16.235017 INFO::Fitting model to feature number 364, F383
## 2025-06-24 02:49:16.238959 INFO::Fitting model to feature number 365, F384
## 2025-06-24 02:49:16.242931 INFO::Fitting model to feature number 366, F386
## 2025-06-24 02:49:16.246873 INFO::Fitting model to feature number 367, F387
## 2025-06-24 02:49:16.250723 INFO::Fitting model to feature number 368, F388
## 2025-06-24 02:49:16.2544 INFO::Fitting model to feature number 369, F389
## 2025-06-24 02:49:16.258308 INFO::Fitting model to feature number 370, F390
## 2025-06-24 02:49:16.262396 INFO::Fitting model to feature number 371, F391
## 2025-06-24 02:49:16.266293 INFO::Fitting model to feature number 372, F392
## 2025-06-24 02:49:16.270167 INFO::Fitting model to feature number 373, F393
## 2025-06-24 02:49:16.274093 INFO::Fitting model to feature number 374, F394
## 2025-06-24 02:49:16.2781 INFO::Fitting model to feature number 375, F395
## 2025-06-24 02:49:16.282009 INFO::Fitting model to feature number 376, F396
## 2025-06-24 02:49:16.285954 INFO::Fitting model to feature number 377, F397
## 2025-06-24 02:49:16.289657 INFO::Fitting model to feature number 378, F398
## 2025-06-24 02:49:16.293391 INFO::Fitting model to feature number 379, F399
## 2025-06-24 02:49:16.297152 INFO::Fitting model to feature number 380, F400
## 2025-06-24 02:49:16.300903 INFO::Fitting model to feature number 381, F401
## 2025-06-24 02:49:16.304676 INFO::Fitting model to feature number 382, F402
## 2025-06-24 02:49:16.308432 INFO::Fitting model to feature number 383, F403
## 2025-06-24 02:49:16.311874 INFO::Fitting model to feature number 384, F404
## 2025-06-24 02:49:16.315265 INFO::Fitting model to feature number 385, F406
## 2025-06-24 02:49:16.318962 INFO::Fitting model to feature number 386, F407
## 2025-06-24 02:49:16.322818 INFO::Fitting model to feature number 387, F408
## 2025-06-24 02:49:16.326593 INFO::Fitting model to feature number 388, F409
## 2025-06-24 02:49:16.330434 INFO::Fitting model to feature number 389, F410
## 2025-06-24 02:49:16.334556 INFO::Fitting model to feature number 390, F411
## 2025-06-24 02:49:16.338619 INFO::Fitting model to feature number 391, F412
## 2025-06-24 02:49:16.342489 INFO::Fitting model to feature number 392, F413
## 2025-06-24 02:49:16.346318 INFO::Fitting model to feature number 393, F414
## 2025-06-24 02:49:16.350206 INFO::Fitting model to feature number 394, F415
## 2025-06-24 02:49:16.354314 INFO::Fitting model to feature number 395, F417
## 2025-06-24 02:49:16.35818 INFO::Fitting model to feature number 396, F418
## 2025-06-24 02:49:16.362011 INFO::Fitting model to feature number 397, F419
## 2025-06-24 02:49:16.365897 INFO::Fitting model to feature number 398, F420
## 2025-06-24 02:49:16.369889 INFO::Fitting model to feature number 399, F421
## 2025-06-24 02:49:16.373786 INFO::Fitting model to feature number 400, F422
## 2025-06-24 02:49:16.377669 INFO::Fitting model to feature number 401, F423
## 2025-06-24 02:49:16.381445 INFO::Fitting model to feature number 402, F425
## 2025-06-24 02:49:16.38542 INFO::Fitting model to feature number 403, F426
## 2025-06-24 02:49:16.38939 INFO::Fitting model to feature number 404, F428
## 2025-06-24 02:49:16.393313 INFO::Fitting model to feature number 405, F429
## 2025-06-24 02:49:16.397198 INFO::Fitting model to feature number 406, F430
## 2025-06-24 02:49:16.401184 INFO::Fitting model to feature number 407, F431
## 2025-06-24 02:49:16.405217 INFO::Fitting model to feature number 408, F432
## 2025-06-24 02:49:16.409086 INFO::Fitting model to feature number 409, F433
## 2025-06-24 02:49:16.412958 INFO::Fitting model to feature number 410, F434
## 2025-06-24 02:49:16.417045 INFO::Fitting model to feature number 411, F435
## 2025-06-24 02:49:16.421111 INFO::Fitting model to feature number 412, F436
## 2025-06-24 02:49:16.424972 INFO::Fitting model to feature number 413, F437
## 2025-06-24 02:49:16.428815 INFO::Fitting model to feature number 414, F438
## 2025-06-24 02:49:16.432666 INFO::Fitting model to feature number 415, F439
## 2025-06-24 02:49:16.436642 INFO::Fitting model to feature number 416, F440
## 2025-06-24 02:49:16.440547 INFO::Fitting model to feature number 417, F441
## 2025-06-24 02:49:16.44441 INFO::Fitting model to feature number 418, F442
## 2025-06-24 02:49:16.448235 INFO::Fitting model to feature number 419, F443
## 2025-06-24 02:49:16.452126 INFO::Fitting model to feature number 420, F444
## 2025-06-24 02:49:16.456216 INFO::Fitting model to feature number 421, F445
## 2025-06-24 02:49:16.460087 INFO::Fitting model to feature number 422, F446
## 2025-06-24 02:49:16.463854 INFO::Fitting model to feature number 423, F447
## 2025-06-24 02:49:16.467747 INFO::Fitting model to feature number 424, F448
## 2025-06-24 02:49:16.471801 INFO::Fitting model to feature number 425, F449
## 2025-06-24 02:49:16.475788 INFO::Fitting model to feature number 426, F450
## 2025-06-24 02:49:16.479633 INFO::Fitting model to feature number 427, F451
## 2025-06-24 02:49:16.483501 INFO::Fitting model to feature number 428, F452
## 2025-06-24 02:49:16.487536 INFO::Fitting model to feature number 429, F454
## 2025-06-24 02:49:16.49144 INFO::Fitting model to feature number 430, F455
## 2025-06-24 02:49:16.495174 INFO::Fitting model to feature number 431, F456
## 2025-06-24 02:49:16.498807 INFO::Fitting model to feature number 432, F457
## 2025-06-24 02:49:16.503216 INFO::Fitting model to feature number 433, F458
## 2025-06-24 02:49:16.50731 INFO::Fitting model to feature number 434, F459
## 2025-06-24 02:49:16.511087 INFO::Fitting model to feature number 435, F461
## 2025-06-24 02:49:16.514837 INFO::Fitting model to feature number 436, F462
## 2025-06-24 02:49:16.518553 INFO::Fitting model to feature number 437, F463
## 2025-06-24 02:49:16.52228 INFO::Fitting model to feature number 438, F464
## 2025-06-24 02:49:16.526035 INFO::Fitting model to feature number 439, F465
## 2025-06-24 02:49:16.529783 INFO::Fitting model to feature number 440, F466
## 2025-06-24 02:49:16.533485 INFO::Fitting model to feature number 441, F467
## 2025-06-24 02:49:16.537184 INFO::Fitting model to feature number 442, F468
## 2025-06-24 02:49:16.540878 INFO::Fitting model to feature number 443, F469
## 2025-06-24 02:49:16.544723 INFO::Fitting model to feature number 444, F470
## 2025-06-24 02:49:16.54858 INFO::Fitting model to feature number 445, F471
## 2025-06-24 02:49:16.552402 INFO::Fitting model to feature number 446, F474
## 2025-06-24 02:49:16.556148 INFO::Fitting model to feature number 447, F475
## 2025-06-24 02:49:16.55986 INFO::Fitting model to feature number 448, F476
## 2025-06-24 02:49:16.563518 INFO::Fitting model to feature number 449, F477
## 2025-06-24 02:49:16.567177 INFO::Fitting model to feature number 450, F478
## 2025-06-24 02:49:16.570831 INFO::Fitting model to feature number 451, F479
## 2025-06-24 02:49:16.574417 INFO::Fitting model to feature number 452, F480
## 2025-06-24 02:49:16.578052 INFO::Fitting model to feature number 453, F481
## 2025-06-24 02:49:16.581716 INFO::Fitting model to feature number 454, F482
## 2025-06-24 02:49:16.585481 INFO::Fitting model to feature number 455, F483
## 2025-06-24 02:49:16.589563 INFO::Fitting model to feature number 456, F484
## 2025-06-24 02:49:16.593417 INFO::Fitting model to feature number 457, F485
## 2025-06-24 02:49:16.597114 INFO::Fitting model to feature number 458, F486
## 2025-06-24 02:49:16.600851 INFO::Fitting model to feature number 459, F487
## 2025-06-24 02:49:16.604636 INFO::Fitting model to feature number 460, F488
## 2025-06-24 02:49:16.608395 INFO::Fitting model to feature number 461, F489
## 2025-06-24 02:49:16.612069 INFO::Fitting model to feature number 462, F490
## 2025-06-24 02:49:16.615789 INFO::Fitting model to feature number 463, F491
## 2025-06-24 02:49:16.619485 INFO::Fitting model to feature number 464, F492
## 2025-06-24 02:49:16.623352 INFO::Fitting model to feature number 465, F493
## 2025-06-24 02:49:16.627072 INFO::Fitting model to feature number 466, F494
## 2025-06-24 02:49:16.630772 INFO::Fitting model to feature number 467, F495
## 2025-06-24 02:49:16.634399 INFO::Fitting model to feature number 468, F496
## 2025-06-24 02:49:16.638084 INFO::Fitting model to feature number 469, F497
## 2025-06-24 02:49:16.641805 INFO::Fitting model to feature number 470, F498
## 2025-06-24 02:49:16.645385 INFO::Fitting model to feature number 471, F499
## 2025-06-24 02:49:16.64901 INFO::Fitting model to feature number 472, F500
## 2025-06-24 02:49:16.652664 INFO::Fitting model to feature number 473, F501
## 2025-06-24 02:49:16.656648 INFO::Fitting model to feature number 474, F502
## 2025-06-24 02:49:16.660615 INFO::Fitting model to feature number 475, F503
## 2025-06-24 02:49:16.664541 INFO::Fitting model to feature number 476, F504
## 2025-06-24 02:49:16.668359 INFO::Fitting model to feature number 477, F505
## 2025-06-24 02:49:16.673202 INFO::Fitting model to feature number 478, F506
## 2025-06-24 02:49:16.677456 INFO::Fitting model to feature number 479, F507
## 2025-06-24 02:49:16.681849 INFO::Fitting model to feature number 480, F508
## 2025-06-24 02:49:16.686033 INFO::Fitting model to feature number 481, F509
## 2025-06-24 02:49:16.690074 INFO::Fitting model to feature number 482, F510
## 2025-06-24 02:49:16.694249 INFO::Fitting model to feature number 483, F511
## 2025-06-24 02:49:16.698488 INFO::Fitting model to feature number 484, F512
## 2025-06-24 02:49:16.702723 INFO::Fitting model to feature number 485, F513
## 2025-06-24 02:49:16.706851 INFO::Fitting model to feature number 486, F514
## 2025-06-24 02:49:16.710968 INFO::Fitting model to feature number 487, F515
## 2025-06-24 02:49:16.715122 INFO::Fitting model to feature number 488, F516
## 2025-06-24 02:49:16.719254 INFO::Fitting model to feature number 489, F517
## 2025-06-24 02:49:16.723329 INFO::Fitting model to feature number 490, F518
## 2025-06-24 02:49:16.727419 INFO::Fitting model to feature number 491, F519
## 2025-06-24 02:49:16.731375 INFO::Fitting model to feature number 492, F520
## 2025-06-24 02:49:16.735224 INFO::Fitting model to feature number 493, F521
## 2025-06-24 02:49:16.739295 INFO::Fitting model to feature number 494, F522
## 2025-06-24 02:49:16.743339 INFO::Fitting model to feature number 495, F523
## 2025-06-24 02:49:16.747419 INFO::Fitting model to feature number 496, F524
## 2025-06-24 02:49:16.751503 INFO::Fitting model to feature number 497, F525
## 2025-06-24 02:49:16.755718 INFO::Fitting model to feature number 498, F526
## 2025-06-24 02:49:16.759937 INFO::Fitting model to feature number 499, F527
## 2025-06-24 02:49:16.764036 INFO::Fitting model to feature number 500, F528
## 2025-06-24 02:49:16.768088 INFO::Fitting model to feature number 501, F529
## 2025-06-24 02:49:16.772257 INFO::Fitting model to feature number 502, F530
## 2025-06-24 02:49:16.7765 INFO::Fitting model to feature number 503, F531
## 2025-06-24 02:49:16.780866 INFO::Fitting model to feature number 504, F532
## 2025-06-24 02:49:16.785034 INFO::Fitting model to feature number 505, F533
## 2025-06-24 02:49:16.789213 INFO::Fitting model to feature number 506, F534
## 2025-06-24 02:49:16.793437 INFO::Fitting model to feature number 507, F535
## 2025-06-24 02:49:16.79749 INFO::Fitting model to feature number 508, F536
## 2025-06-24 02:49:16.801494 INFO::Fitting model to feature number 509, F537
## 2025-06-24 02:49:16.805515 INFO::Fitting model to feature number 510, F539
## 2025-06-24 02:49:16.809627 INFO::Fitting model to feature number 511, F540
## 2025-06-24 02:49:16.813584 INFO::Fitting model to feature number 512, F541
## 2025-06-24 02:49:16.81757 INFO::Fitting model to feature number 513, F543
## 2025-06-24 02:49:16.821451 INFO::Fitting model to feature number 514, F544
## 2025-06-24 02:49:16.825571 INFO::Fitting model to feature number 515, F545
## 2025-06-24 02:49:16.829793 INFO::Fitting model to feature number 516, F546
## 2025-06-24 02:49:16.834006 INFO::Fitting model to feature number 517, F547
## 2025-06-24 02:49:16.838133 INFO::Fitting model to feature number 518, F548
## 2025-06-24 02:49:16.842304 INFO::Fitting model to feature number 519, F549
## 2025-06-24 02:49:16.846703 INFO::Fitting model to feature number 520, F550
## 2025-06-24 02:49:16.850823 INFO::Fitting model to feature number 521, F551
## 2025-06-24 02:49:16.855027 INFO::Fitting model to feature number 522, F552
## 2025-06-24 02:49:16.859146 INFO::Fitting model to feature number 523, F553
## 2025-06-24 02:49:16.86345 INFO::Fitting model to feature number 524, F554
## 2025-06-24 02:49:16.86769 INFO::Fitting model to feature number 525, F555
## 2025-06-24 02:49:16.871843 INFO::Fitting model to feature number 526, F556
## 2025-06-24 02:49:16.875917 INFO::Fitting model to feature number 527, F557
## 2025-06-24 02:49:16.879973 INFO::Fitting model to feature number 528, F558
## 2025-06-24 02:49:16.88385 INFO::Fitting model to feature number 529, F559
## 2025-06-24 02:49:16.887712 INFO::Fitting model to feature number 530, F560
## 2025-06-24 02:49:16.891617 INFO::Fitting model to feature number 531, F561
## 2025-06-24 02:49:16.895426 INFO::Fitting model to feature number 532, F562
## 2025-06-24 02:49:16.899102 INFO::Fitting model to feature number 533, F563
## 2025-06-24 02:49:16.902785 INFO::Fitting model to feature number 534, F564
## 2025-06-24 02:49:16.906476 INFO::Fitting model to feature number 535, F566
## 2025-06-24 02:49:16.910183 INFO::Fitting model to feature number 536, F567
## 2025-06-24 02:49:16.913823 INFO::Fitting model to feature number 537, F568
## 2025-06-24 02:49:16.917377 INFO::Fitting model to feature number 538, F569
## 2025-06-24 02:49:16.921193 INFO::Fitting model to feature number 539, F570
## 2025-06-24 02:49:16.92511 INFO::Fitting model to feature number 540, F571
## 2025-06-24 02:49:16.928956 INFO::Fitting model to feature number 541, F572
## 2025-06-24 02:49:16.932803 INFO::Fitting model to feature number 542, F573
## 2025-06-24 02:49:16.93664 INFO::Fitting model to feature number 543, F574
## 2025-06-24 02:49:16.940398 INFO::Fitting model to feature number 544, F575
## 2025-06-24 02:49:16.944137 INFO::Fitting model to feature number 545, F576
## 2025-06-24 02:49:16.947885 INFO::Fitting model to feature number 546, F578
## 2025-06-24 02:49:16.951675 INFO::Fitting model to feature number 547, F579
## 2025-06-24 02:49:16.955395 INFO::Fitting model to feature number 548, F580
## 2025-06-24 02:49:16.959099 INFO::Fitting model to feature number 549, F581
## 2025-06-24 02:49:16.962881 INFO::Fitting model to feature number 550, F582
## 2025-06-24 02:49:16.966621 INFO::Fitting model to feature number 551, F583
## 2025-06-24 02:49:16.97031 INFO::Fitting model to feature number 552, F584
## 2025-06-24 02:49:16.973988 INFO::Fitting model to feature number 553, F585
## 2025-06-24 02:49:17.02155 INFO::Fitting model to feature number 554, F586
## 2025-06-24 02:49:17.026245 INFO::Fitting model to feature number 555, F587
## 2025-06-24 02:49:17.030443 INFO::Fitting model to feature number 556, F588
## 2025-06-24 02:49:17.03457 INFO::Fitting model to feature number 557, F589
## 2025-06-24 02:49:17.038545 INFO::Fitting model to feature number 558, F590
## 2025-06-24 02:49:17.042649 INFO::Fitting model to feature number 559, F591
## 2025-06-24 02:49:17.046648 INFO::Fitting model to feature number 560, F592
## 2025-06-24 02:49:17.050705 INFO::Fitting model to feature number 561, F593
## 2025-06-24 02:49:17.054482 INFO::Fitting model to feature number 562, F594
## 2025-06-24 02:49:17.058267 INFO::Fitting model to feature number 563, F595
## 2025-06-24 02:49:17.062119 INFO::Fitting model to feature number 564, F596
## 2025-06-24 02:49:17.065848 INFO::Fitting model to feature number 565, F597
## 2025-06-24 02:49:17.069564 INFO::Fitting model to feature number 566, F598
## 2025-06-24 02:49:17.073293 INFO::Fitting model to feature number 567, F599
## 2025-06-24 02:49:17.076939 INFO::Fitting model to feature number 568, F600
## 2025-06-24 02:49:17.080528 INFO::Fitting model to feature number 569, F601
## 2025-06-24 02:49:17.084113 INFO::Fitting model to feature number 570, F602
## 2025-06-24 02:49:17.087631 INFO::Fitting model to feature number 571, F603
## 2025-06-24 02:49:17.092126 INFO::Fitting model to feature number 572, F605
## 2025-06-24 02:49:17.096689 INFO::Fitting model to feature number 573, F606
## 2025-06-24 02:49:17.101357 INFO::Fitting model to feature number 574, F607
## 2025-06-24 02:49:17.105744 INFO::Fitting model to feature number 575, F608
## 2025-06-24 02:49:17.10987 INFO::Fitting model to feature number 576, F609
## 2025-06-24 02:49:17.114281 INFO::Fitting model to feature number 577, F610
## 2025-06-24 02:49:17.118641 INFO::Fitting model to feature number 578, F611
## 2025-06-24 02:49:17.12283 INFO::Fitting model to feature number 579, F612
## 2025-06-24 02:49:17.126965 INFO::Fitting model to feature number 580, F613
## 2025-06-24 02:49:17.130974 INFO::Fitting model to feature number 581, F614
## 2025-06-24 02:49:17.134866 INFO::Fitting model to feature number 582, F615
## 2025-06-24 02:49:17.138713 INFO::Fitting model to feature number 583, F616
## 2025-06-24 02:49:17.142571 INFO::Fitting model to feature number 584, F617
## 2025-06-24 02:49:17.146428 INFO::Fitting model to feature number 585, F618
## 2025-06-24 02:49:17.151037 INFO::Fitting model to feature number 586, F619
## 2025-06-24 02:49:17.155023 INFO::Fitting model to feature number 587, F620
## 2025-06-24 02:49:17.158955 INFO::Fitting model to feature number 588, F621
## 2025-06-24 02:49:17.162785 INFO::Fitting model to feature number 589, F622
## 2025-06-24 02:49:17.166632 INFO::Fitting model to feature number 590, F623
## 2025-06-24 02:49:17.170488 INFO::Fitting model to feature number 591, F624
## 2025-06-24 02:49:17.174251 INFO::Fitting model to feature number 592, F625
## 2025-06-24 02:49:17.177995 INFO::Fitting model to feature number 593, F626
## 2025-06-24 02:49:17.18175 INFO::Fitting model to feature number 594, F627
## 2025-06-24 02:49:17.185551 INFO::Fitting model to feature number 595, F628
## 2025-06-24 