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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## 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)
## 2025-04-16 17:19:00.590637 INFO::Creating output folder.
## 2025-04-16 17:19:00.605401 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2025-04-16 17:19:00.673428 INFO::Summarized Experiment created.
## 2025-04-16 17:19:00.675761 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.
## 2025-04-16 17:19:05.104108 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2025-04-16 17:19:05.10589 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.
## 2025-04-16 17:19:07.862785 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"
## 2025-04-16 17:19:10.204209 INFO::Writing function arguments to log file
## 2025-04-16 17:19:10.212997 INFO::Verifying options selected are valid
## 2025-04-16 17:19:10.265011 INFO::Determining format of input files
## 2025-04-16 17:19:10.266355 INFO::Input format is data samples as columns and metadata samples as rows
## 2025-04-16 17:19:10.285824 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2025-04-16 17:19:10.287984 INFO::Filter data based on min abundance and min prevalence
## 2025-04-16 17:19:10.289002 INFO::Total samples in data: 102
## 2025-04-16 17:19:10.290035 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2025-04-16 17:19:10.302531 INFO::Total filtered features: 0
## 2025-04-16 17:19:10.304132 INFO::Filtered feature names from abundance and prevalence filtering:
## 2025-04-16 17:19:10.324432 INFO::Total filtered features with variance filtering: 0
## 2025-04-16 17:19:10.32579 INFO::Filtered feature names from variance filtering:
## 2025-04-16 17:19:10.326665 INFO::Running selected normalization method: NONE
## 2025-04-16 17:19:10.32754 INFO::Applying z-score to standardize continuous metadata
## 2025-04-16 17:19:10.351393 INFO::Running selected transform method: NONE
## 2025-04-16 17:19:10.352913 INFO::Running selected analysis method: LM
## 2025-04-16 17:19:10.360571 INFO::Fitting model to feature number 1, F1
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## 2025-04-16 17:19:11.214289 INFO::Fitting model to feature number 182, F188
## 2025-04-16 17:19:11.218518 INFO::Fitting model to feature number 183, F189
## 2025-04-16 17:19:11.223728 INFO::Fitting model to feature number 184, F190
## 2025-04-16 17:19:11.228686 INFO::Fitting model to feature number 185, F191
## 2025-04-16 17:19:11.232925 INFO::Fitting model to feature number 186, F192
## 2025-04-16 17:19:11.23752 INFO::Fitting model to feature number 187, F193
## 2025-04-16 17:19:11.242204 INFO::Fitting model to feature number 188, F194
## 2025-04-16 17:19:11.24619 INFO::Fitting model to feature number 189, F195
## 2025-04-16 17:19:11.251543 INFO::Fitting model to feature number 190, F196
## 2025-04-16 17:19:11.256622 INFO::Fitting model to feature number 191, F197
## 2025-04-16 17:19:11.261243 INFO::Fitting model to feature number 192, F198
## 2025-04-16 17:19:11.266905 INFO::Fitting model to feature number 193, F199
## 2025-04-16 17:19:11.271091 INFO::Fitting model to feature number 194, F200
## 2025-04-16 17:19:11.27585 INFO::Fitting model to feature number 195, F201
## 2025-04-16 17:19:11.280344 INFO::Fitting model to feature number 196, F202
## 2025-04-16 17:19:11.285445 INFO::Fitting model to feature number 197, F203
## 2025-04-16 17:19:11.289724 INFO::Fitting model to feature number 198, F204
## 2025-04-16 17:19:11.294184 INFO::Fitting model to feature number 199, F206
## 2025-04-16 17:19:11.29869 INFO::Fitting model to feature number 200, F207
## 2025-04-16 17:19:11.302551 INFO::Fitting model to feature number 201, F208
## 2025-04-16 17:19:11.306806 INFO::Fitting model to feature number 202, F209
## 2025-04-16 17:19:11.311106 INFO::Fitting model to feature number 203, F210
## 2025-04-16 17:19:11.315045 INFO::Fitting model to feature number 204, F211
## 2025-04-16 17:19:11.320473 INFO::Fitting model to feature number 205, F212
## 2025-04-16 17:19:11.325919 INFO::Fitting model to feature number 206, F213
## 2025-04-16 17:19:11.330703 INFO::Fitting model to feature number 207, F214
## 2025-04-16 17:19:11.335385 INFO::Fitting model to feature number 208, F215
## 2025-04-16 17:19:11.33978 INFO::Fitting model to feature number 209, F216
## 2025-04-16 17:19:11.344258 INFO::Fitting model to feature number 210, F217
## 2025-04-16 17:19:11.349368 INFO::Fitting model to feature number 211, F218
## 2025-04-16 17:19:11.353611 INFO::Fitting model to feature number 212, F219
## 2025-04-16 17:19:11.357399 INFO::Fitting model to feature number 213, F220
## 2025-04-16 17:19:11.361227 INFO::Fitting model to feature number 214, F221
## 2025-04-16 17:19:11.365002 INFO::Fitting model to feature number 215, F222
## 2025-04-16 17:19:11.368691 INFO::Fitting model to feature number 216, F223
## 2025-04-16 17:19:11.372411 INFO::Fitting model to feature number 217, F224
## 2025-04-16 17:19:11.376119 INFO::Fitting model to feature number 218, F225
## 2025-04-16 17:19:11.379805 INFO::Fitting model to feature number 219, F226
## 2025-04-16 17:19:11.385294 INFO::Fitting model to feature number 220, F227
## 2025-04-16 17:19:11.428407 INFO::Fitting model to feature number 221, F228
## 2025-04-16 17:19:11.43229 INFO::Fitting model to feature number 222, F229
## 2025-04-16 17:19:11.437657 INFO::Fitting model to feature number 223, F230
## 2025-04-16 17:19:11.442072 INFO::Fitting model to feature number 224, F231
## 2025-04-16 17:19:11.446531 INFO::Fitting model to feature number 225, F232
## 2025-04-16 17:19:11.450913 INFO::Fitting model to feature number 226, F233
## 2025-04-16 17:19:11.455829 INFO::Fitting model to feature number 227, F234
## 2025-04-16 17:19:11.460448 INFO::Fitting model to feature number 228, F235
## 2025-04-16 17:19:11.464454 INFO::Fitting model to feature number 229, F236
## 2025-04-16 17:19:11.468322 INFO::Fitting model to feature number 230, F237
## 2025-04-16 17:19:11.472428 INFO::Fitting model to feature number 231, F238
## 2025-04-16 17:19:11.475932 INFO::Fitting model to feature number 232, F239
## 2025-04-16 17:19:11.479148 INFO::Fitting model to feature number 233, F240
## 2025-04-16 17:19:11.482457 INFO::Fitting model to feature number 234, F241
## 2025-04-16 17:19:11.485847 INFO::Fitting model to feature number 235, F242
## 2025-04-16 17:19:11.48941 INFO::Fitting model to feature number 236, F243
## 2025-04-16 17:19:11.493157 INFO::Fitting model to feature number 237, F244
## 2025-04-16 17:19:11.496698 INFO::Fitting model to feature number 238, F245
## 2025-04-16 17:19:11.500252 INFO::Fitting model to feature number 239, F246
## 2025-04-16 17:19:11.504142 INFO::Fitting model to feature number 240, F247
## 2025-04-16 17:19:11.507435 INFO::Fitting model to feature number 241, F248
## 2025-04-16 17:19:11.511227 INFO::Fitting model to feature number 242, F249
## 2025-04-16 17:19:11.515729 INFO::Fitting model to feature number 243, F250
## 2025-04-16 17:19:11.519864 INFO::Fitting model to feature number 244, F252
## 2025-04-16 17:19:11.523548 INFO::Fitting model to feature number 245, F253
## 2025-04-16 17:19:11.526987 INFO::Fitting model to feature number 246, F254
## 2025-04-16 17:19:11.531052 INFO::Fitting model to feature number 247, F255
## 2025-04-16 17:19:11.535795 INFO::Fitting model to feature number 248, F256
## 2025-04-16 17:19:11.540903 INFO::Fitting model to feature number 249, F257
## 2025-04-16 17:19:11.54636 INFO::Fitting model to feature number 250, F259
## 2025-04-16 17:19:11.551137 INFO::Fitting model to feature number 251, F260
## 2025-04-16 17:19:11.554781 INFO::Fitting model to feature number 252, F261
## 2025-04-16 17:19:11.558733 INFO::Fitting model to feature number 253, F262
## 2025-04-16 17:19:11.562109 INFO::Fitting model to feature number 254, F263
## 2025-04-16 17:19:11.566732 INFO::Fitting model to feature number 255, F264
## 2025-04-16 17:19:11.570742 INFO::Fitting model to feature number 256, F265
## 2025-04-16 17:19:11.574117 INFO::Fitting model to feature number 257, F266
## 2025-04-16 17:19:11.578422 INFO::Fitting model to feature number 258, F267
## 2025-04-16 17:19:11.582389 INFO::Fitting model to feature number 259, F269
## 2025-04-16 17:19:11.58744 INFO::Fitting model to feature number 260, F270
## 2025-04-16 17:19:11.591421 INFO::Fitting model to feature number 261, F271
## 2025-04-16 17:19:11.595087 INFO::Fitting model to feature number 262, F272
## 2025-04-16 17:19:11.599229 INFO::Fitting model to feature number 263, F273
## 2025-04-16 17:19:11.603332 INFO::Fitting model to feature number 264, F274
## 2025-04-16 17:19:11.60709 INFO::Fitting model to feature number 265, F276
## 2025-04-16 17:19:11.610776 INFO::Fitting model to feature number 266, F277
## 2025-04-16 17:19:11.614597 INFO::Fitting model to feature number 267, F278
## 2025-04-16 17:19:11.618579 INFO::Fitting model to feature number 268, F279
## 2025-04-16 17:19:11.622384 INFO::Fitting model to feature number 269, F280
## 2025-04-16 17:19:11.625688 INFO::Fitting model to feature number 270, F281
## 2025-04-16 17:19:11.628974 INFO::Fitting model to feature number 271, F282
## 2025-04-16 17:19:11.632327 INFO::Fitting model to feature number 272, F283
## 2025-04-16 17:19:11.635724 INFO::Fitting model to feature number 273, F284
## 2025-04-16 17:19:11.639063 INFO::Fitting model to feature number 274, F285
## 2025-04-16 17:19:11.64245 INFO::Fitting model to feature number 275, F286
## 2025-04-16 17:19:11.645914 INFO::Fitting model to feature number 276, F287
## 2025-04-16 17:19:11.64956 INFO::Fitting model to feature number 277, F288
## 2025-04-16 17:19:11.653169 INFO::Fitting model to feature number 278, F289
## 2025-04-16 17:19:11.656708 INFO::Fitting model to feature number 279, F290
## 2025-04-16 17:19:11.660241 INFO::Fitting model to feature number 280, F292
## 2025-04-16 17:19:11.663788 INFO::Fitting model to feature number 281, F293
## 2025-04-16 17:19:11.667736 INFO::Fitting model to feature number 282, F294
## 2025-04-16 17:19:11.672692 INFO::Fitting model to feature number 283, F295
## 2025-04-16 17:19:11.678009 INFO::Fitting model to feature number 284, F296
## 2025-04-16 17:19:11.683394 INFO::Fitting model to feature number 285, F297
## 2025-04-16 17:19:11.687993 INFO::Fitting model to feature number 286, F298
## 2025-04-16 17:19:11.693211 INFO::Fitting model to feature number 287, F299
## 2025-04-16 17:19:11.69723 INFO::Fitting model to feature number 288, F300
## 2025-04-16 17:19:11.70104 INFO::Fitting model to feature number 289, F301
## 2025-04-16 17:19:11.705839 INFO::Fitting model to feature number 290, F302
## 2025-04-16 17:19:11.710332 INFO::Fitting model to feature number 291, F303
## 2025-04-16 17:19:11.714651 INFO::Fitting model to feature number 292, F304
## 2025-04-16 17:19:11.718633 INFO::Fitting model to feature number 293, F305
## 2025-04-16 17:19:11.722371 INFO::Fitting model to feature number 294, F306
## 2025-04-16 17:19:11.727275 INFO::Fitting model to feature number 295, F307
## 2025-04-16 17:19:11.731168 INFO::Fitting model to feature number 296, F308
## 2025-04-16 17:19:11.734792 INFO::Fitting model to feature number 297, F309
## 2025-04-16 17:19:11.738554 INFO::Fitting model to feature number 298, F310
## 2025-04-16 17:19:11.742498 INFO::Fitting model to feature number 299, F311
## 2025-04-16 17:19:11.747346 INFO::Fitting model to feature number 300, F312
## 2025-04-16 17:19:11.751209 INFO::Fitting model to feature number 301, F313
## 2025-04-16 17:19:11.755473 INFO::Fitting model to feature number 302, F315
## 2025-04-16 17:19:11.759162 INFO::Fitting model to feature number 303, F316
## 2025-04-16 17:19:11.762567 INFO::Fitting model to feature number 304, F317
## 2025-04-16 17:19:11.766706 INFO::Fitting model to feature number 305, F318
## 2025-04-16 17:19:11.770879 INFO::Fitting model to feature number 306, F319
## 2025-04-16 17:19:11.774511 INFO::Fitting model to feature number 307, F320
## 2025-04-16 17:19:11.779194 INFO::Fitting model to feature number 308, F321
## 2025-04-16 17:19:11.783369 INFO::Fitting model to feature number 309, F322
## 2025-04-16 17:19:11.786956 INFO::Fitting model to feature number 310, F323
## 2025-04-16 17:19:11.79064 INFO::Fitting model to feature number 311, F324
## 2025-04-16 17:19:11.793892 INFO::Fitting model to feature number 312, F325
## 2025-04-16 17:19:11.797362 INFO::Fitting model to feature number 313, F326
## 2025-04-16 17:19:11.800971 INFO::Fitting model to feature number 314, F327
## 2025-04-16 17:19:11.804946 INFO::Fitting model to feature number 315, F328
## 2025-04-16 17:19:11.808451 INFO::Fitting model to feature number 316, F329
## 2025-04-16 17:19:11.812241 INFO::Fitting model to feature number 317, F330
## 2025-04-16 17:19:11.816141 INFO::Fitting model to feature number 318, F331
## 2025-04-16 17:19:11.819578 INFO::Fitting model to feature number 319, F332
## 2025-04-16 17:19:11.823438 INFO::Fitting model to feature number 320, F333
## 2025-04-16 17:19:11.827147 INFO::Fitting model to feature number 321, F334
## 2025-04-16 17:19:11.8305 INFO::Fitting model to feature number 322, F335
## 2025-04-16 17:19:11.834039 INFO::Fitting model to feature number 323, F336
## 2025-04-16 17:19:11.83771 INFO::Fitting model to feature number 324, F337
## 2025-04-16 17:19:11.842198 INFO::Fitting model to feature number 325, F338
## 2025-04-16 17:19:11.846209 INFO::Fitting model to feature number 326, F339
## 2025-04-16 17:19:11.851465 INFO::Fitting model to feature number 327, F340
## 2025-04-16 17:19:11.855843 INFO::Fitting model to feature number 328, F342
## 2025-04-16 17:19:11.860207 INFO::Fitting model to feature number 329, F343
## 2025-04-16 17:19:11.86447 INFO::Fitting model to feature number 330, F344
## 2025-04-16 17:19:11.868354 INFO::Fitting model to feature number 331, F345
## 2025-04-16 