02:49:17.189316 INFO::Fitting model to feature number 596, F630
## 2025-06-24 02:49:17.193047 INFO::Fitting model to feature number 597, F631
## 2025-06-24 02:49:17.196801 INFO::Fitting model to feature number 598, F632
## 2025-06-24 02:49:17.200587 INFO::Fitting model to feature number 599, F633
## 2025-06-24 02:49:17.204251 INFO::Fitting model to feature number 600, F634
## 2025-06-24 02:49:17.207909 INFO::Fitting model to feature number 601, F635
## 2025-06-24 02:49:17.211576 INFO::Fitting model to feature number 602, F636
## 2025-06-24 02:49:17.215411 INFO::Fitting model to feature number 603, F637
## 2025-06-24 02:49:17.219463 INFO::Fitting model to feature number 604, F638
## 2025-06-24 02:49:17.223042 INFO::Fitting model to feature number 605, F639
## 2025-06-24 02:49:17.226731 INFO::Fitting model to feature number 606, F640
## 2025-06-24 02:49:17.230428 INFO::Fitting model to feature number 607, F641
## 2025-06-24 02:49:17.234145 INFO::Fitting model to feature number 608, F642
## 2025-06-24 02:49:17.237803 INFO::Fitting model to feature number 609, F643
## 2025-06-24 02:49:17.241446 INFO::Fitting model to feature number 610, F644
## 2025-06-24 02:49:17.245094 INFO::Fitting model to feature number 611, F645
## 2025-06-24 02:49:17.248786 INFO::Fitting model to feature number 612, F646
## 2025-06-24 02:49:17.252477 INFO::Fitting model to feature number 613, F647
## 2025-06-24 02:49:17.25615 INFO::Fitting model to feature number 614, F648
## 2025-06-24 02:49:17.259869 INFO::Fitting model to feature number 615, F649
## 2025-06-24 02:49:17.263572 INFO::Fitting model to feature number 616, F650
## 2025-06-24 02:49:17.267278 INFO::Fitting model to feature number 617, F651
## 2025-06-24 02:49:17.270964 INFO::Fitting model to feature number 618, F652
## 2025-06-24 02:49:17.274545 INFO::Fitting model to feature number 619, F653
## 2025-06-24 02:49:17.278151 INFO::Fitting model to feature number 620, F654
## 2025-06-24 02:49:17.281686 INFO::Fitting model to feature number 621, F655
## 2025-06-24 02:49:17.285225 INFO::Fitting model to feature number 622, F656
## 2025-06-24 02:49:17.288731 INFO::Fitting model to feature number 623, F657
## 2025-06-24 02:49:17.292212 INFO::Fitting model to feature number 624, F658
## 2025-06-24 02:49:17.295615 INFO::Fitting model to feature number 625, F659
## 2025-06-24 02:49:17.299128 INFO::Fitting model to feature number 626, F660
## 2025-06-24 02:49:17.302761 INFO::Fitting model to feature number 627, F661
## 2025-06-24 02:49:17.306197 INFO::Fitting model to feature number 628, F662
## 2025-06-24 02:49:17.309827 INFO::Fitting model to feature number 629, F663
## 2025-06-24 02:49:17.313226 INFO::Fitting model to feature number 630, F664
## 2025-06-24 02:49:17.316617 INFO::Fitting model to feature number 631, F665
## 2025-06-24 02:49:17.320006 INFO::Fitting model to feature number 632, F666
## 2025-06-24 02:49:17.323421 INFO::Fitting model to feature number 633, F667
## 2025-06-24 02:49:17.326877 INFO::Fitting model to feature number 634, F668
## 2025-06-24 02:49:17.330332 INFO::Fitting model to feature number 635, F669
## 2025-06-24 02:49:17.333785 INFO::Fitting model to feature number 636, F670
## 2025-06-24 02:49:17.337274 INFO::Fitting model to feature number 637, F671
## 2025-06-24 02:49:17.34109 INFO::Fitting model to feature number 638, F673
## 2025-06-24 02:49:17.345005 INFO::Fitting model to feature number 639, F674
## 2025-06-24 02:49:17.348901 INFO::Fitting model to feature number 640, F675
## 2025-06-24 02:49:17.352862 INFO::Fitting model to feature number 641, F676
## 2025-06-24 02:49:17.356707 INFO::Fitting model to feature number 642, F677
## 2025-06-24 02:49:17.360429 INFO::Fitting model to feature number 643, F678
## 2025-06-24 02:49:17.36411 INFO::Fitting model to feature number 644, F679
## 2025-06-24 02:49:17.367867 INFO::Fitting model to feature number 645, F680
## 2025-06-24 02:49:17.371537 INFO::Fitting model to feature number 646, F681
## 2025-06-24 02:49:17.375251 INFO::Fitting model to feature number 647, F682
## 2025-06-24 02:49:17.379042 INFO::Fitting model to feature number 648, F683
## 2025-06-24 02:49:17.382786 INFO::Fitting model to feature number 649, F684
## 2025-06-24 02:49:17.386502 INFO::Fitting model to feature number 650, F685
## 2025-06-24 02:49:17.390246 INFO::Fitting model to feature number 651, F686
## 2025-06-24 02:49:17.393881 INFO::Fitting model to feature number 652, F687
## 2025-06-24 02:49:17.39756 INFO::Fitting model to feature number 653, F688
## 2025-06-24 02:49:17.401317 INFO::Fitting model to feature number 654, F689
## 2025-06-24 02:49:17.405035 INFO::Fitting model to feature number 655, F690
## 2025-06-24 02:49:17.40885 INFO::Fitting model to feature number 656, F691
## 2025-06-24 02:49:17.412638 INFO::Fitting model to feature number 657, F692
## 2025-06-24 02:49:17.416404 INFO::Fitting model to feature number 658, F693
## 2025-06-24 02:49:17.420112 INFO::Fitting model to feature number 659, F694
## 2025-06-24 02:49:17.423766 INFO::Fitting model to feature number 660, F695
## 2025-06-24 02:49:17.427472 INFO::Fitting model to feature number 661, F696
## 2025-06-24 02:49:17.431222 INFO::Fitting model to feature number 662, F697
## 2025-06-24 02:49:17.434833 INFO::Fitting model to feature number 663, F698
## 2025-06-24 02:49:17.438449 INFO::Fitting model to feature number 664, F699
## 2025-06-24 02:49:17.44206 INFO::Fitting model to feature number 665, F700
## 2025-06-24 02:49:17.44574 INFO::Fitting model to feature number 666, F701
## 2025-06-24 02:49:17.449461 INFO::Fitting model to feature number 667, F702
## 2025-06-24 02:49:17.45315 INFO::Fitting model to feature number 668, F704
## 2025-06-24 02:49:17.456829 INFO::Fitting model to feature number 669, F705
## 2025-06-24 02:49:17.460635 INFO::Fitting model to feature number 670, F706
## 2025-06-24 02:49:17.464427 INFO::Fitting model to feature number 671, F707
## 2025-06-24 02:49:17.468306 INFO::Fitting model to feature number 672, F708
## 2025-06-24 02:49:17.47208 INFO::Fitting model to feature number 673, F709
## 2025-06-24 02:49:17.475848 INFO::Fitting model to feature number 674, F710
## 2025-06-24 02:49:17.479457 INFO::Fitting model to feature number 675, F711
## 2025-06-24 02:49:17.483068 INFO::Fitting model to feature number 676, F712
## 2025-06-24 02:49:17.486734 INFO::Fitting model to feature number 677, F713
## 2025-06-24 02:49:17.490494 INFO::Fitting model to feature number 678, F714
## 2025-06-24 02:49:17.494161 INFO::Fitting model to feature number 679, F715
## 2025-06-24 02:49:17.49786 INFO::Fitting model to feature number 680, F716
## 2025-06-24 02:49:17.501609 INFO::Fitting model to feature number 681, F717
## 2025-06-24 02:49:17.505256 INFO::Fitting model to feature number 682, F718
## 2025-06-24 02:49:17.508925 INFO::Fitting model to feature number 683, F719
## 2025-06-24 02:49:17.512709 INFO::Fitting model to feature number 684, F720
## 2025-06-24 02:49:17.516347 INFO::Fitting model to feature number 685, F721
## 2025-06-24 02:49:17.520054 INFO::Fitting model to feature number 686, F722
## 2025-06-24 02:49:17.52366 INFO::Fitting model to feature number 687, F723
## 2025-06-24 02:49:17.527494 INFO::Fitting model to feature number 688, F724
## 2025-06-24 02:49:17.531486 INFO::Fitting model to feature number 689, F725
## 2025-06-24 02:49:17.535609 INFO::Fitting model to feature number 690, F726
## 2025-06-24 02:49:17.539622 INFO::Fitting model to feature number 691, F727
## 2025-06-24 02:49:17.543634 INFO::Fitting model to feature number 692, F728
## 2025-06-24 02:49:17.547677 INFO::Fitting model to feature number 693, F729
## 2025-06-24 02:49:17.551691 INFO::Fitting model to feature number 694, F730
## 2025-06-24 02:49:17.555659 INFO::Fitting model to feature number 695, F731
## 2025-06-24 02:49:17.559577 INFO::Fitting model to feature number 696, F732
## 2025-06-24 02:49:17.563526 INFO::Fitting model to feature number 697, F733
## 2025-06-24 02:49:17.567518 INFO::Fitting model to feature number 698, F734
## 2025-06-24 02:49:17.571501 INFO::Fitting model to feature number 699, F735
## 2025-06-24 02:49:17.575417 INFO::Fitting model to feature number 700, F736
## 2025-06-24 02:49:17.579365 INFO::Fitting model to feature number 701, F737
## 2025-06-24 02:49:17.583347 INFO::Fitting model to feature number 702, F739
## 2025-06-24 02:49:17.5874 INFO::Fitting model to feature number 703, F740
## 2025-06-24 02:49:17.591452 INFO::Fitting model to feature number 704, F741
## 2025-06-24 02:49:17.595497 INFO::Fitting model to feature number 705, F742
## 2025-06-24 02:49:17.599696 INFO::Fitting model to feature number 706, F743
## 2025-06-24 02:49:17.603695 INFO::Fitting model to feature number 707, F745
## 2025-06-24 02:49:17.607548 INFO::Fitting model to feature number 708, F746
## 2025-06-24 02:49:17.611493 INFO::Fitting model to feature number 709, F747
## 2025-06-24 02:49:17.615263 INFO::Fitting model to feature number 710, F748
## 2025-06-24 02:49:17.61891 INFO::Fitting model to feature number 711, F749
## 2025-06-24 02:49:17.622594 INFO::Fitting model to feature number 712, F750
## 2025-06-24 02:49:17.626296 INFO::Fitting model to feature number 713, F751
## 2025-06-24 02:49:17.630112 INFO::Fitting model to feature number 714, F752
## 2025-06-24 02:49:17.634782 INFO::Fitting model to feature number 715, F753
## 2025-06-24 02:49:17.63944 INFO::Fitting model to feature number 716, F755
## 2025-06-24 02:49:17.644353 INFO::Fitting model to feature number 717, F756
## 2025-06-24 02:49:17.649192 INFO::Fitting model to feature number 718, F757
## 2025-06-24 02:49:17.654239 INFO::Fitting model to feature number 719, F758
## 2025-06-24 02:49:17.658758 INFO::Fitting model to feature number 720, F759
## 2025-06-24 02:49:17.662432 INFO::Fitting model to feature number 721, F760
## 2025-06-24 02:49:17.666024 INFO::Fitting model to feature number 722, F761
## 2025-06-24 02:49:17.669558 INFO::Fitting model to feature number 723, F762
## 2025-06-24 02:49:17.673055 INFO::Fitting model to feature number 724, F763
## 2025-06-24 02:49:17.676683 INFO::Fitting model to feature number 725, F764
## 2025-06-24 02:49:17.68048 INFO::Fitting model to feature number 726, F765
## 2025-06-24 02:49:17.684255 INFO::Fitting model to feature number 727, F766
## 2025-06-24 02:49:17.688005 INFO::Fitting model to feature number 728, F767
## 2025-06-24 02:49:17.691835 INFO::Fitting model to feature number 729, F768
## 2025-06-24 02:49:17.695611 INFO::Fitting model to feature number 730, F769
## 2025-06-24 02:49:17.699377 INFO::Fitting model to feature number 731, F770
## 2025-06-24 02:49:17.703162 INFO::Fitting model to feature number 732, F771
## 2025-06-24 02:49:17.707036 INFO::Fitting model to feature number 733, F772
## 2025-06-24 02:49:17.710835 INFO::Fitting model to feature number 734, F773
## 2025-06-24 02:49:17.714627 INFO::Fitting model to feature number 735, F774
## 2025-06-24 02:49:17.718489 INFO::Fitting model to feature number 736, F775
## 2025-06-24 02:49:17.722243 INFO::Fitting model to feature number 737, F776
## 2025-06-24 02:49:17.726003 INFO::Fitting model to feature number 738, F777
## 2025-06-24 02:49:17.729899 INFO::Fitting model to feature number 739, F778
## 2025-06-24 02:49:17.733812 INFO::Fitting model to feature number 740, F779
## 2025-06-24 02:49:17.737608 INFO::Fitting model to feature number 741, F780
## 2025-06-24 02:49:17.741417 INFO::Fitting model to feature number 742, F781
## 2025-06-24 02:49:17.745184 INFO::Fitting model to feature number 743, F782
## 2025-06-24 02:49:17.748956 INFO::Fitting model to feature number 744, F783
## 2025-06-24 02:49:17.752787 INFO::Fitting model to feature number 745, F784
## 2025-06-24 02:49:17.756594 INFO::Fitting model to feature number 746, F785
## 2025-06-24 02:49:17.760393 INFO::Fitting model to feature number 747, F786
## 2025-06-24 02:49:17.764171 INFO::Fitting model to feature number 748, F787
## 2025-06-24 02:49:17.76795 INFO::Fitting model to feature number 749, F788
## 2025-06-24 02:49:17.77171 INFO::Fitting model to feature number 750, F789
## 2025-06-24 02:49:17.7755 INFO::Fitting model to feature number 751, F790
## 2025-06-24 02:49:17.779304 INFO::Fitting model to feature number 752, F791
## 2025-06-24 02:49:17.783221 INFO::Fitting model to feature number 753, F792
## 2025-06-24 02:49:17.787113 INFO::Fitting model to feature number 754, F793
## 2025-06-24 02:49:17.79089 INFO::Fitting model to feature number 755, F794
## 2025-06-24 02:49:17.794773 INFO::Fitting model to feature number 756, F795
## 2025-06-24 02:49:17.798744 INFO::Fitting model to feature number 757, F796
## 2025-06-24 02:49:17.802741 INFO::Fitting model to feature number 758, F797
## 2025-06-24 02:49:17.806583 INFO::Fitting model to feature number 759, F798
## 2025-06-24 02:49:17.810494 INFO::Fitting model to feature number 760, F799
## 2025-06-24 02:49:17.814324 INFO::Fitting model to feature number 761, F800
## 2025-06-24 02:49:17.818046 INFO::Fitting model to feature number 762, F801
## 2025-06-24 02:49:17.821755 INFO::Fitting model to feature number 763, F802
## 2025-06-24 02:49:17.82559 INFO::Fitting model to feature number 764, F803
## 2025-06-24 02:49:17.829481 INFO::Fitting model to feature number 765, F804
## 2025-06-24 02:49:17.833396 INFO::Fitting model to feature number 766, F805
## 2025-06-24 02:49:17.837235 INFO::Fitting model to feature number 767, F806
## 2025-06-24 02:49:17.841003 INFO::Fitting model to feature number 768, F808
## 2025-06-24 02:49:17.844761 INFO::Fitting model to feature number 769, F809
## 2025-06-24 02:49:17.848581 INFO::Fitting model to feature number 770, F810
## 2025-06-24 02:49:17.852392 INFO::Fitting model to feature number 771, F811
## 2025-06-24 02:49:17.85618 INFO::Fitting model to feature number 772, F812
## 2025-06-24 02:49:17.860046 INFO::Fitting model to feature number 773, F813
## 2025-06-24 02:49:17.863878 INFO::Fitting model to feature number 774, F814
## 2025-06-24 02:49:17.867745 INFO::Fitting model to feature number 775, F815
## 2025-06-24 02:49:17.871636 INFO::Fitting model to feature number 776, F816
## 2025-06-24 02:49:17.87547 INFO::Fitting model to feature number 777, F817
## 2025-06-24 02:49:17.879189 INFO::Fitting model to feature number 778, F818
## 2025-06-24 02:49:17.882859 INFO::Fitting model to feature number 779, F819
## 2025-06-24 02:49:17.886508 INFO::Fitting model to feature number 780, F820
## 2025-06-24 02:49:17.890055 INFO::Fitting model to feature number 781, F821
## 2025-06-24 02:49:17.893595 INFO::Fitting model to feature number 782, F822
## 2025-06-24 02:49:17.897242 INFO::Fitting model to feature number 783, F823
## 2025-06-24 02:49:17.901028 INFO::Fitting model to feature number 784, F824
## 2025-06-24 02:49:17.904789 INFO::Fitting model to feature number 785, F825
## 2025-06-24 02:49:17.908552 INFO::Fitting model to feature number 786, F826
## 2025-06-24 02:49:17.912449 INFO::Fitting model to feature number 787, F827
## 2025-06-24 02:49:17.91619 INFO::Fitting model to feature number 788, F828
## 2025-06-24 02:49:17.919851 INFO::Fitting model to feature number 789, F829
## 2025-06-24 02:49:17.923538 INFO::Fitting model to feature number 790, F830
## 2025-06-24 02:49:17.927329 INFO::Fitting model to feature number 791, F831
## 2025-06-24 02:49:17.931029 INFO::Fitting model to feature number 792, F832
## 2025-06-24 02:49:17.934758 INFO::Fitting model to feature number 793, F833
## 2025-06-24 02:49:17.938566 INFO::Fitting model to feature number 794, F834
## 2025-06-24 02:49:17.942231 INFO::Fitting model to feature number 795, F835
## 2025-06-24 02:49:17.945845 INFO::Fitting model to feature number 796, F836
## 2025-06-24 02:49:17.949477 INFO::Fitting model to feature number 797, F837
## 2025-06-24 02:49:17.953009 INFO::Fitting model to feature number 798, F838
## 2025-06-24 02:49:17.956536 INFO::Fitting model to feature number 799, F839
## 2025-06-24 02:49:17.960216 INFO::Fitting model to feature number 800, F840
## 2025-06-24 02:49:17.964216 INFO::Fitting model to feature number 801, F841
## 2025-06-24 02:49:17.968239 INFO::Fitting model to feature number 802, F842
## 2025-06-24 02:49:17.972274 INFO::Fitting model to feature number 803, F843
## 2025-06-24 02:49:17.976294 INFO::Fitting model to feature number 804, F844
## 2025-06-24 02:49:17.980264 INFO::Fitting model to feature number 805, F845
## 2025-06-24 02:49:17.984247 INFO::Fitting model to feature number 806, F847
## 2025-06-24 02:49:17.988266 INFO::Fitting model to feature number 807, F848
## 2025-06-24 02:49:17.992309 INFO::Fitting model to feature number 808, F849
## 2025-06-24 02:49:17.996268 INFO::Fitting model to feature number 809, F850
## 2025-06-24 02:49:18.00025 INFO::Fitting model to feature number 810, F851
## 2025-06-24 02:49:18.004241 INFO::Fitting model to feature number 811, F852
## 2025-06-24 02:49:18.008216 INFO::Fitting model to feature number 812, F853
## 2025-06-24 02:49:18.012215 INFO::Fitting model to feature number 813, F854
## 2025-06-24 02:49:18.016176 INFO::Fitting model to feature number 814, F855
## 2025-06-24 02:49:18.020146 INFO::Fitting model to feature number 815, F856
## 2025-06-24 02:49:18.02417 INFO::Fitting model to feature number 816, F857
## 2025-06-24 02:49:18.028256 INFO::Fitting model to feature number 817, F858
## 2025-06-24 02:49:18.032262 INFO::Fitting model to feature number 818, F859
## 2025-06-24 02:49:18.036236 INFO::Fitting model to feature number 819, F860
## 2025-06-24 02:49:18.040177 INFO::Fitting model to feature number 820, F861
## 2025-06-24 02:49:18.04414 INFO::Fitting model to feature number 821, F862
## 2025-06-24 02:49:18.048015 INFO::Fitting model to feature number 822, F863
## 2025-06-24 02:49:18.051727 INFO::Fitting model to feature number 823, F864
## 2025-06-24 02:49:18.055387 INFO::Fitting model to feature number 824, F865
## 2025-06-24 02:49:18.059241 INFO::Fitting model to feature number 825, F866
## 2025-06-24 02:49:18.06342 INFO::Fitting model to feature number 826, F867
## 2025-06-24 02:49:18.068172 INFO::Fitting model to feature number 827, F868