17:19:11.872403 INFO::Fitting model to feature number 332, F346
## 2025-04-16 17:19:11.876244 INFO::Fitting model to feature number 333, F347
## 2025-04-16 17:19:11.87979 INFO::Fitting model to feature number 334, F348
## 2025-04-16 17:19:11.884309 INFO::Fitting model to feature number 335, F350
## 2025-04-16 17:19:11.888348 INFO::Fitting model to feature number 336, F351
## 2025-04-16 17:19:11.892937 INFO::Fitting model to feature number 337, F352
## 2025-04-16 17:19:11.897321 INFO::Fitting model to feature number 338, F353
## 2025-04-16 17:19:11.900939 INFO::Fitting model to feature number 339, F355
## 2025-04-16 17:19:11.905025 INFO::Fitting model to feature number 340, F356
## 2025-04-16 17:19:11.909613 INFO::Fitting model to feature number 341, F357
## 2025-04-16 17:19:11.914076 INFO::Fitting model to feature number 342, F358
## 2025-04-16 17:19:11.91972 INFO::Fitting model to feature number 343, F359
## 2025-04-16 17:19:11.927049 INFO::Fitting model to feature number 344, F360
## 2025-04-16 17:19:11.934865 INFO::Fitting model to feature number 345, F361
## 2025-04-16 17:19:11.942384 INFO::Fitting model to feature number 346, F362
## 2025-04-16 17:19:11.947193 INFO::Fitting model to feature number 347, F363
## 2025-04-16 17:19:11.952622 INFO::Fitting model to feature number 348, F364
## 2025-04-16 17:19:11.95697 INFO::Fitting model to feature number 349, F365
## 2025-04-16 17:19:11.961013 INFO::Fitting model to feature number 350, F366
## 2025-04-16 17:19:11.965414 INFO::Fitting model to feature number 351, F367
## 2025-04-16 17:19:11.969523 INFO::Fitting model to feature number 352, F368
## 2025-04-16 17:19:11.974094 INFO::Fitting model to feature number 353, F369
## 2025-04-16 17:19:11.978729 INFO::Fitting model to feature number 354, F370
## 2025-04-16 17:19:11.983212 INFO::Fitting model to feature number 355, F371
## 2025-04-16 17:19:11.987026 INFO::Fitting model to feature number 356, F372
## 2025-04-16 17:19:11.990732 INFO::Fitting model to feature number 357, F373
## 2025-04-16 17:19:11.994925 INFO::Fitting model to feature number 358, F374
## 2025-04-16 17:19:12.000301 INFO::Fitting model to feature number 359, F375
## 2025-04-16 17:19:12.005337 INFO::Fitting model to feature number 360, F376
## 2025-04-16 17:19:12.009389 INFO::Fitting model to feature number 361, F377
## 2025-04-16 17:19:12.013122 INFO::Fitting model to feature number 362, F378
## 2025-04-16 17:19:12.017418 INFO::Fitting model to feature number 363, F379
## 2025-04-16 17:19:12.021658 INFO::Fitting model to feature number 364, F380
## 2025-04-16 17:19:12.025679 INFO::Fitting model to feature number 365, F381
## 2025-04-16 17:19:12.030652 INFO::Fitting model to feature number 366, F382
## 2025-04-16 17:19:12.035554 INFO::Fitting model to feature number 367, F383
## 2025-04-16 17:19:12.039469 INFO::Fitting model to feature number 368, F384
## 2025-04-16 17:19:12.043978 INFO::Fitting model to feature number 369, F386
## 2025-04-16 17:19:12.048888 INFO::Fitting model to feature number 370, F387
## 2025-04-16 17:19:12.05312 INFO::Fitting model to feature number 371, F388
## 2025-04-16 17:19:12.057049 INFO::Fitting model to feature number 372, F389
## 2025-04-16 17:19:12.062371 INFO::Fitting model to feature number 373, F390
## 2025-04-16 17:19:12.066468 INFO::Fitting model to feature number 374, F391
## 2025-04-16 17:19:12.071385 INFO::Fitting model to feature number 375, F392
## 2025-04-16 17:19:12.076718 INFO::Fitting model to feature number 376, F393
## 2025-04-16 17:19:12.08141 INFO::Fitting model to feature number 377, F394
## 2025-04-16 17:19:12.086505 INFO::Fitting model to feature number 378, F395
## 2025-04-16 17:19:12.092584 INFO::Fitting model to feature number 379, F396
## 2025-04-16 17:19:12.098273 INFO::Fitting model to feature number 380, F397
## 2025-04-16 17:19:12.103547 INFO::Fitting model to feature number 381, F398
## 2025-04-16 17:19:12.107574 INFO::Fitting model to feature number 382, F399
## 2025-04-16 17:19:12.112522 INFO::Fitting model to feature number 383, F400
## 2025-04-16 17:19:12.116408 INFO::Fitting model to feature number 384, F401
## 2025-04-16 17:19:12.121135 INFO::Fitting model to feature number 385, F402
## 2025-04-16 17:19:12.12657 INFO::Fitting model to feature number 386, F403
## 2025-04-16 17:19:12.130788 INFO::Fitting model to feature number 387, F404
## 2025-04-16 17:19:12.134547 INFO::Fitting model to feature number 388, F406
## 2025-04-16 17:19:12.138421 INFO::Fitting model to feature number 389, F407
## 2025-04-16 17:19:12.142266 INFO::Fitting model to feature number 390, F408
## 2025-04-16 17:19:12.146208 INFO::Fitting model to feature number 391, F409
## 2025-04-16 17:19:12.1504 INFO::Fitting model to feature number 392, F410
## 2025-04-16 17:19:12.154409 INFO::Fitting model to feature number 393, F411
## 2025-04-16 17:19:12.158613 INFO::Fitting model to feature number 394, F412
## 2025-04-16 17:19:12.162782 INFO::Fitting model to feature number 395, F413
## 2025-04-16 17:19:12.166762 INFO::Fitting model to feature number 396, F414
## 2025-04-16 17:19:12.170878 INFO::Fitting model to feature number 397, F415
## 2025-04-16 17:19:12.174914 INFO::Fitting model to feature number 398, F416
## 2025-04-16 17:19:12.179066 INFO::Fitting model to feature number 399, F417
## 2025-04-16 17:19:12.183255 INFO::Fitting model to feature number 400, F418
## 2025-04-16 17:19:12.186951 INFO::Fitting model to feature number 401, F419
## 2025-04-16 17:19:12.191881 INFO::Fitting model to feature number 402, F420
## 2025-04-16 17:19:12.196704 INFO::Fitting model to feature number 403, F421
## 2025-04-16 17:19:12.20251 INFO::Fitting model to feature number 404, F422
## 2025-04-16 17:19:12.208047 INFO::Fitting model to feature number 405, F423
## 2025-04-16 17:19:12.212317 INFO::Fitting model to feature number 406, F425
## 2025-04-16 17:19:12.216592 INFO::Fitting model to feature number 407, F426
## 2025-04-16 17:19:12.220534 INFO::Fitting model to feature number 408, F428
## 2025-04-16 17:19:12.22413 INFO::Fitting model to feature number 409, F429
## 2025-04-16 17:19:12.227826 INFO::Fitting model to feature number 410, F430
## 2025-04-16 17:19:12.231985 INFO::Fitting model to feature number 411, F431
## 2025-04-16 17:19:12.236578 INFO::Fitting model to feature number 412, F432
## 2025-04-16 17:19:12.240402 INFO::Fitting model to feature number 413, F433
## 2025-04-16 17:19:12.244207 INFO::Fitting model to feature number 414, F434
## 2025-04-16 17:19:12.248653 INFO::Fitting model to feature number 415, F435
## 2025-04-16 17:19:12.254027 INFO::Fitting model to feature number 416, F436
## 2025-04-16 17:19:12.257897 INFO::Fitting model to feature number 417, F437
## 2025-04-16 17:19:12.262106 INFO::Fitting model to feature number 418, F438
## 2025-04-16 17:19:12.267571 INFO::Fitting model to feature number 419, F439
## 2025-04-16 17:19:12.272436 INFO::Fitting model to feature number 420, F440
## 2025-04-16 17:19:12.277589 INFO::Fitting model to feature number 421, F441
## 2025-04-16 17:19:12.281227 INFO::Fitting model to feature number 422, F442
## 2025-04-16 17:19:12.285502 INFO::Fitting model to feature number 423, F443
## 2025-04-16 17:19:12.290045 INFO::Fitting model to feature number 424, F444
## 2025-04-16 17:19:12.294218 INFO::Fitting model to feature number 425, F445
## 2025-04-16 17:19:12.298833 INFO::Fitting model to feature number 426, F446
## 2025-04-16 17:19:12.303177 INFO::Fitting model to feature number 427, F447
## 2025-04-16 17:19:12.307063 INFO::Fitting model to feature number 428, F448
## 2025-04-16 17:19:12.310771 INFO::Fitting model to feature number 429, F449
## 2025-04-16 17:19:12.314314 INFO::Fitting model to feature number 430, F450
## 2025-04-16 17:19:12.317802 INFO::Fitting model to feature number 431, F451
## 2025-04-16 17:19:12.322141 INFO::Fitting model to feature number 432, F452
## 2025-04-16 17:19:12.326374 INFO::Fitting model to feature number 433, F454
## 2025-04-16 17:19:12.329995 INFO::Fitting model to feature number 434, F455
## 2025-04-16 17:19:12.33362 INFO::Fitting model to feature number 435, F456
## 2025-04-16 17:19:12.337244 INFO::Fitting model to feature number 436, F457
## 2025-04-16 17:19:12.34096 INFO::Fitting model to feature number 437, F458
## 2025-04-16 17:19:12.344641 INFO::Fitting model to feature number 438, F459
## 2025-04-16 17:19:12.348352 INFO::Fitting model to feature number 439, F461
## 2025-04-16 17:19:12.352563 INFO::Fitting model to feature number 440, F462
## 2025-04-16 17:19:12.356571 INFO::Fitting model to feature number 441, F463
## 2025-04-16 17:19:12.361032 INFO::Fitting model to feature number 442, F464
## 2025-04-16 17:19:12.365373 INFO::Fitting model to feature number 443, F465
## 2025-04-16 17:19:12.369152 INFO::Fitting model to feature number 444, F466
## 2025-04-16 17:19:12.373286 INFO::Fitting model to feature number 445, F467
## 2025-04-16 17:19:12.376965 INFO::Fitting model to feature number 446, F468
## 2025-04-16 17:19:12.380687 INFO::Fitting model to feature number 447, F469
## 2025-04-16 17:19:12.384344 INFO::Fitting model to feature number 448, F470
## 2025-04-16 17:19:12.388128 INFO::Fitting model to feature number 449, F471
## 2025-04-16 17:19:12.392524 INFO::Fitting model to feature number 450, F474
## 2025-04-16 17:19:12.397978 INFO::Fitting model to feature number 451, F475
## 2025-04-16 17:19:12.402629 INFO::Fitting model to feature number 452, F476
## 2025-04-16 17:19:12.406126 INFO::Fitting model to feature number 453, F477
## 2025-04-16 17:19:12.40985 INFO::Fitting model to feature number 454, F478
## 2025-04-16 17:19:12.413456 INFO::Fitting model to feature number 455, F479
## 2025-04-16 17:19:12.416965 INFO::Fitting model to feature number 456, F480
## 2025-04-16 17:19:12.420468 INFO::Fitting model to feature number 457, F481
## 2025-04-16 17:19:12.424704 INFO::Fitting model to feature number 458, F482
## 2025-04-16 17:19:12.428355 INFO::Fitting model to feature number 459, F483
## 2025-04-16 17:19:12.431859 INFO::Fitting model to feature number 460, F484
## 2025-04-16 17:19:12.435646 INFO::Fitting model to feature number 461, F485
## 2025-04-16 17:19:12.44003 INFO::Fitting model to feature number 462, F486
## 2025-04-16 17:19:12.44469 INFO::Fitting model to feature number 463, F487
## 2025-04-16 17:19:12.449062 INFO::Fitting model to feature number 464, F488
## 2025-04-16 17:19:12.452684 INFO::Fitting model to feature number 465, F489
## 2025-04-16 17:19:12.45644 INFO::Fitting model to feature number 466, F490
## 2025-04-16 17:19:12.46088 INFO::Fitting model to feature number 467, F491
## 2025-04-16 17:19:12.465645 INFO::Fitting model to feature number 468, F492
## 2025-04-16 17:19:12.47032 INFO::Fitting model to feature number 469, F493
## 2025-04-16 17:19:12.47437 INFO::Fitting model to feature number 470, F494
## 2025-04-16 17:19:12.478965 INFO::Fitting model to feature number 471, F495
## 2025-04-16 17:19:12.483622 INFO::Fitting model to feature number 472, F496
## 2025-04-16 17:19:12.487249 INFO::Fitting model to feature number 473, F497
## 2025-04-16 17:19:12.491179 INFO::Fitting model to feature number 474, F498
## 2025-04-16 17:19:12.494744 INFO::Fitting model to feature number 475, F499
## 2025-04-16 17:19:12.498907 INFO::Fitting model to feature number 476, F500
## 2025-04-16 17:19:12.503436 INFO::Fitting model to feature number 477, F501
## 2025-04-16 17:19:12.507513 INFO::Fitting model to feature number 478, F502
## 2025-04-16 17:19:12.512058 INFO::Fitting model to feature number 479, F503
## 2025-04-16 17:19:12.51689 INFO::Fitting model to feature number 480, F504
## 2025-04-16 17:19:12.521462 INFO::Fitting model to feature number 481, F505
## 2025-04-16 17:19:12.526218 INFO::Fitting model to feature number 482, F506
## 2025-04-16 17:19:12.531053 INFO::Fitting model to feature number 483, F507
## 2025-04-16 17:19:12.534986 INFO::Fitting model to feature number 484, F508
## 2025-04-16 17:19:12.538945 INFO::Fitting model to feature number 485, F509
## 2025-04-16 17:19:12.542948 INFO::Fitting model to feature number 486, F510
## 2025-04-16 17:19:12.546725 INFO::Fitting model to feature number 487, F511
## 2025-04-16 17:19:12.55067 INFO::Fitting model to feature number 488, F512
## 2025-04-16 17:19:12.555211 INFO::Fitting model to feature number 489, F513
## 2025-04-16 17:19:12.560025 INFO::Fitting model to feature number 490, F514
## 2025-04-16 17:19:12.564587 INFO::Fitting model to feature number 491, F515
## 2025-04-16 17:19:12.56821 INFO::Fitting model to feature number 492, F516
## 2025-04-16 17:19:12.572585 INFO::Fitting model to feature number 493, F517
## 2025-04-16 17:19:12.577483 INFO::Fitting model to feature number 494, F518
## 2025-04-16 17:19:12.581908 INFO::Fitting model to feature number 495, F519
## 2025-04-16 17:19:12.585444 INFO::Fitting model to feature number 496, F520
## 2025-04-16 17:19:12.589177 INFO::Fitting model to feature number 497, F521
## 2025-04-16 17:19:12.592832 INFO::Fitting model to feature number 498, F522
## 2025-04-16 17:19:12.597692 INFO::Fitting model to feature number 499, F523
## 2025-04-16 17:19:12.602652 INFO::Fitting model to feature number 500, F524
## 2025-04-16 17:19:12.607536 INFO::Fitting model to feature number 501, F525
## 2025-04-16 17:19:12.612534 INFO::Fitting model to feature number 502, F526
## 2025-04-16 17:19:12.617118 INFO::Fitting model to feature number 503, F527
## 2025-04-16 17:19:12.621823 INFO::Fitting model to feature number 504, F528
## 2025-04-16 17:19:12.626015 INFO::Fitting model to feature number 505, F529
## 2025-04-16 17:19:12.630485 INFO::Fitting model to feature number 506, F530
## 2025-04-16 17:19:12.635159 INFO::Fitting model to feature number 507, F531
## 2025-04-16 17:19:12.639336 INFO::Fitting model to feature number 508, F532
## 2025-04-16 17:19:12.643924 INFO::Fitting model to