## 2025-06-24 02:49:18.073152 INFO::Fitting model to feature number 828, F869
## 2025-06-24 02:49:18.078088 INFO::Fitting model to feature number 829, F870
## 2025-06-24 02:49:18.082874 INFO::Fitting model to feature number 830, F871
## 2025-06-24 02:49:18.087825 INFO::Fitting model to feature number 831, F872
## 2025-06-24 02:49:18.092171 INFO::Fitting model to feature number 832, F873
## 2025-06-24 02:49:18.095942 INFO::Fitting model to feature number 833, F874
## 2025-06-24 02:49:18.099654 INFO::Fitting model to feature number 834, F875
## 2025-06-24 02:49:18.103396 INFO::Fitting model to feature number 835, F876
## 2025-06-24 02:49:18.107141 INFO::Fitting model to feature number 836, F877
## 2025-06-24 02:49:18.110891 INFO::Fitting model to feature number 837, F878
## 2025-06-24 02:49:18.114631 INFO::Fitting model to feature number 838, F879
## 2025-06-24 02:49:18.118323 INFO::Fitting model to feature number 839, F880
## 2025-06-24 02:49:18.122032 INFO::Fitting model to feature number 840, F881
## 2025-06-24 02:49:18.125815 INFO::Fitting model to feature number 841, F882
## 2025-06-24 02:49:18.129578 INFO::Fitting model to feature number 842, F883
## 2025-06-24 02:49:18.133244 INFO::Fitting model to feature number 843, F884
## 2025-06-24 02:49:18.136889 INFO::Fitting model to feature number 844, F885
## 2025-06-24 02:49:18.140599 INFO::Fitting model to feature number 845, F886
## 2025-06-24 02:49:18.144355 INFO::Fitting model to feature number 846, F887
## 2025-06-24 02:49:18.148046 INFO::Fitting model to feature number 847, F888
## 2025-06-24 02:49:18.151937 INFO::Fitting model to feature number 848, F889
## 2025-06-24 02:49:18.155716 INFO::Fitting model to feature number 849, F890
## 2025-06-24 02:49:18.15941 INFO::Fitting model to feature number 850, F891
## 2025-06-24 02:49:18.163089 INFO::Fitting model to feature number 851, F892
## 2025-06-24 02:49:18.16667 INFO::Fitting model to feature number 852, F893
## 2025-06-24 02:49:18.170353 INFO::Fitting model to feature number 853, F894
## 2025-06-24 02:49:18.174046 INFO::Fitting model to feature number 854, F895
## 2025-06-24 02:49:18.17795 INFO::Fitting model to feature number 855, F896
## 2025-06-24 02:49:18.18172 INFO::Fitting model to feature number 856, F897
## 2025-06-24 02:49:18.185458 INFO::Fitting model to feature number 857, F898
## 2025-06-24 02:49:18.189117 INFO::Fitting model to feature number 858, F899
## 2025-06-24 02:49:18.192823 INFO::Fitting model to feature number 859, F900
## 2025-06-24 02:49:18.409145 INFO::Counting total values for each feature
## 2025-06-24 02:49:18.542058 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2025-06-24 02:49:18.678476 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2025-06-24 02:49:18.815038 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2025-06-24 02:49:18.953611 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2025-06-24 02:49:19.024097 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2025-06-24 02:49:19.081611 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2025-06-24 02:49:19.108553 INFO::Writing the significant results (those which are less than or equal to the threshold of 0.250000 ) to file (ordered by increasing q-values): Macarron_output/maaslin2_results/significant_results.tsv
## 2025-06-24 02:49:19.121518 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2025-06-24 02:49:19.143352 INFO::Plotting associations from most to least significant, grouped by metadata
## 2025-06-24 02:49:19.144959 INFO::Plotting data for metadata number 1, diagnosis
## 2025-06-24 02:49:19.195785 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2025-06-24 02:49:19.531916 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2025-06-24 02:49:19.730596 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2025-06-24 02:49:19.933333 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2025-06-24 02:49:20.107902 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2025-06-24 02:49:20.280267 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2025-06-24 02:49:20.457429 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2025-06-24 02:49:20.639226 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2025-06-24 02:49:20.848241 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2025-06-24 02:49:21.035142 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2025-06-24 02:49:21.22564 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2025-06-24 02:49:21.405564 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2025-06-24 02:49:21.591781 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2025-06-24 02:49:21.794878 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2025-06-24 02:49:21.980005 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2025-06-24 02:49:22.168435 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2025-06-24 02:49:22.364077 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2025-06-24 02:49:22.558102 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2025-06-24 02:49:22.756871 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2025-06-24 02:49:22.941006 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2025-06-24 02:49:23.131887 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2025-06-24 02:49:23.318705 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2025-06-24 02:49:23.508333 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2025-06-24 02:49:23.800021 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2025-06-24 02:49:23.98763 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2025-06-24 02:49:24.176717 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2025-06-24 02:49:24.362263 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2025-06-24 02:49:24.554158 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2025-06-24 02:49:24.763587 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2025-06-24 02:49:24.942791 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2025-06-24 02:49:25.121106 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2025-06-24 02:49:25.306 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2025-06-24 02:49:25.506734 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2025-06-24 02:49:25.714573 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2025-06-24 02:49:25.893197 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2025-06-24 02:49:26.071578 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2025-06-24 02:49:26.261426 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2025-06-24 02:49:26.474175 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2025-06-24 02:49:26.668469 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2025-06-24 02:49:26.86007 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2025-06-24 02:49:27.048657 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2025-06-24 02:49:27.243887 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2025-06-24 02:49:27.46042 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2025-06-24 02:49:27.626998 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2025-06-24 02:49:27.69666 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2025-06-24 02:49:27.816529 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2025-06-24 02:49:27.992345 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2025-06-24 02:49:28.202118 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2025-06-24 02:49:28.386713 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2025-06-24 02:49:28.569327 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2025-06-24 02:49:28.760332 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2025-06-24 02:49:28.948074 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2025-06-24 02:49:29.157414 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2025-06-24 02:49:29.347208 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2025-06-24 02:49:29.534649 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2025-06-24 02:49:29.724215 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2025-06-24 02:49:29.917946 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2025-06-24 02:49:30.123841 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2025-06-24 02:49:30.304942 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2025-06-24 02:49:30.485161 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2025-06-24 02:49:30.663323 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2025-06-24 02:49:30.849512 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2025-06-24 02:49:31.059874 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2025-06-24 02:49:31.252008 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2025-06-24 02:49:31.448419 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2025-06-24 02:49:31.639585 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2025-06-24 02:49:31.828357 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2025-06-24 02:49:32.037816 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2025-06-24 02:49:32.215561 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2025-06-24 02:49:32.40515 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2025-06-24 02:49:32.5972 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2025-06-24 02:49:32.810607 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2025-06-24 02:49:32.997372 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2025-06-24 02:49:33.179489 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2025-06-24 02:49:33.357306 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2025-06-24 02:49:33.544267 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2025-06-24 02:49:33.74249 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2025-06-24 02:49:33.918544 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2025-06-24 02:49:34.097045 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2025-06-24 02:49:34.27956 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2025-06-24 02:49:34.467429 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2025-06-24 02:49:34.675433 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2025-06-24 02:49:34.863379 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2025-06-24 02:49:35.054307 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2025-06-24 02:49:35.244527 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2025-06-24 02:49:35.436057 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2025-06-24 02:49:35.649593 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2025-06-24 02:49:35.840753 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2025-06-24 02:49:36.033947 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2025-06-24 02:49:36.213357 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2025-06-24 02:49:36.394786 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2025-06-24 02:49:36.597639 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2025-06-24 02:49:36.779552 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2025-06-24 02:49:36.960093 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2025-06-24 02:49:37.141292 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2025-06-24 02:49:37.339277 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2025-06-24 02:49:37.515122 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2025-06-24 02:49:37.692117 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2025-06-24 02:49:37.869657 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2025-06-24 02:49:38.053075 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2025-06-24 02:49:38.263834 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2025-06-24 02:49:38.449963 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2025-06-24 02:49:38.640553 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2025-06-24 02:49:38.829925 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2025-06-24 02:49:39.026788 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2025-06-24 02:49:39.237326 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2025-06-24 02:49:39.42591 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2025-06-24 02:49:39.616767 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2025-06-24 02:49:39.807356 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2025-06-24 02:49:39.999254 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2025-06-24 02:49:40.228335 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2025-06-24 02:49:40.403106 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2025-06-24 02:49:40.583633 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2025-06-24 02:49:40.764107 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2025-06-24 02:49:40.977015 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2025-06-24 02:49:41.162179 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2025-06-24 02:49:41.340835 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2025-06-24 02:49:41.519879 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2025-06-24 02:49:41.697517 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2025-06-24 02:49:41.895688 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2025-06-24 02:49:42.073373 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2025-06-24 02:49:42.288588 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2025-06-24 02:49:42.478069 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2025-06-24 02:49:42.66729 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2025-06-24 02:49:42.989739 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2025-06-24 02:49:43.170749 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2025-06-24 02:49:43.350634 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2025-06-24 02:49:43.547773 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2025-06-24 02:49:43.748493 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2025-06-24 02:49:43.957113 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2025-06-24 02:49:44.164164 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2025-06-24 02:49:44.361308 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2025-06-24 02:49:44.555856 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2025-06-24 02:49:44.777112 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2025-06-24 02:49:44.980954 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2025-06-24 02:49:45.171261 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2025-06-24 02:49:45.362871 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2025-06-24 02:49:45.557163 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2025-06-24 02:49:45.770942 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2025-06-24 02:49:45.968784 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2025-06-24 02:49:46.162294 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2025-06-24 02:49:46.347931 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2025-06-24 02:49:46.535716 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2025-06-24 02:49:46.749932 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2025-06-24 02:49:46.944982 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2025-06-24 02:49:47.136844 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2025-06-24 02:49:47.330774 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2025-06-24 02:49:47.523587 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2025-06-24 02:49:47.732561 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2025-06-24 02:49:47.916344 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2025-06-24 02:49:48.100064 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2025-06-24 02:49:48.281468 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2025-06-24 02:49:48.461535 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2025-06-24 02:49:48.668743 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2025-06-24 02:49:48.864901 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2025-06-24 02:49:49.046738 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2025-06-24 02:49:49.227212 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2025-06-24 02:49:49.407245 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2025-06-24 02:49:49.610798 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2025-06-24 02:49:49.788454 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2025-06-24 02:49:49.964449 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2025-06-24 02:49:50.141952 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2025-06-24 02:49:50.325864 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2025-06-24 02:49:50.542856 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2025-06-24 02:49:50.719856 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2025-06-24 02:49:50.901909 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2025-06-24 02:49:51.083749 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2025-06-24 02:49:51.290558 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2025-06-24 02:49:51.514146 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2025-06-24 02:49:51.704544 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2025-06-24 02:49:51.897072 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2025-06-24 02:49:52.087792 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2025-06-24 02:49:52.302747 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2025-06-24 02:49:52.496867 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2025-06-24 02:49:52.681078 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2025-06-24 02:49:52.869221 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2025-06-24 02:49:53.052193 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2025-06-24 02:49:53.259084 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2025-06-24 02:49:53.444098 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2025-06-24 02:49:53.634478 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2025-06-24 02:49:53.823221 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2025-06-24 02:49:54.014722 