feature number 509, F533
## 2025-04-16 17:19:12.647975 INFO::Fitting model to feature number 510, F534
## 2025-04-16 17:19:12.652503 INFO::Fitting model to feature number 511, F535
## 2025-04-16 17:19:12.657308 INFO::Fitting model to feature number 512, F536
## 2025-04-16 17:19:12.663035 INFO::Fitting model to feature number 513, F537
## 2025-04-16 17:19:12.6689 INFO::Fitting model to feature number 514, F539
## 2025-04-16 17:19:12.673521 INFO::Fitting model to feature number 515, F540
## 2025-04-16 17:19:12.678278 INFO::Fitting model to feature number 516, F541
## 2025-04-16 17:19:12.683989 INFO::Fitting model to feature number 517, F543
## 2025-04-16 17:19:12.691164 INFO::Fitting model to feature number 518, F544
## 2025-04-16 17:19:12.698912 INFO::Fitting model to feature number 519, F545
## 2025-04-16 17:19:12.703901 INFO::Fitting model to feature number 520, F546
## 2025-04-16 17:19:12.707533 INFO::Fitting model to feature number 521, F547
## 2025-04-16 17:19:12.711335 INFO::Fitting model to feature number 522, F548
## 2025-04-16 17:19:12.714816 INFO::Fitting model to feature number 523, F549
## 2025-04-16 17:19:12.718579 INFO::Fitting model to feature number 524, F550
## 2025-04-16 17:19:12.722597 INFO::Fitting model to feature number 525, F551
## 2025-04-16 17:19:12.727407 INFO::Fitting model to feature number 526, F552
## 2025-04-16 17:19:12.731988 INFO::Fitting model to feature number 527, F553
## 2025-04-16 17:19:12.737092 INFO::Fitting model to feature number 528, F554
## 2025-04-16 17:19:12.741023 INFO::Fitting model to feature number 529, F555
## 2025-04-16 17:19:12.745944 INFO::Fitting model to feature number 530, F556
## 2025-04-16 17:19:12.750373 INFO::Fitting model to feature number 531, F557
## 2025-04-16 17:19:12.755532 INFO::Fitting model to feature number 532, F558
## 2025-04-16 17:19:12.760864 INFO::Fitting model to feature number 533, F559
## 2025-04-16 17:19:12.765208 INFO::Fitting model to feature number 534, F560
## 2025-04-16 17:19:12.769545 INFO::Fitting model to feature number 535, F561
## 2025-04-16 17:19:12.774295 INFO::Fitting model to feature number 536, F562
## 2025-04-16 17:19:12.810932 INFO::Fitting model to feature number 537, F563
## 2025-04-16 17:19:12.816837 INFO::Fitting model to feature number 538, F564
## 2025-04-16 17:19:12.820811 INFO::Fitting model to feature number 539, F566
## 2025-04-16 17:19:12.824241 INFO::Fitting model to feature number 540, F567
## 2025-04-16 17:19:12.827673 INFO::Fitting model to feature number 541, F568
## 2025-04-16 17:19:12.831258 INFO::Fitting model to feature number 542, F569
## 2025-04-16 17:19:12.835475 INFO::Fitting model to feature number 543, F570
## 2025-04-16 17:19:12.840803 INFO::Fitting model to feature number 544, F571
## 2025-04-16 17:19:12.846027 INFO::Fitting model to feature number 545, F572
## 2025-04-16 17:19:12.850645 INFO::Fitting model to feature number 546, F573
## 2025-04-16 17:19:12.856155 INFO::Fitting model to feature number 547, F574
## 2025-04-16 17:19:12.859813 INFO::Fitting model to feature number 548, F575
## 2025-04-16 17:19:12.864233 INFO::Fitting model to feature number 549, F576
## 2025-04-16 17:19:12.869137 INFO::Fitting model to feature number 550, F577
## 2025-04-16 17:19:12.873148 INFO::Fitting model to feature number 551, F578
## 2025-04-16 17:19:12.87708 INFO::Fitting model to feature number 552, F579
## 2025-04-16 17:19:12.882092 INFO::Fitting model to feature number 553, F580
## 2025-04-16 17:19:12.887725 INFO::Fitting model to feature number 554, F581
## 2025-04-16 17:19:12.892016 INFO::Fitting model to feature number 555, F582
## 2025-04-16 17:19:12.895417 INFO::Fitting model to feature number 556, F583
## 2025-04-16 17:19:12.898821 INFO::Fitting model to feature number 557, F584
## 2025-04-16 17:19:12.903146 INFO::Fitting model to feature number 558, F585
## 2025-04-16 17:19:12.906918 INFO::Fitting model to feature number 559, F586
## 2025-04-16 17:19:12.911114 INFO::Fitting model to feature number 560, F587
## 2025-04-16 17:19:12.915576 INFO::Fitting model to feature number 561, F588
## 2025-04-16 17:19:12.919494 INFO::Fitting model to feature number 562, F589
## 2025-04-16 17:19:12.924337 INFO::Fitting model to feature number 563, F590
## 2025-04-16 17:19:12.929161 INFO::Fitting model to feature number 564, F591
## 2025-04-16 17:19:12.933955 INFO::Fitting model to feature number 565, F592
## 2025-04-16 17:19:12.938053 INFO::Fitting model to feature number 566, F593
## 2025-04-16 17:19:12.941564 INFO::Fitting model to feature number 567, F594
## 2025-04-16 17:19:12.945503 INFO::Fitting model to feature number 568, F595
## 2025-04-16 17:19:12.949883 INFO::Fitting model to feature number 569, F596
## 2025-04-16 17:19:12.953963 INFO::Fitting model to feature number 570, F597
## 2025-04-16 17:19:12.957688 INFO::Fitting model to feature number 571, F598
## 2025-04-16 17:19:12.961621 INFO::Fitting model to feature number 572, F599
## 2025-04-16 17:19:12.966339 INFO::Fitting model to feature number 573, F600
## 2025-04-16 17:19:12.970564 INFO::Fitting model to feature number 574, F601
## 2025-04-16 17:19:12.974495 INFO::Fitting model to feature number 575, F602
## 2025-04-16 17:19:12.979281 INFO::Fitting model to feature number 576, F603
## 2025-04-16 17:19:12.984015 INFO::Fitting model to feature number 577, F605
## 2025-04-16 17:19:12.988202 INFO::Fitting model to feature number 578, F606
## 2025-04-16 17:19:12.992244 INFO::Fitting model to feature number 579, F607
## 2025-04-16 17:19:12.996634 INFO::Fitting model to feature number 580, F608
## 2025-04-16 17:19:13.001808 INFO::Fitting model to feature number 581, F609
## 2025-04-16 17:19:13.005804 INFO::Fitting model to feature number 582, F610
## 2025-04-16 17:19:13.009883 INFO::Fitting model to feature number 583, F611
## 2025-04-16 17:19:13.01395 INFO::Fitting model to feature number 584, F612
## 2025-04-16 17:19:13.017798 INFO::Fitting model to feature number 585, F613
## 2025-04-16 17:19:13.021124 INFO::Fitting model to feature number 586, F614
## 2025-04-16 17:19:13.025128 INFO::Fitting model to feature number 587, F615
## 2025-04-16 17:19:13.030187 INFO::Fitting model to feature number 588, F616
## 2025-04-16 17:19:13.034317 INFO::Fitting model to feature number 589, F617
## 2025-04-16 17:19:13.038896 INFO::Fitting model to feature number 590, F618
## 2025-04-16 17:19:13.042757 INFO::Fitting model to feature number 591, F619
## 2025-04-16 17:19:13.04622 INFO::Fitting model to feature number 592, F620
## 2025-04-16 17:19:13.050374 INFO::Fitting model to feature number 593, F621
## 2025-04-16 17:19:13.054064 INFO::Fitting model to feature number 594, F622
## 2025-04-16 17:19:13.057505 INFO::Fitting model to feature number 595, F623
## 2025-04-16 17:19:13.062327 INFO::Fitting model to feature number 596, F624
## 2025-04-16 17:19:13.067244 INFO::Fitting model to feature number 597, F625
## 2025-04-16 17:19:13.072219 