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2025-06-24 02:49:54.222371 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2025-06-24 02:49:54.401973 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2025-06-24 02:49:54.593563 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2025-06-24 02:49:54.788185 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2025-06-24 02:49:54.995708 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2025-06-24 02:49:55.208489 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2025-06-24 02:49:55.389709 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2025-06-24 02:49:55.575052 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2025-06-24 02:49:55.755408 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2025-06-24 02:49:55.966386 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2025-06-24 02:49:56.162208 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2025-06-24 02:49:56.350133 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2025-06-24 02:49:56.547593 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2025-06-24 02:49:56.737065 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2025-06-24 02:49:56.941852 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2025-06-24 02:49:57.127754 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2025-06-24 02:49:57.315121 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2025-06-24 02:49:57.501219 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2025-06-24 02:49:57.685554 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2025-06-24 02:49:57.896289 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2025-06-24 02:49:58.081653 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2025-06-24 02:49:58.266804 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2025-06-24 02:49:58.453169 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2025-06-24 02:49:58.657478 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2025-06-24 02:49:58.867163 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2025-06-24 02:49:59.049987 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2025-06-24 02:49:59.235669 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2025-06-24 02:49:59.415685 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2025-06-24 02:49:59.623042 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2025-06-24 02:49:59.808945 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2025-06-24 02:50:00.007094 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2025-06-24 02:50:00.208776 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2025-06-24 02:50:00.400493 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2025-06-24 02:50:00.61384 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2025-06-24 02:50:00.741149 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2025-06-24 02:50:00.845253 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2025-06-24 02:50:01.016719 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2025-06-24 02:50:01.203237 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2025-06-24 02:50:01.41408 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2025-06-24 02:50:01.598985 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2025-06-24 02:50:01.788724 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2025-06-24 02:50:01.972598 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2025-06-24 02:50:02.238013 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2025-06-24 02:50:02.428371 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2025-06-24 02:50:02.588171 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2025-06-24 02:50:02.75236 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2025-06-24 02:50:02.936213 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2025-06-24 02:50:03.164716 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2025-06-24 02:50:03.354929 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2025-06-24 02:50:03.54029 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2025-06-24 02:50:03.719209 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2025-06-24 02:50:03.898565 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2025-06-24 02:50:04.126699 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2025-06-24 02:50:04.325208 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2025-06-24 02:50:04.519156 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2025-06-24 02:50:04.716345 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2025-06-24 02:50:04.904698 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2025-06-24 02:50:05.135664 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2025-06-24 02:50:05.331284 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2025-06-24 02:50:05.521709 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2025-06-24 02:50:05.712514 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2025-06-24 02:50:05.900121 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2025-06-24 02:50:06.14054 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2025-06-24 02:50:06.331566 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2025-06-24 02:50:06.513032 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2025-06-24 02:50:06.686474 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2025-06-24 02:50:06.882715 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2025-06-24 02:50:07.133933 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2025-06-24 02:50:07.331422 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2025-06-24 02:50:07.529339 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2025-06-24 02:50:07.720618 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2025-06-24 02:50:07.908739 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2025-06-24 02:50:08.134231 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2025-06-24 02:50:08.321605 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2025-06-24 02:50:08.50974 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2025-06-24 02:50:08.700331 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2025-06-24 02:50:08.928615 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2025-06-24 02:50:09.123779 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2025-06-24 02:50:09.314062 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2025-06-24 02:50:09.507388 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2025-06-24 02:50:09.695621 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2025-06-24 02:50:09.918665 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2025-06-24 02:50:10.111999 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2025-06-24 02:50:10.304225 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2025-06-24 02:50:10.49713 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2025-06-24 02:50:10.686039 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2025-06-24 02:50:10.91304 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2025-06-24 02:50:11.102783 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2025-06-24 02:50:11.292167 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2025-06-24 02:50:11.483766 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2025-06-24 02:50:11.672317 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2025-06-24 02:50:11.894636 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2025-06-24 02:50:12.084767 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2025-06-24 02:50:12.269366 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2025-06-24 02:50:12.449484 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2025-06-24 02:50:12.662007 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2025-06-24 02:50:12.862214 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2025-06-24 02:50:13.050854 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2025-06-24 02:50:13.237937 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2025-06-24 02:50:13.421519 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2025-06-24 02:50:13.641061 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2025-06-24 02:50:13.833566 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2025-06-24 02:50:14.017259 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2025-06-24 02:50:14.202012 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2025-06-24 02:50:14.396132 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2025-06-24 02:50:14.625703 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2025-06-24 02:50:14.815392 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2025-06-24 02:50:15.001633 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2025-06-24 02:50:15.184409 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2025-06-24 02:50:15.373841 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2025-06-24 02:50:15.597589 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2025-06-24 02:50:15.787276 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2025-06-24 02:50:15.975927 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2025-06-24 02:50:16.166109 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2025-06-24 02:50:16.37831 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2025-06-24 02:50:16.574711 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2025-06-24 02:50:16.755393 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2025-06-24 02:50:16.944614 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2025-06-24 02:50:17.145944 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2025-06-24 02:50:17.375909 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2025-06-24 02:50:17.571587 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2025-06-24 02:50:17.759035 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2025-06-24 02:50:17.951248 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2025-06-24 02:50:18.145974 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2025-06-24 02:50:18.37477 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2025-06-24 02:50:18.56704 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2025-06-24 02:50:18.760504 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2025-06-24 02:50:18.955761 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2025-06-24 02:50:19.168435 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2025-06-24 02:50:19.384986 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2025-06-24 02:50:19.581785 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2025-06-24 02:50:19.773713 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2025-06-24 02:50:19.960016 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2025-06-24 02:50:20.189981 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2025-06-24 02:50:20.386903 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2025-06-24 02:50:20.568792 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2025-06-24 02:50:20.754712 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2025-06-24 02:50:20.938202 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2025-06-24 02:50:21.165918 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2025-06-24 02:50:21.352609 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2025-06-24 02:50:21.54096 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2025-06-24 02:50:21.73485 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2025-06-24 02:50:22.942707 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2025-06-24 02:50:23.12321 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2025-06-24 02:50:23.303468 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2025-06-24 02:50:23.492322 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2025-06-24 02:50:23.695959 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2025-06-24 02:50:23.906043 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2025-06-24 02:50:24.083756 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2025-06-24 02:50:24.269137 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2025-06-24 02:50:24.456609 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2025-06-24 02:50:24.637025 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2025-06-24 02:50:24.834391 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2025-06-24 02:50:25.012456 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2025-06-24 02:50:25.192755 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2025-06-24 02:50:25.376508 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2025-06-24 02:50:25.559485 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2025-06-24 02:50:25.755684 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2025-06-24 02:50:25.934687 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2025-06-24 02:50:26.115857 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2025-06-24 02:50:26.298455 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2025-06-24 02:50:26.490548 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2025-06-24 02:50:26.701251 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2025-06-24 02:50:26.892632 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2025-06-24 02:50:27.079995 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2025-06-24 02:50:27.271277 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2025-06-24 02:50:27.462562 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2025-06-24 02:50:27.669945 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2025-06-24 02:50:27.854485 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2025-06-24 02:50:28.036234 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2025-06-24 02:50:28.218792 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2025-06-24 02:50:28.398271 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2025-06-24 02:50:28.591492 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2025-06-24 02:50:28.769652 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2025-06-24 02:50:28.950928 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2025-06-24 02:50:29.148301 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2025-06-24 02:50:29.327495 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2025-06-24 02:50:29.517764 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2025-06-24 02:50:29.69232 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2025-06-24 02:50:29.870562 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2025-06-24 02:50:30.049301 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2025-06-24 02:50:30.231684 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2025-06-24 02:50:30.423795 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2025-06-24 02:50:30.599814 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2025-06-24 02:50:30.780765 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2025-06-24 02:50:30.96216 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2025-06-24 02:50:31.159489 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2025-06-24 02:50:31.337129 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2025-06-24 02:50:31.519081 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2025-06-24 02:50:31.709192 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2025-06-24 02:50:31.905407 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2025-06-24 02:50:32.096667 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2025-06-24 02:50:32.269922 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2025-06-24 02:50:32.446125 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2025-06-24 02:50:32.624582 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2025-06-24 02:50:32.803974 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2025-06-24 02:50:33.005189 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2025-06-24 02:50:33.188997 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2025-06-24 02:50:33.375829 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2025-06-24 02:50:33.565439 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2025-06-24 02:50:33.754293 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2025-06-24 02:50:33.95035 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2025-06-24 02:50:34.128564 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2025-06-24 02:50:34.309189 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2025-06-24 02:50:34.490795 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2025-06-24 02:50:34.675531 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2025-06-24 02:50:34.875753 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2025-06-24 02:50:35.053721 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2025-06-24 02:50:35.236551 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2025-06-24 02:50:35.423836 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2025-06-24 02:50:35.637432 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2025-06-24 02:50:35.825067 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2025-06-24 02:50:36.023846 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2025-06-24 02:50:36.206755 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2025-06-24 02:50:36.396176 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2025-06-24 02:50:36.598745 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2025-06-24 02:50:36.782381 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2025-06-24 02:50:36.963909 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2025-06-24 02:50:37.145369 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2025-06-24 02:50:37.20896 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2025-06-24 02:50:37.348972 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2025-06-24 02:50:37.524525 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2025-06-24 02:50:37.719482 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2025-06-24 02:50:37.910421 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2025-06-24 02:50:38.096987 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2025-06-24 02:50:38.292778 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2025-06-24 02:50:38.47108 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2025-06-24 02:50:38.663089 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2025-06-24 02:50:38.852685 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2025-06-24 02:50:39.058442 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2025-06-24 02:50:39.244354 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2025-06-24 02:50:39.433427 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2025-06-24 02:50:39.61388 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2025-06-24 02:50:39.803575 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2025-06-24 02:50:40.008224 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2025-06-24 02:50:40.19694 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2025-06-24 02:50:40.387293 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2025-06-24 02:50:40.574296 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2025-06-24 02:50:40.75786 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2025-06-24 02:50:40.952534 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2025-06-24 02:50:41.130087 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2025-06-24 02:50:41.311334 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2025-06-24 02:50:41.494077 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2025-06-24 02:50:41.756382 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2025-06-24 02:50:41.952094 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2025-06-24 02:50:42.132274 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2025-06-24 02:50:42.323815 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2025-06-24 02:50:42.511122 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2025-06-24 02:50:42.733937 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2025-06-24 02:50:42.938033 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2025-06-24 02:50:43.136065 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2025-06-24 02:50:43.323253 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2025-06-24 02:50:43.510127 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2025-06-24 02:50:43.723112 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2025-06-24 02:50:43.910155 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2025-06-24 02:50:44.095772 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2025-06-24 02:50:44.282208 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2025-06-24 02:50:44.477268 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2025-06-24 02:50:44.705563 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2025-06-24 02:50:44.904751 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2025-06-24 02:50:45.099714 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2025-06-24 02:50:45.295574 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2025-06-24 02:50:45.490689 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2025-06-24 02:50:45.718587 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2025-06-24 02:50:45.907392 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2025-06-24 02:50:46.10231 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2025-06-24 02:50:46.312804 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2025-06-24 02:50:46.504207 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2025-06-24 02:50:46.730303 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2025-06-24 02:50:46.923506 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2025-06-24 02:50:47.075334 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2025-06-24 02:50:47.18869 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2025-06-24 02:50:47.307738 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2025-06-24 02:50:47.481708 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2025-06-24 02:50:47.579982 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2025-06-24 02:50:47.714951 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2025-06-24 02:50:47.828613 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2025-06-24 02:50:47.985323 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2025-06-24 02:50:48.211592 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2025-06-24 02:50:48.396599 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2025-06-24 02:50:48.579423 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2025-06-24 02:50:48.772063 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2025-06-24 02:50:48.988559 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2025-06-24 02:50:49.184055 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2025-06-24 02:50:49.364432 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2025-06-24 02:50:49.550956 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2025-06-24 02:50:49.744886 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2025-06-24 02:50:49.965485 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2025-06-24 02:50:50.159453 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2025-06-24 02:50:50.343499 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2025-06-24 02:50:50.534934 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2025-06-24 02:50:50.734879 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2025-06-24 02:50:50.969615 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2025-06-24 02:50:51.168364 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2025-06-24 02:50:51.366826 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2025-06-24 02:50:51.557178 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2025-06-24 02:50:51.739726 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2025-06-24 02:50:51.95756 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2025-06-24 02:50:52.146151 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2025-06-24 02:50:52.333138 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2025-06-24 02:50:52.525032 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2025-06-24 02:50:52.72067 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2025-06-24 02:50:52.950406 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2025-06-24 02:50:53.141055 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2025-06-24 02:50:53.334309 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2025-06-24 02:50:53.524499 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2025-06-24 02:50:53.739701 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2025-06-24 02:50:53.929726 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2025-06-24 02:50:54.120012 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2025-06-24 02:50:54.311138 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2025-06-24 02:50:54.504008 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2025-06-24 02:50:54.732185 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2025-06-24 02:50:54.921567 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2025-06-24 02:50:55.103134 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2025-06-24 02:50:55.291901 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2025-06-24 02:50:55.485963 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2025-06-24 02:50:55.720774 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2025-06-24 02:50:55.910049 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2025-06-24 02:50:56.100702 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2025-06-24 02:50:56.299014 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2025-06-24 02:50:56.489606 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2025-06-24 02:50:56.708138 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2025-06-24 02:50:56.888205 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2025-06-24 02:50:57.079752 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2025-06-24 02:50:57.274847 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2025-06-24 02:50:57.502672 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2025-06-24 02:50:57.693014 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2025-06-24 02:50:57.877432 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2025-06-24 02:50:58.066515 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2025-06-24 02:50:58.261029 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2025-06-24 02:50:58.482764 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2025-06-24 02:50:58.669648 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2025-06-24 02:50:58.85488 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2025-06-24 02:50:59.045862 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2025-06-24 02:50:59.24201 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2025-06-24 02:50:59.477024 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2025-06-24 02:50:59.667659 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2025-06-24 02:50:59.85309 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2025-06-24 02:51:00.034555 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2025-06-24 02:51:00.247621 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2025-06-24 02:51:00.431757 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2025-06-24 02:51:00.607958 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2025-06-24 02:51:00.786638 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2025-06-24 02:51:00.966303 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2025-06-24 02:51:01.281055 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2025-06-24 02:51:01.472095 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2025-06-24 02:51:01.648599 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2025-06-24 02:51:01.849213 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2025-06-24 02:51:02.053329 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2025-06-24 02:51:02.262194 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2025-06-24 02:51:02.445752 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2025-06-24 02:51:02.628674 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2025-06-24 02:51:02.820623 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2025-06-24 02:51:03.02303 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2025-06-24 02:51:03.259967 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2025-06-24 02:51:03.451886 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2025-06-24 02:51:03.638277 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2025-06-24 02:51:03.826959 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2025-06-24 02:51:04.01346 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2025-06-24 02:51:04.227876 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2025-06-24 02:51:04.424947 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2025-06-24 02:51:04.620918 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2025-06-24 02:51:04.801706 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2025-06-24 02:51:04.995483 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2025-06-24 02:51:05.219613 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2025-06-24 02:51:05.416002 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2025-06-24 02:51:05.613416 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2025-06-24 02:51:05.814399 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2025-06-24 02:51:06.047944 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2025-06-24 02:51:06.246369 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2025-06-24 02:51:06.442558 INFO::Creating boxplot for categorical data, diagnosis vs F730
## 2025-06-24 02:51:08.632701 INFO::Plotting data for metadata number 2, antibiotics
## 2025-06-24 02:51:08.635138 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2025-06-24 02:51:08.819577 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2025-06-24 02:51:09.012337 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2025-06-24 02:51:09.232068 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2025-06-24 02:51:09.431087 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2025-06-24 02:51:09.629855 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2025-06-24 02:51:09.827269 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2025-06-24 02:51:10.041732 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2025-06-24 02:51:10.262105 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2025-06-24 02:51:10.468452 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2025-06-24 02:51:10.678467 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2025-06-24 02:51:10.879694 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2025-06-24 02:51:11.108203 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2025-06-24 02:51:11.312718 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2025-06-24 02:51:11.512625 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2025-06-24 02:51:11.710008 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2025-06-24 02:51:11.937299 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2025-06-24 02:51:12.145626 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2025-06-24 02:51:12.34981 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2025-06-24 02:51:12.55475 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2025-06-24 02:51:12.753619 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2025-06-24 02:51:12.976059 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2025-06-24 02:51:13.176268 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2025-06-24 02:51:13.372895 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2025-06-24 02:51:13.580542 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2025-06-24 02:51:13.79872 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2025-06-24 02:51:14.003401 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2025-06-24 02:51:14.207394 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2025-06-24 02:51:14.411108 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2025-06-24 02:51:14.614845 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2025-06-24 02:51:14.848602 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2025-06-24 02:51:15.065665 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2025-06-24 02:51:15.271618 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2025-06-24 02:51:15.464591 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2025-06-24 02:51:15.680675 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2025-06-24 02:51:15.881381 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2025-06-24 02:51:16.072783 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2025-06-24 02:51:16.26639 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2025-06-24 02:51:16.458446 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2025-06-24 02:51:16.67596 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2025-06-24 02:51:16.873335 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2025-06-24 02:51:17.066213 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2025-06-24 02:51:17.269441 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2025-06-24 02:51:17.487608 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2025-06-24 02:51:17.682916 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2025-06-24 02:51:17.876699 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2025-06-24 02:51:18.072802 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2025-06-24 02:51:18.291955 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2025-06-24 02:51:18.492539 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2025-06-24 02:51:18.693844 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2025-06-24 02:51:18.904322 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2025-06-24 02:51:19.098376 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2025-06-24 02:51:19.333229 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2025-06-24 02:51:19.537322 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2025-06-24 02:51:19.744142 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2025-06-24 02:51:19.947496 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2025-06-24 02:51:20.178796 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2025-06-24 02:51:20.385067 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2025-06-24 02:51:20.587526 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2025-06-24 02:51:20.801054 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2025-06-24 02:51:21.134898 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2025-06-24 02:51:21.345789 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2025-06-24 02:51:21.551213 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2025-06-24 02:51:21.749246 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2025-06-24 02:51:21.945396 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2025-06-24 02:51:22.185745 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2025-06-24 02:51:22.397674 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2025-06-24 02:51:22.603452 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2025-06-24 02:51:22.80106 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2025-06-24 02:51:23.015708 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2025-06-24 02:51:23.242982 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2025-06-24 02:51:23.44724 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2025-06-24 02:51:23.643618 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2025-06-24 02:51:23.844433 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2025-06-24 02:51:24.0933 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2025-06-24 02:51:24.317984 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2025-06-24 02:51:24.535663 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2025-06-24 02:51:24.734687 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2025-06-24 02:51:24.928915 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2025-06-24 