INFO::Fitting model to feature number 598, F626
## 2025-04-16 17:19:13.077477 INFO::Fitting model to feature number 599, F627
## 2025-04-16 17:19:13.082838 INFO::Fitting model to feature number 600, F628
## 2025-04-16 17:19:13.088137 INFO::Fitting model to feature number 601, F629
## 2025-04-16 17:19:13.093759 INFO::Fitting model to feature number 602, F630
## 2025-04-16 17:19:13.098885 INFO::Fitting model to feature number 603, F631
## 2025-04-16 17:19:13.103742 INFO::Fitting model to feature number 604, F632
## 2025-04-16 17:19:13.107887 INFO::Fitting model to feature number 605, F633
## 2025-04-16 17:19:13.111304 INFO::Fitting model to feature number 606, F634
## 2025-04-16 17:19:13.116479 INFO::Fitting model to feature number 607, F635
## 2025-04-16 17:19:13.121263 INFO::Fitting model to feature number 608, F636
## 2025-04-16 17:19:13.125626 INFO::Fitting model to feature number 609, F637
## 2025-04-16 17:19:13.130104 INFO::Fitting model to feature number 610, F638
## 2025-04-16 17:19:13.134306 INFO::Fitting model to feature number 611, F639
## 2025-04-16 17:19:13.137737 INFO::Fitting model to feature number 612, F640
## 2025-04-16 17:19:13.141659 INFO::Fitting model to feature number 613, F641
## 2025-04-16 17:19:13.145878 INFO::Fitting model to feature number 614, F642
## 2025-04-16 17:19:13.151139 INFO::Fitting model to feature number 615, F643
## 2025-04-16 17:19:13.156808 INFO::Fitting model to feature number 616, F644
## 2025-04-16 17:19:13.161473 INFO::Fitting model to feature number 617, F645
## 2025-04-16 17:19:13.165932 INFO::Fitting model to feature number 618, F646
## 2025-04-16 17:19:13.17124 INFO::Fitting model to feature number 619, F647
## 2025-04-16 17:19:13.175799 INFO::Fitting model to feature number 620, F648
## 2025-04-16 17:19:13.179688 INFO::Fitting model to feature number 621, F649
## 2025-04-16 17:19:13.185142 INFO::Fitting model to feature number 622, F650
## 2025-04-16 17:19:13.190509 INFO::Fitting model to feature number 623, F651
## 2025-04-16 17:19:13.195688 INFO::Fitting model to feature number 624, F652
## 2025-04-16 17:19:13.199999 INFO::Fitting model to feature number 625, F653
## 2025-04-16 17:19:13.204305 INFO::Fitting model to feature number 626, F654
## 2025-04-16 17:19:13.208005 INFO::Fitting model to feature number 627, F655
## 2025-04-16 17:19:13.211572 INFO::Fitting model to feature number 628, F656
## 2025-04-16 17:19:13.215251 INFO::Fitting model to feature number 629, F657
## 2025-04-16 17:19:13.219448 INFO::Fitting model to feature number 630, F658
## 2025-04-16 17:19:13.224377 INFO::Fitting model to feature number 631, F659
## 2025-04-16 17:19:13.22901 INFO::Fitting model to feature number 632, F660
## 2025-04-16 17:19:13.233006 INFO::Fitting model to feature number 633, F661
## 2025-04-16 17:19:13.236635 INFO::Fitting model to feature number 634, F662
## 2025-04-16 17:19:13.24099 INFO::Fitting model to feature number 635, F663
## 2025-04-16 17:19:13.245459 INFO::Fitting model to feature number 636, F664
## 2025-04-16 17:19:13.250747 INFO::Fitting model to feature number 637, F665
## 2025-04-16 17:19:13.255105 INFO::Fitting model to feature number 638, F666
## 2025-04-16 17:19:13.258973 INFO::Fitting model to feature number 639, F667
## 2025-04-16 17:19:13.263491 INFO::Fitting model to feature number 640, F668
## 2025-04-16 17:19:13.267462 INFO::Fitting model to feature number 641, F669
## 2025-04-16 17:19:13.271359 INFO::Fitting model to feature number 642, F670
## 2025-04-16 17:19:13.275653 INFO::Fitting model to feature number 643, F671
## 2025-04-16 17:19:13.2794 INFO::Fitting model to feature number 644, F672
## 2025-04-16 17:19:13.283066 INFO::Fitting model to feature number 645, F673
## 2025-04-16 17:19:13.286647 INFO::Fitting model to feature number 646, F674
## 2025-04-16 17:19:13.290516 INFO::Fitting model to feature number 647, F675
## 2025-04-16 17:19:13.294704 INFO::Fitting model to feature number 648, F676
## 2025-04-16 17:19:13.299979 INFO::Fitting model to feature number 649, F677
## 2025-04-16 17:19:13.304259 INFO::Fitting model to feature number 650, F678
## 2025-04-16 17:19:13.308758 INFO::Fitting model to feature number 651, F679
## 2025-04-16 17:19:13.312907 INFO::Fitting model to feature number 652, F680
## 2025-04-16 17:19:13.317663 INFO::Fitting model to feature number 653, F681
## 2025-04-16 17:19:13.323166 INFO::Fitting model to feature number 654, F682
## 2025-04-16 17:19:13.328552 INFO::Fitting model to feature number 655, F683
## 2025-04-16 17:19:13.332635 INFO::Fitting model to feature number 656, F684
## 2025-04-16 17:19:13.336698 INFO::Fitting model to feature number 657, F685
## 2025-04-16 17:19:13.34027 INFO::Fitting model to feature number 658, F686
## 2025-04-16 17:19:13.344015 INFO::Fitting model to feature number 659, F687
## 2025-04-16 17:19:13.347211 INFO::Fitting model to feature number 660, F688
## 2025-04-16 17:19:13.351412 INFO::Fitting model to feature number 661, F689
## 2025-04-16 17:19:13.355642 INFO::Fitting model to feature number 662, F690
## 2025-04-16 17:19:13.360104 INFO::Fitting model to feature number 663, F691
## 2025-04-16 17:19:13.364886 INFO::Fitting model to feature number 664, F692
## 2025-04-16 17:19:13.369794 INFO::Fitting model to feature number 665, F693
## 2025-04-16 17:19:13.373947 INFO::Fitting model to feature number 666, F694
## 2025-04-16 17:19:13.377689 INFO::Fitting model to feature number 667, F695
## 2025-04-16 17:19:13.382575 INFO::Fitting model to feature number 668, F696
## 2025-04-16 17:19:13.386647 INFO::Fitting model to feature number 669, F697
## 2025-04-16 17:19:13.391164 INFO::Fitting model to feature number 670, F698
## 2025-04-16 17:19:13.395001 INFO::Fitting model to feature number 671, F699
## 2025-04-16 17:19:13.39939 INFO::Fitting model to feature number 672, F700
## 2025-04-16 17:19:13.404423 INFO::Fitting model to feature number 673, F701
## 2025-04-16 17:19:13.409255 INFO::Fitting model to feature number 674, F702
## 2025-04-16 17:19:13.414304 INFO::Fitting model to feature number 675, F704
## 2025-04-16 17:19:13.418447 INFO::Fitting model to feature number 676, F705
## 2025-04-16 17:19:13.422848 INFO::Fitting model to feature number 677, F706
## 2025-04-16 17:19:13.426602 INFO::Fitting model to feature number 678, F707
## 2025-04-16 17:19:13.43189 INFO::Fitting model to feature number 679, F708
## 2025-04-16 17:19:13.435786 INFO::Fitting model to feature number 680, F709
## 2025-04-16 17:19:13.441988 INFO::Fitting model to feature number 681, F710
## 2025-04-16 17:19:13.448071 INFO::Fitting model to feature number 682, F711
## 2025-04-16 17:19:13.453724 INFO::Fitting model to feature number 683, F712
## 2025-04-16 17:19:13.457388 INFO::Fitting model to feature number 684, F713
## 2025-04-16 17:19:13.461945 INFO::Fitting model to feature number 685, F714
## 2025-04-16 17:19:13.466318 INFO::Fitting model to feature number 686, F715
## 2025-04-16 17:19:13.470979 INFO::Fitting model to feature number 687, F716
## 2025-04-16 17:19:13.475008 INFO::Fitting model to feature number 688, F717
## 2025-04-16 17:19:13.479607 INFO::Fitting model to feature number 689, F718
## 2025-04-16 17:19:13.484347 INFO::Fitting model to feature number 690, F719
## 2025-04-16 17:19:13.488175 INFO::Fitting model to feature number 691, F720
## 2025-04-16 17:19:13.49255 INFO::Fitting model to feature number 692, F721
## 2025-04-16 17:19:13.496419 INFO::Fitting model to feature number 693, F722
## 2025-04-16 17:19:13.500328 INFO::Fitting model to feature number 694, F723
## 2025-04-16 17:19:13.504121 INFO::Fitting model to feature number 695, F724
## 2025-04-16 17:19:13.508576 INFO::Fitting model to feature number 696, F725
## 2025-04-16 17:19:13.512578 INFO::Fitting model to feature number 697, F726
## 2025-04-16 17:19:13.517977 INFO::Fitting model to feature number 698, F727
## 2025-04-16 17:19:13.523119 INFO::Fitting model to feature number 699, F728
## 2025-04-16 17:19:13.527758 INFO::Fitting model to feature number 700, F729
## 2025-04-16 17:19:13.532516 INFO::Fitting model to feature number 701, F730
## 2025-04-16 17:19:13.53813 INFO::Fitting model to feature number 702, F731
## 2025-04-16 17:19:13.542607 INFO::Fitting model to feature number 703, F732
## 2025-04-16 17:19:13.546904 INFO::Fitting model to feature number 704, F733
## 2025-04-16 17:19:13.552084 INFO::Fitting model to feature number 705, F734
## 2025-04-16 17:19:13.557583 INFO::Fitting model to feature number 706, F735
## 2025-04-16 17:19:13.563194 INFO::Fitting model to feature number 707, F736
## 2025-04-16 17:19:13.567804 INFO::Fitting model to feature number 708, F737
## 2025-04-16 17:19:13.572358 INFO::Fitting model to feature number 709, F739
## 2025-04-16 17:19:13.577671 INFO::Fitting model to feature number 710, F740
## 2025-04-16 17:19:13.58227 INFO::Fitting model to feature number 711, F741
## 2025-04-16 17:19:13.586033 INFO::Fitting model to feature number 712, F742
## 2025-04-16 17:19:13.591041 INFO::Fitting model to feature number 713, F743
## 2025-04-16 17:19:13.595036 INFO::Fitting model to feature number 714, F744
## 2025-04-16 17:19:13.599257 INFO::Fitting model to feature number 715, F745
## 2025-04-16 17:19:13.603583 INFO::Fitting model to feature number 716, F746
## 2025-04-16 17:19:13.607469 INFO::Fitting model to feature number 717, F747
## 2025-04-16 17:19:13.611223 INFO::Fitting model to feature number 718, F748
## 2025-04-16 17:19:13.615009 INFO::Fitting model to feature number 719, F749
## 2025-04-16 17:19:13.620679 INFO::Fitting model to feature number 720, F750
## 2025-04-16 17:19:13.626305 INFO::Fitting model to feature number 721, F751
## 2025-04-16 17:19:13.631501 INFO::Fitting model to feature number 722, F752
## 2025-04-16 17:19:13.63712 INFO::Fitting model to feature number 723, F753
## 2025-04-16 17:19:13.641821 INFO::Fitting model to feature number 724, F754
## 2025-04-16 17:19:13.646893 INFO::Fitting model to feature number 725, F755
## 2025-04-16 17:19:13.652172 INFO::Fitting model to feature number 726, F756
## 2025-04-16 17:19:13.656118 INFO::Fitting model to feature number 727, F757
## 2025-04-16 17:19:13.66113 INFO::Fitting model to feature number 728, F758
## 2025-04-16 17:19:13.664906 INFO::Fitting model to feature number 729, F759
## 2025-04-16 17:19:13.669547 INFO::Fitting model to feature number 730, F760
## 2025-04-16 17:19:13.67378 INFO::Fitting model to feature number 731, F761
## 2025-04-16 17:19:13.677473 INFO::Fitting model to feature number 732, F762
## 2025-04-16 17:19:13.681485 INFO::Fitting model to feature number 733, F763
## 2025-04-16 17:19:13.685377 INFO::Fitting model to feature number 734, F764
## 2025-04-16 17:19:13.689389 INFO::Fitting model to feature number 735, F765
## 2025-04-16 17:19:13.693444 INFO::Fitting model to feature number 736, F766
## 2025-04-16 17:19:13.698442 INFO::Fitting model to feature number 737, F767
## 2025-04-16 17:19:13.703827 INFO::Fitting model to feature number 738, F768
## 2025-04-16 17:19:13.707764 INFO::Fitting model to feature number 739, F769
## 2025-04-16 17:19:13.711741 INFO::Fitting model to feature number 740, F770
## 2025-04-16 17:19:13.715676 INFO::Fitting model to feature number 741, F771
## 2025-04-16 17:19:13.719413 INFO::Fitting model to feature number 742, F772
## 2025-04-16 17:19:13.724121 INFO::Fitting model to feature number 743, F773
## 2025-04-16 17:19:13.728523 INFO::Fitting model to feature number 744, F774
## 2025-04-16 17:19:13.733295 INFO::Fitting model to feature number 745, F775
## 2025-04-16 17:19:13.737324 INFO::Fitting model to feature number 746, F776
## 2025-04-16 17:19:13.741017 INFO::Fitting model to feature number 747, F777
## 2025-04-16 17:19:13.745195 INFO::Fitting model to feature number 748, F778
## 2025-04-16 17:19:13.750011 INFO::Fitting model to feature number 749, F779
## 2025-04-16 17:19:13.754313 INFO::Fitting model to feature number 750, F780
## 2025-04-16 17:19:13.758702 INFO::Fitting model to feature number 751, F781
## 2025-04-16 17:19:13.763169 INFO::Fitting model to feature number 752, F782
## 2025-04-16 17:19:13.7676 INFO::Fitting model to feature number 753, F783
## 2025-04-16 17:19:13.771957 INFO::Fitting model to feature number 754, F784
## 2025-04-16 17:19:13.776207 INFO::Fitting model to feature number 755, F785
## 2025-04-16 17:19:13.780995 INFO::Fitting model to feature number 756, F786
## 2025-04-16 17:19:13.784675 INFO::Fitting model to feature number 757, F787
## 2025-04-16 17:19:13.788595 INFO::Fitting model to feature number 758, F788
## 2025-04-16 17:19:13.792678 INFO::Fitting model to feature number 759, F789
## 2025-04-16 17:19:13.796738 INFO::Fitting model to feature number 760, F790
## 2025-04-16 17:19:13.801713 INFO::Fitting model to feature number 761, F791
## 2025-04-16 17:19:13.806236 INFO::Fitting model to feature number 762, F792
## 2025-04-16 17:19:13.810975 INFO::Fitting model to feature number 763, F793
## 2025-04-16 17:19:13.815307 INFO::Fitting model to feature number 764, F794
## 2025-04-16 17:19:13.819761 INFO::Fitting model to feature number 765, F795
## 2025-04-16 17:19:13.824063 INFO::Fitting model to feature number 766, F796
## 2025-04-16 17:19:13.827898 INFO::Fitting model to feature number 767, F797
## 2025-04-16 17:19:13.832186 INFO::Fitting model to feature number 768, F798
## 2025-04-16 17:19:13.836189 INFO::Fitting model to feature number 769, F799
## 2025-04-16 17:19:13.839882 INFO::Fitting model to feature number 770, F800
## 2025-04-16 17:19:13.844411 INFO::Fitting model to feature number 771, F801
## 2025-04-16 17:19:13.849678 INFO::Fitting model to feature number 772, F802
## 2025-04-16 17:19:13.85408 INFO::Fitting model to feature number 773, F803
## 2025-04-16 17:19:13.859389 INFO::Fitting model to feature number 774, F804
## 2025-04-16 17:19:13.864061 INFO::Fitting model to