02:51:25.158359 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2025-06-24 02:51:25.359736 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2025-06-24 02:51:25.554102 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2025-06-24 02:51:25.769831 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2025-06-24 02:51:26.014862 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2025-06-24 02:51:26.220021 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2025-06-24 02:51:26.4199 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2025-06-24 02:51:26.625145 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2025-06-24 02:51:26.828841 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2025-06-24 02:51:27.076428 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2025-06-24 02:51:27.280974 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2025-06-24 02:51:27.471854 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2025-06-24 02:51:27.66384 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2025-06-24 02:51:27.914846 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2025-06-24 02:51:28.124034 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2025-06-24 02:51:28.336079 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2025-06-24 02:51:28.545148 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2025-06-24 02:51:28.780081 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2025-06-24 02:51:29.01316 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2025-06-24 02:51:29.223582 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2025-06-24 02:51:29.431644 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2025-06-24 02:51:29.635555 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2025-06-24 02:51:29.880671 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2025-06-24 02:51:30.086211 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2025-06-24 02:51:30.292189 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2025-06-24 02:51:30.49035 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2025-06-24 02:51:30.717992 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2025-06-24 02:51:30.932873 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2025-06-24 02:51:31.146038 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2025-06-24 02:51:31.360065 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2025-06-24 02:51:31.566288 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2025-06-24 02:51:31.820728 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2025-06-24 02:51:32.037364 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2025-06-24 02:51:32.249279 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2025-06-24 02:51:32.454204 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2025-06-24 02:51:32.705317 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2025-06-24 02:51:32.912325 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2025-06-24 02:51:33.111395 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2025-06-24 02:51:33.316887 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2025-06-24 02:51:33.521755 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2025-06-24 02:51:33.773335 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2025-06-24 02:51:33.986855 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2025-06-24 02:51:34.193242 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2025-06-24 02:51:34.403774 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2025-06-24 02:51:34.65622 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2025-06-24 02:51:34.862557 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2025-06-24 02:51:35.071762 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2025-06-24 02:51:35.271403 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2025-06-24 02:51:35.476685 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2025-06-24 02:51:35.688294 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2025-06-24 02:51:35.885718 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2025-06-24 02:51:36.079716 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2025-06-24 02:51:36.276757 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2025-06-24 02:51:36.520862 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2025-06-24 02:51:36.730247 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2025-06-24 02:51:36.933976 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2025-06-24 02:51:37.129633 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2025-06-24 02:51:37.366068 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2025-06-24 02:51:37.567604 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2025-06-24 02:51:37.767934 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2025-06-24 02:51:37.964266 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2025-06-24 02:51:38.164668 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2025-06-24 02:51:38.424645 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2025-06-24 02:51:38.636661 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2025-06-24 02:51:38.846171 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2025-06-24 02:51:39.046906 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2025-06-24 02:51:39.287783 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2025-06-24 02:51:39.49203 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2025-06-24 02:51:39.692682 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2025-06-24 02:51:39.893451 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2025-06-24 02:51:40.154318 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2025-06-24 02:51:40.369841 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2025-06-24 02:51:40.580064 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2025-06-24 02:51:40.789821 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2025-06-24 02:51:41.150757 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2025-06-24 02:51:41.373008 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2025-06-24 02:51:41.588061 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2025-06-24 02:51:41.807596 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2025-06-24 02:51:42.034933 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2025-06-24 02:51:42.327871 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2025-06-24 02:51:42.551372 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2025-06-24 02:51:42.76671 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2025-06-24 02:51:42.98843 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2025-06-24 02:51:43.200464 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2025-06-24 02:51:43.459334 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2025-06-24 02:51:43.671158 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2025-06-24 02:51:43.885107 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2025-06-24 02:51:44.097894 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2025-06-24 02:51:44.375222 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2025-06-24 02:51:44.590566 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2025-06-24 02:51:44.805921 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2025-06-24 02:51:45.015546 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2025-06-24 02:51:45.216395 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2025-06-24 02:51:45.465987 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2025-06-24 02:51:45.679844 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2025-06-24 02:51:45.899447 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2025-06-24 02:51:46.112379 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2025-06-24 02:51:46.356694 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2025-06-24 02:51:46.561086 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2025-06-24 02:51:46.766581 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2025-06-24 02:51:46.971042 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2025-06-24 02:51:47.174332 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2025-06-24 02:51:47.414974 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2025-06-24 02:51:47.644953 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2025-06-24 02:51:47.858269 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2025-06-24 02:51:48.060208 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2025-06-24 02:51:48.2926 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2025-06-24 02:51:48.499927 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2025-06-24 02:51:48.709902 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2025-06-24 02:51:48.907836 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2025-06-24 02:51:49.112076 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2025-06-24 02:51:49.34974 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2025-06-24 02:51:49.563652 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2025-06-24 02:51:49.774728 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2025-06-24 02:51:49.974275 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2025-06-24 02:51:50.219731 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2025-06-24 02:51:50.442424 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2025-06-24 02:51:50.65552 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2025-06-24 02:51:50.860954 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2025-06-24 02:51:51.102044 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2025-06-24 02:51:51.345465 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2025-06-24 02:51:51.583563 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2025-06-24 02:51:51.800949 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2025-06-24 02:51:52.010821 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2025-06-24 02:51:52.248163 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2025-06-24 02:51:52.451248 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2025-06-24 02:51:52.666484 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2025-06-24 02:51:52.872429 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2025-06-24 02:51:53.107736 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2025-06-24 02:51:53.312338 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2025-06-24 02:51:53.518195 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2025-06-24 02:51:53.718595 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2025-06-24 02:51:53.918447 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2025-06-24 02:51:54.156938 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2025-06-24 02:51:54.363793 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2025-06-24 02:51:54.573531 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2025-06-24 02:51:54.765572 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2025-06-24 02:51:54.99274 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2025-06-24 02:51:55.192176 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2025-06-24 02:51:55.391174 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2025-06-24 02:51:55.589883 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2025-06-24 02:51:55.803938 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2025-06-24 02:51:56.009372 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2025-06-24 02:51:56.216138 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2025-06-24 02:51:56.422896 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2025-06-24 02:51:56.62224 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2025-06-24 02:51:56.873825 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2025-06-24 02:51:57.073698 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2025-06-24 02:51:57.280012 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2025-06-24 02:51:57.475304 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2025-06-24 02:51:57.705363 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2025-06-24 02:51:57.912527 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2025-06-24 02:51:58.120894 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2025-06-24 02:51:58.324017 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2025-06-24 02:51:58.522379 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2025-06-24 02:51:58.755185 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2025-06-24 02:51:58.968587 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2025-06-24 02:51:59.194041 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2025-06-24 02:51:59.39087 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2025-06-24 02:51:59.622846 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2025-06-24 02:51:59.832722 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2025-06-24 02:52:00.042652 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2025-06-24 02:52:00.241012 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2025-06-24 02:52:00.471628 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2025-06-24 02:52:00.675523 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2025-06-24 02:52:00.879138 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2025-06-24 02:52:01.080082 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2025-06-24 02:52:01.277189 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2025-06-24 02:52:01.589558 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2025-06-24 02:52:01.79517 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2025-06-24 02:52:02.002914 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2025-06-24 02:52:02.209971 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2025-06-24 02:52:02.458897 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2025-06-24 02:52:02.662672 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2025-06-24 02:52:02.866313 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2025-06-24 02:52:03.09037 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2025-06-24 02:52:03.308938 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2025-06-24 02:52:03.607905 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2025-06-24 02:52:03.848671 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2025-06-24 02:52:04.065668 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2025-06-24 02:52:04.27745 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2025-06-24 02:52:04.531663 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2025-06-24 02:52:04.747117 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2025-06-24 02:52:04.971402 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2025-06-24 02:52:05.184476 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2025-06-24 02:52:05.396404 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2025-06-24 02:52:05.65911 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2025-06-24 02:52:05.883126 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2025-06-24 02:52:06.094033 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2025-06-24 02:52:06.299293 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2025-06-24 02:52:06.553425 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2025-06-24 02:52:06.784615 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2025-06-24 02:52:06.991992 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2025-06-24 02:52:07.203056 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2025-06-24 02:52:07.417353 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2025-06-24 02:52:07.67698 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2025-06-24 02:52:07.88815 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2025-06-24 02:52:08.105672 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2025-06-24 02:52:08.315035 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2025-06-24 02:52:08.572371 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2025-06-24 02:52:08.789108 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2025-06-24 02:52:09.030237 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2025-06-24 02:52:09.237095 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2025-06-24 02:52:09.441486 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2025-06-24 02:52:09.712734 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2025-06-24 02:52:09.92989 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2025-06-24 02:52:10.147542 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2025-06-24 02:52:10.356063 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2025-06-24 02:52:10.607651 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2025-06-24 02:52:10.818112 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2025-06-24 02:52:11.027831 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2025-06-24 02:52:11.23618 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2025-06-24 02:52:11.439629 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2025-06-24 02:52:11.689299 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2025-06-24 02:52:11.899156 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2025-06-24 02:52:12.129852 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2025-06-24 02:52:12.33107 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2025-06-24 02:52:12.577395 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2025-06-24 02:52:12.779518 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2025-06-24 02:52:13.0084 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2025-06-24 02:52:13.221679 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2025-06-24 02:52:13.473338 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2025-06-24 02:52:13.682531 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2025-06-24 02:52:13.896395 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2025-06-24 02:52:14.112539 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2025-06-24 02:52:14.322946 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2025-06-24 02:52:14.580784 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2025-06-24 02:52:14.801042 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2025-06-24 02:52:15.022577 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2025-06-24 02:52:15.256306 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2025-06-24 02:52:15.51245 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2025-06-24 02:52:15.724738 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2025-06-24 02:52:15.938223 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2025-06-24 02:52:16.161113 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2025-06-24 02:52:16.388924 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2025-06-24 02:52:16.632454 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2025-06-24 02:52:16.851545 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2025-06-24 02:52:17.055251 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2025-06-24 02:52:17.252649 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2025-06-24 02:52:17.493023 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2025-06-24 02:52:17.693878 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2025-06-24 02:52:17.901387 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2025-06-24 02:52:18.098445 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2025-06-24 02:52:18.343016 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2025-06-24 02:52:18.551406 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2025-06-24 02:52:18.762963 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2025-06-24 02:52:18.973628 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2025-06-24 02:52:19.180558 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2025-06-24 02:52:19.432591 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2025-06-24 02:52:19.641959 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2025-06-24 02:52:19.863047 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2025-06-24 02:52:20.080379 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2025-06-24 02:52:20.337825 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2025-06-24 02:52:20.550655 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2025-06-24 02:52:20.77019 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2025-06-24 02:52:20.993136 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2025-06-24 02:52:21.248017 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2025-06-24 02:52:21.462403 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2025-06-24 02:52:21.676124 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2025-06-24 02:52:21.875342 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2025-06-24 02:52:22.066209 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2025-06-24 02:52:23.328951 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2025-06-24 02:52:23.519387 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2025-06-24 02:52:23.720808 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2025-06-24 02:52:23.931153 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2025-06-24 02:52:24.147536 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2025-06-24 02:52:24.338681 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2025-06-24 02:52:24.532864 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2025-06-24 02:52:24.732834 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2025-06-24 02:52:24.93194 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2025-06-24 02:52:25.149093 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2025-06-24 02:52:25.35374 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2025-06-24 02:52:25.547498 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2025-06-24 02:52:25.73905 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2025-06-24 02:52:25.946341 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2025-06-24 02:52:26.137028 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2025-06-24 02:52:26.334118 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2025-06-24 02:52:26.544586 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2025-06-24 02:52:26.756304 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2025-06-24 02:52:26.975589 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2025-06-24 02:52:27.176918 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2025-06-24 02:52:27.37586 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2025-06-24 02:52:27.575239 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2025-06-24 02:52:27.775504 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2025-06-24 02:52:27.987825 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2025-06-24 02:52:28.183064 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2025-06-24 02:52:28.384505 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2025-06-24 02:52:28.592125 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2025-06-24 02:52:28.803424 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2025-06-24 02:52:28.993017 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2025-06-24 02:52:29.187504 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2025-06-24 02:52:29.385102 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2025-06-24 02:52:29.584916 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2025-06-24 02:52:29.796118 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2025-06-24 02:52:29.993529 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2025-06-24 02:52:30.182393 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2025-06-24 02:52:30.369845 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2025-06-24 02:52:30.573949 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2025-06-24 02:52:30.775253 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2025-06-24 02:52:30.983999 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2025-06-24 02:52:31.228123 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2025-06-24 02:52:31.421438 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2025-06-24 02:52:31.62635 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2025-06-24 02:52:31.818103 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2025-06-24 02:52:32.018326 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2025-06-24 02:52:32.219683 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2025-06-24 02:52:32.440825 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2025-06-24 02:52:32.638767 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2025-06-24 02:52:32.855142 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2025-06-24 02:52:33.059021 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2025-06-24 02:52:33.263669 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2025-06-24 02:52:33.476826 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2025-06-24 02:52:33.672988 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2025-06-24 02:52:33.882413 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2025-06-24 02:52:34.079699 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2025-06-24 02:52:34.292886 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2025-06-24 02:52:34.488689 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2025-06-24 02:52:34.686238 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2025-06-24 02:52:34.89352 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2025-06-24 02:52:35.096072 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2025-06-24 02:52:35.302508 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2025-06-24 02:52:35.500791 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2025-06-24 02:52:35.703217 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2025-06-24 02:52:35.901977 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2025-06-24 02:52:36.115532 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2025-06-24 02:52:36.32373 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2025-06-24 02:52:36.53087 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2025-06-24 02:52:36.738726 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2025-06-24 02:52:36.935469 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2025-06-24 02:52:37.142718 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2025-06-24 02:52:37.335545 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2025-06-24 02:52:37.546354 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2025-06-24 02:52:37.744957 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2025-06-24 02:52:37.95077 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2025-06-24 02:52:38.140022 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2025-06-24 02:52:38.334041 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2025-06-24 02:52:38.531161 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2025-06-24 02:52:38.728661 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2025-06-24 02:52:38.940313 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2025-06-24 02:52:39.144117 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2025-06-24 02:52:39.365028 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2025-06-24 02:52:39.556464 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2025-06-24 02:52:39.770851 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2025-06-24 02:52:39.969684 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2025-06-24 02:52:40.19316 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2025-06-24 02:52:40.414611 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2025-06-24 02:52:40.636756 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2025-06-24 02:52:40.837191 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2025-06-24 02:52:41.03724 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2025-06-24 02:52:41.240951 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2025-06-24 02:52:41.469666 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2025-06-24 02:52:41.687123 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2025-06-24 02:52:41.882079 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2025-06-24 02:52:42.082196 INFO::Creating boxplot for categorical data, antibiotics vs F367
## 2025-06-24 02:52:44.548964 INFO::Plotting data for metadata number 3, age
## 2025-06-24 02:52:44.55168 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:44.899806 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:45.191625 INFO::Creating scatter plot for continuous data, age vs F356
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:45.405741 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:45.622797 INFO::Creating scatter plot for continuous data, age vs F177
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:45.868968 INFO::Creating scatter plot for continuous data, age vs F390
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:46.079507 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:46.288552 INFO::Creating scatter plot for continuous data, age vs F491
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:46.504533 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:46.738272 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:46.952379 INFO::Creating scatter plot for continuous data, age vs F483
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:47.167738 INFO::Creating scatter plot for continuous data, age vs F878
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:47.381587 INFO::Creating scatter plot for continuous data, age vs F876
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:47.630211 INFO::Creating scatter plot for continuous data, age vs F211
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:47.842541 INFO::Creating scatter plot for continuous data, age vs F732
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:48.043055 INFO::Creating scatter plot for continuous data, age vs F222
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:48.243338 INFO::Creating scatter plot for continuous data, age vs F688
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:48.488569 INFO::Creating scatter plot for continuous data, age vs F170
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:48.70447 INFO::Creating scatter plot for continuous data, age vs F431
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:48.917472 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:49.113517 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:49.354945 INFO::Creating scatter plot for continuous data, age vs F334
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:49.565332 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:49.764722 INFO::Creating scatter plot for continuous data, age vs F223
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:49.979625 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:50.227312 INFO::Creating scatter plot for continuous data, age vs F623
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:50.428989 INFO::Creating scatter plot for continuous data, age vs F329
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:50.642324 INFO::Creating scatter plot for continuous data, age vs F395
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:50.868603 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:51.124145 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:51.332798 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:51.524805 INFO::Creating scatter plot for continuous data, age vs F285
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:51.734429 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:51.928779 INFO::Creating scatter plot for continuous data, age vs F894
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:52.179733 INFO::Creating scatter plot for continuous data, age vs F300
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:52.397954 INFO::Creating scatter plot for continuous data, age vs F32
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:52.60416 INFO::Creating scatter plot for continuous data, age vs F24
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:52.825584 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:53.085544 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:53.306329 INFO::Creating scatter plot for continuous data, age vs F185
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:53.520649 INFO::Creating scatter plot for continuous data, age vs F513
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:53.723832 INFO::Creating scatter plot for continuous data, age vs F296
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:53.978244 INFO::Creating scatter plot for continuous data, age vs F793
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:54.167672 INFO::Creating scatter plot for continuous data, age vs F471
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:54.375339 INFO::Creating scatter plot for continuous data, age vs F402
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:54.583302 INFO::Creating scatter plot for continuous data, age vs F541
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:54.824868 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:55.018562 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:55.225031 INFO::Creating scatter plot for continuous data, age vs F594
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:55.433744 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:55.674678 INFO::Creating scatter plot for continuous data, age vs F330
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:55.879824 INFO::Creating scatter plot for continuous data, age vs F197
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:56.097372 INFO::Creating scatter plot for continuous data, age vs F735
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:56.302152 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:56.541831 INFO::Creating scatter plot for continuous data, age vs F635
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:56.749046 INFO::Creating scatter plot for continuous data, age vs F687
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:56.983092 INFO::Creating scatter plot for continuous data, age vs F652
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:57.206382 INFO::Creating scatter plot for continuous data, age vs F651
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:57.459349 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:57.678896 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:57.897337 INFO::Creating scatter plot for continuous data, age vs F866
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:58.116669 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:58.367069 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:52:58.564398 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:58.77919 INFO::Creating scatter plot for continuous data, age vs F684
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:59.002086 INFO::Creating scatter plot for continuous data, age vs F224
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:59.247606 INFO::Creating scatter plot for continuous data, age vs F722
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:59.455625 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:59.667263 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:52:59.900827 INFO::Creating scatter plot for continuous data, age vs F19
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:00.107845 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:00.298082 INFO::Creating scatter plot for continuous data, age vs F859
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:00.501702 INFO::Creating scatter plot for continuous data, age vs F522
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:00.725961 INFO::Creating scatter plot for continuous data, age vs F372
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:00.978407 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:01.18326 INFO::Creating scatter plot for continuous data, age vs F782
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:01.389268 INFO::Creating scatter plot for continuous data, age vs F839
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:01.588884 INFO::Creating scatter plot for continuous data, age vs F827
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:01.95019 INFO::Creating scatter plot for continuous data, age vs F817
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:02.160462 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:02.387879 INFO::Creating scatter plot for continuous data, age vs F127
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:02.622136 INFO::Creating scatter plot for continuous data, age vs F749
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:02.872528 INFO::Creating scatter plot for continuous data, age vs F150
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:03.091099 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:03.290058 INFO::Creating scatter plot for continuous data, age vs F877
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:03.495953 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:03.747472 INFO::Creating scatter plot for continuous data, age vs F809
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:03.955396 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:04.157729 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:04.38395 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:04.602918 INFO::Creating scatter plot for continuous data, age vs F842
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:04.814047 INFO::Creating scatter plot for continuous data, age vs F319
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:05.017014 INFO::Creating scatter plot for continuous data, age vs F96
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:05.219693 INFO::Creating scatter plot for continuous data, age vs F171
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:05.472135 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:05.694423 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:05.916829 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:06.134644 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:06.386685 INFO::Creating scatter plot for continuous data, age vs F147
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:06.594317 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:06.813651 INFO::Creating scatter plot for continuous data, age vs F212
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:07.014453 INFO::Creating scatter plot for continuous data, age vs F718
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:07.221922 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:07.477627 INFO::Creating scatter plot for continuous data, age vs F690
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:07.709314 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:07.921754 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:08.11346 INFO::Creating scatter plot for continuous data, age vs F110
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:08.350442 INFO::Creating scatter plot for continuous data, age vs F84
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:08.547494 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:08.756404 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:08.950015 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:09.17188 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:09.367653 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:09.5731 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:09.791355 INFO::Creating scatter plot for continuous data, age vs F630
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:10.060052 INFO::Creating scatter plot for continuous data, age vs F711
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:10.279705 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:10.478238 INFO::Creating scatter plot for continuous data, age vs F152
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:10.676312 INFO::Creating scatter plot for continuous data, age vs F699
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:10.905701 INFO::Creating scatter plot for continuous data, age vs F324
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:11.132708 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:11.357863 INFO::Creating scatter plot for continuous data, age vs F857
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:11.610149 INFO::Creating scatter plot for continuous data, age vs F380
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:11.849355 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:12.064279 INFO::Creating scatter plot for continuous data, age vs F172
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:12.256451 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:12.458747 INFO::Creating scatter plot for continuous data, age vs F199
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:12.676954 INFO::Creating scatter plot for continuous data, age vs F198
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:12.871669 INFO::Creating scatter plot for continuous data, age vs F479
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:13.065978 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:13.259431 INFO::Creating scatter plot for continuous data, age vs F508
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:13.494067 INFO::Creating scatter plot for continuous data, age vs F337
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:13.713527 INFO::Creating scatter plot for continuous data, age vs F737
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:13.928173 INFO::Creating scatter plot for continuous data, age vs F609
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:14.120285 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:14.334025 INFO::Creating scatter plot for continuous data, age vs F821
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:14.552774 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:14.750242 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:14.943094 INFO::Creating scatter plot for continuous data, age vs F417
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:15.177043 INFO::Creating scatter plot for continuous data, age vs F58
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:15.398399 INFO::Creating scatter plot for continuous data, age vs F267
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:15.617405 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:15.84038 INFO::Creating scatter plot for continuous data, age vs F890
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:16.063785 INFO::Creating scatter plot for continuous data, age vs F655
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:16.282013 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:16.502436 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:16.721522 INFO::Creating scatter plot for continuous data, age vs F93
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:16.969962 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:17.176208 INFO::Creating scatter plot for continuous data, age vs F567
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:17.398751 INFO::Creating scatter plot for continuous data, age vs F480
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:17.61926 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:17.869201 INFO::Creating scatter plot for continuous data, age vs F459
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:18.078902 INFO::Creating scatter plot for continuous data, age vs F812
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:18.301526 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:18.511604 INFO::Creating scatter plot for continuous data, age vs F239
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:18.752539 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:18.946645 INFO::Creating scatter plot for continuous data, age vs F871
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-24 02:53:19.140624 INFO::Creating scatter plot for continuous data, age vs F5
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:19.351277 INFO::Creating scatter plot for continuous data, age vs F715
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:19.588791 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:19.804111 INFO::Creating scatter plot for continuous data, age vs F477
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:20.018402 INFO::Creating scatter plot for continuous data, age vs F571
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-24 02:53:20.229998 INFO::Creating scatter plot for continuous data, age vs F393
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## Initiating effect size calculations
## Calculating mean abundance in: IBD
## Calculating mean abundance in: Control
## Calculating effect size in: IBD
## Initiating prioritization
## Calculating meta-rank and prioritizing metabolic features
## 2025-06-24 02:53:23.019732 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2025-06-24 02:53:23.033262 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2025-06-24 02:53:23.058495 INFO::Writing highly prioritized metabolites in IBD to file: Macarron_output/highly_prioritized_per_module_in_IBD.csv
abundances_df = read.csv(file = prism_abundances, row.names = 1) # setting features as rownames
annotations_df = read.csv(file = prism_annotations, row.names = 1) # setting features as rownames
metadata_df = read.csv(file = prism_metadata, row.names = 1) # setting samples as rownames
taxonomy_df = read.csv(file = mets_taxonomy)
# Running Macarron
prism_prioritized <- Macarron::Macarron(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df,
input_taxonomy = taxonomy_df)
The Macarron::Macarron()
function is a wrapper for the Macarron framework. Users can also apply individual functions on the input dataframes to achieve same results as the wrapper with the added benefit of storing output from each function for other analyses. There are seven steps:
# Step 1: Storing input data in a summarized experiment object
prism_mbx <- prepInput(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df)
# Step 2: Creating a distance matrix from pairwise correlations in abundances of metabolic features
prism_w <- makeDisMat(se = prism_mbx)
# Step 3: Finding covariance modules
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df)
# The output is a list containing two dataframes- module assignments and measures of success
# if evaluateMOS=TRUE. To write modules to a separate dataframe, do:
prism_module_assignments <- prism_modules[[1]]
prism_modules_mos <- prism_modules[[2]]
# Step 4: Calculating AVA
prism_ava <- calAVA(se = prism_mbx,
mod.assn = prism_modules)
# Step 5: Calculating q-value
prism_qval <- calQval(se = prism_mbx,
mod.assn = prism_modules)
# Step 6: Calculating effect size
prism_es <- calES(se = prism_mbx,
mac.qval = prism_qval)
# Step 7: Prioritizing metabolic features
prism_prioritized <- prioritize(se = prism_mbx,
mod.assn = prism_modules,
mac.ava = prism_ava,
mac.qval = prism_qval,
mac.es = prism_es)
# The output is a list containing two dataframes- all prioritized metabolic features and
# only characterizable metabolic features.
all_prioritized <- prism_prioritized[[1]]
char_prioritized <- prism_prioritized[[2]]
# Step 8 (optional): View only the highly prioritized metabolic features in each module
prism_highly_prioritized <- showBest(prism_prioritized)
Session info from running the demo in R can be displayed with the following command.
sessionInfo()
## R version 4.5.1 Patched (2025-06-14 r88325)
## Platform: aarch64-apple-darwin20
## Running under: macOS Ventura 13.7.5
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.1
##
## locale:
## [1] C/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## time zone: America/New_York
## tzcode source: internal
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] Macarron_1.12.2 SummarizedExperiment_1.38.1
## [3] Biobase_2.68.0 GenomicRanges_1.60.0
## [5] GenomeInfoDb_1.44.0 IRanges_2.42.0
## [7] S4Vectors_0.46.0 BiocGenerics_0.54.0
## [9] generics_0.1.4 MatrixGenerics_1.20.0
## [11] matrixStats_1.5.0 BiocStyle_2.36.0
##
## loaded via a namespace (and not attached):
## [1] mnormt_2.1.1 DBI_1.2.3 pbapply_1.7-2
## [4] gridExtra_2.3 rlang_1.1.6 magrittr_2.0.3
## [7] compiler_4.5.1 RSQLite_2.4.1 mgcv_1.9-3
## [10] png_0.1-8 vctrs_0.6.5 stringr_1.5.1
## [13] pkgconfig_2.0.3 crayon_1.5.3 fastmap_1.2.0
## [16] backports_1.5.0 XVector_0.48.0 labeling_0.4.3
## [19] rmarkdown_2.29 UCSC.utils_1.4.0 preprocessCore_1.70.0
## [22] bit_4.6.0 xfun_0.52 cachem_1.1.0
## [25] jsonlite_2.0.0 blob_1.2.4 DelayedArray_0.34.1
## [28] BiocParallel_1.42.1 psych_2.5.6 Maaslin2_1.22.0
## [31] parallel_4.5.1 cluster_2.1.8.1 biglm_0.9-3
## [34] R6_2.6.1 bslib_0.9.0 stringi_1.8.7
## [37] RColorBrewer_1.1-3 rpart_4.1.24 jquerylib_0.1.4
## [40] Rcpp_1.0.14 bookdown_0.43 iterators_1.0.14
## [43] knitr_1.50 WGCNA_1.73 base64enc_0.1-3
## [46] Matrix_1.7-3 splines_4.5.1 nnet_7.3-20
## [49] tidyselect_1.2.1 rstudioapi_0.17.1 dichromat_2.0-0.1
## [52] abind_1.4-8 yaml_2.3.10 doParallel_1.0.17
## [55] codetools_0.2-20 plyr_1.8.9 lattice_0.22-7
## [58] tibble_3.3.0 withr_3.0.2 KEGGREST_1.48.1
## [61] evaluate_1.0.4 foreign_0.8-90 survival_3.8-3
## [64] getopt_1.20.4 Biostrings_2.76.0 pillar_1.10.2
## [67] BiocManager_1.30.26 checkmate_2.3.2 foreach_1.5.2
## [70] pcaPP_2.0-5 ggplot2_3.5.2 scales_1.4.0
## [73] glue_1.8.0 Hmisc_5.2-3 tools_4.5.1
## [76] robustbase_0.99-4-1 data.table_1.17.6 mvtnorm_1.3-3
## [79] fastcluster_1.3.0 grid_4.5.1 optparse_1.7.5
## [82] impute_1.82.0 AnnotationDbi_1.70.0 colorspace_2.1-1
## [85] nlme_3.1-168 GenomeInfoDbData_1.2.14 htmlTable_2.4.3
## [88] Formula_1.2-5 cli_3.6.5 S4Arrays_1.8.1
## [91] dplyr_1.1.4 DEoptimR_1.1-3-1 gtable_0.3.6
## [94] hash_2.2.6.3 logging_0.10-108 dynamicTreeCut_1.63-1
## [97] sass_0.4.10 digest_0.6.37 SparseArray_1.8.0
## [100] htmlwidgets_1.6.4 farver_2.1.2 memoise_2.0.1
## [103] htmltools_0.5.8.1 lifecycle_1.0.4 httr_1.4.7
## [106] GO.db_3.21.0 bit64_4.6.0-1
The input taxonomy dataframe can be generated using the input metabolic features annotation dataframe using Macarron::decorateID()
. This function annotates an HMDB ID or a PubChem CID with the chemical class and subclass of the metabolite.
taxonomy_df <- decorateID(input_annotations = annotations_df)
write.csv(taxonomy_df, file="demo_taxonomy.csv", row.names = FALSE)
A record of all chosen parameters and steps that were followed during execution.
This file provides information about the properties of covariance modules used in the analysis. By default, modules are generated using a minimum module size (MMS) (argument: min_module_size
) equal to cube root of the total number of prevalent metabolic features. Macarron evaluates 9 measures of success (MOS) that collectively capture the “correctness” and chemical homogeneity of the modules. The MOS are as follows:
This folder contains the Maaslin2 log file (maaslin2.log), significant associations found by Maaslin2 (significant_results.tsv) and the linear model residuals file (residuals.rds). For more information, see Maaslin2.
Ideally, at least 50% metabolic features must be retained after prevalence filtering. By default, Macarron uses the union of metabolic features observed (non-zero abundance) in at least 70% samples of any phenotype for further analysis. This prevalence threshold may be high for some metabolomics datasets and can be changed using the min_prevalence
argument.
prism_prioritized <- Macarron::Macarron(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df,
input_taxonomy = taxonomy_df,
min_prevalence = 0.5)
# or
prism_w <- makeDisMat(se = prism_mbx,
min_prevalence = 0.5)
By default, cube root of the total number of prevalent features is used as the minimum module size (MMS) (argument: min_module_size
) for module detection and generation. We expect this to work for most real world datasets. To determine if the modules are optimal for further analysis, Macarron evaluates several measures of success (MOS) as described above. In addition to evaluating MOS for modules generated using the default MMS, Macarron also evaluates MOS for MMS values that are larger (MMS+5, MMS+10) and smaller (MMS-5, MMS-10) than the default MMS. If you find that the MOS improve with larger or smaller MMS, you may change the default accordingly. For more details about module detection, please see WGCNA
and dynamicTreeCut
.
# See MOS of modules generated using default
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df)
prism_modules_mos <- prism_modules[[2]]
View(prism_modules_mos)
# Change MMS
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df,
min_module_size = 10)
Macarron uses Maaslin2 for determining the q-value of differential abundance in a phenotype of interest. For default execution, the phenotype of interest must be a category in column 1 of the metadata dataframe e.g. IBD in diagnosis in the demo. This is also the column that is picked by the metadata_variable
argument for identifying the main phenotypes/conditions in any dataset (see Macarron.log file). Further, in the default execution, all columns in the metadata table are considered as fixed effects and the alphabetically first categorical variable in each covariate with two categories is considered as the reference. Maaslin2 requires reference categories to be explicitly defined for all categorical metadata with more than two categories.
Defaults can be changed with the arguments fixed_effects
, random_effects
and reference
. In the demo example, fixed effects
and reference
can be defined as follows:
prism_qval <- calQval(se = prism_mbx,
mod.assn = prism_modules,
metadata_variable = "diagnosis",
fixed_effects = c("diagnosis","age","antibiotics"),
reference = c("diagnosis,Control";"antibiotics,No"))
The package source contains a script MacarronCMD.R
in inst/scripts
to invoke Macarron in the command line using Rscript.
The inst/scripts
folder also contains a README file that comprehensively documents the usage of the script.