feature number 775, F805
## 2025-04-16 17:19:13.869371 INFO::Fitting model to feature number 776, F806
## 2025-04-16 17:19:13.874268 INFO::Fitting model to feature number 777, F808
## 2025-04-16 17:19:13.878887 INFO::Fitting model to feature number 778, F809
## 2025-04-16 17:19:13.88432 INFO::Fitting model to feature number 779, F810
## 2025-04-16 17:19:13.889815 INFO::Fitting model to feature number 780, F811
## 2025-04-16 17:19:13.893797 INFO::Fitting model to feature number 781, F812
## 2025-04-16 17:19:13.898317 INFO::Fitting model to feature number 782, F813
## 2025-04-16 17:19:13.903443 INFO::Fitting model to feature number 783, F814
## 2025-04-16 17:19:13.907864 INFO::Fitting model to feature number 784, F815
## 2025-04-16 17:19:13.913727 INFO::Fitting model to feature number 785, F816
## 2025-04-16 17:19:13.91916 INFO::Fitting model to feature number 786, F817
## 2025-04-16 17:19:13.924945 INFO::Fitting model to feature number 787, F818
## 2025-04-16 17:19:13.931031 INFO::Fitting model to feature number 788, F819
## 2025-04-16 17:19:13.936253 INFO::Fitting model to feature number 789, F820
## 2025-04-16 17:19:13.94159 INFO::Fitting model to feature number 790, F821
## 2025-04-16 17:19:13.946901 INFO::Fitting model to feature number 791, F822
## 2025-04-16 17:19:13.951902 INFO::Fitting model to feature number 792, F823
## 2025-04-16 17:19:13.95623 INFO::Fitting model to feature number 793, F824
## 2025-04-16 17:19:13.961119 INFO::Fitting model to feature number 794, F825
## 2025-04-16 17:19:13.966056 INFO::Fitting model to feature number 795, F826
## 2025-04-16 17:19:13.971192 INFO::Fitting model to feature number 796, F827
## 2025-04-16 17:19:13.975703 INFO::Fitting model to feature number 797, F828
## 2025-04-16 17:19:13.980278 INFO::Fitting model to feature number 798, F829
## 2025-04-16 17:19:13.984554 INFO::Fitting model to feature number 799, F830
## 2025-04-16 17:19:13.990079 INFO::Fitting model to feature number 800, F831
## 2025-04-16 17:19:13.995323 INFO::Fitting model to feature number 801, F832
## 2025-04-16 17:19:13.999429 INFO::Fitting model to feature number 802, F833
## 2025-04-16 17:19:14.00362 INFO::Fitting model to feature number 803, F834
## 2025-04-16 17:19:14.007285 INFO::Fitting model to feature number 804, F835
## 2025-04-16 17:19:14.011224 INFO::Fitting model to feature number 805, F836
## 2025-04-16 17:19:14.015076 INFO::Fitting model to feature number 806, F837
## 2025-04-16 17:19:14.020198 INFO::Fitting model to feature number 807, F838
## 2025-04-16 17:19:14.025337 INFO::Fitting model to feature number 808, F839
## 2025-04-16 17:19:14.030632 INFO::Fitting model to feature number 809, F840
## 2025-04-16 17:19:14.034632 INFO::Fitting model to feature number 810, F841
## 2025-04-16 17:19:14.038416 INFO::Fitting model to feature number 811, F842
## 2025-04-16 17:19:14.04258 INFO::Fitting model to feature number 812, F843
## 2025-04-16 17:19:14.04684 INFO::Fitting model to feature number 813, F844
## 2025-04-16 17:19:14.0512 INFO::Fitting model to feature number 814, F845
## 2025-04-16 17:19:14.055179 INFO::Fitting model to feature number 815, F846
## 2025-04-16 17:19:14.059353 INFO::Fitting model to feature number 816, F847
## 2025-04-16 17:19:14.062992 INFO::Fitting model to feature number 817, F848
## 2025-04-16 17:19:14.066765 INFO::Fitting model to feature number 818, F849
## 2025-04-16 17:19:14.07126 INFO::Fitting model to feature number 819, F850
## 2025-04-16 17:19:14.076487 INFO::Fitting model to feature number 820, F851
## 2025-04-16 17:19:14.08132 INFO::Fitting model to feature number 821, F852
## 2025-04-16 17:19:14.086101 INFO::Fitting model to feature number 822, F853
## 2025-04-16 17:19:14.090788 INFO::Fitting model to feature number 823, F854
## 2025-04-16 17:19:14.094853 INFO::Fitting model to feature number 824, F855
## 2025-04-16 17:19:14.099041 INFO::Fitting model to feature number 825, F856
## 2025-04-16 17:19:14.103951 INFO::Fitting model to feature number 826, F857
## 2025-04-16 17:19:14.108009 INFO::Fitting model to feature number 827, F858
## 2025-04-16 17:19:14.112274 INFO::Fitting model to feature number 828, F859
## 2025-04-16 17:19:14.116693 INFO::Fitting model to feature number 829, F860
## 2025-04-16 17:19:14.121441 INFO::Fitting model to feature number 830, F861
## 2025-04-16 17:19:14.126336 INFO::Fitting model to feature number 831, F862
## 2025-04-16 17:19:14.130495 INFO::Fitting model to feature number 832, F863
## 2025-04-16 17:19:14.134576 INFO::Fitting model to feature number 833, F864
## 2025-04-16 17:19:14.138768 INFO::Fitting model to feature number 834, F865
## 2025-04-16 17:19:14.143891 INFO::Fitting model to feature number 835, F866
## 2025-04-16 17:19:14.148189 INFO::Fitting model to feature number 836, F867
## 2025-04-16 17:19:14.153178 INFO::Fitting model to feature number 837, F868
## 2025-04-16 17:19:14.158376 INFO::Fitting model to feature number 838, F869
## 2025-04-16 17:19:14.16266 INFO::Fitting model to feature number 839, F870
## 2025-04-16 17:19:14.167734 INFO::Fitting model to feature number 840, F871
## 2025-04-16 17:19:14.171883 INFO::Fitting model to feature number 841, F872
## 2025-04-16 17:19:14.176036 INFO::Fitting model to feature number 842, F873
## 2025-04-16 17:19:14.181245 INFO::Fitting model to feature number 843, F874
## 2025-04-16 17:19:14.186848 INFO::Fitting model to feature number 844, F875
## 2025-04-16 17:19:14.191281 INFO::Fitting model to feature number 845, F876
## 2025-04-16 17:19:14.197106 INFO::Fitting model to feature number 846, F877
## 2025-04-16 17:19:14.204505 INFO::Fitting model to feature number 847, F878
## 2025-04-16 17:19:14.209167 INFO::Fitting model to feature number 848, F879
## 2025-04-16 17:19:14.213647 INFO::Fitting model to feature number 849, F880
## 2025-04-16 17:19:14.217441 INFO::Fitting model to feature number 850, F881
## 2025-04-16 17:19:14.221076 INFO::Fitting model to feature number 851, F882
## 2025-04-16 17:19:14.224973 INFO::Fitting model to feature number 852, F883
## 2025-04-16 17:19:14.270118 INFO::Fitting model to feature number 853, F884
## 2025-04-16 17:19:14.27511 INFO::Fitting model to feature number 854, F885
## 2025-04-16 17:19:14.279324 INFO::Fitting model to feature number 855, F886
## 2025-04-16 17:19:14.283831 INFO::Fitting model to feature number 856, F887
## 2025-04-16 17:19:14.288566 INFO::Fitting model to feature number 857, F888
## 2025-04-16 17:19:14.292373 INFO::Fitting model to feature number 858, F889
## 2025-04-16 17:19:14.296333 INFO::Fitting model to feature number 859, F890
## 2025-04-16 17:19:14.301503 INFO::Fitting model to feature number 860, F891
## 2025-04-16 17:19:14.305608 INFO::Fitting model to feature number 861, F892
## 2025-04-16 17:19:14.309691 INFO::Fitting model to feature number 862, F893
## 2025-04-16 17:19:14.313364 INFO::Fitting model to feature number 863, F894
## 2025-04-16 17:19:14.317031 INFO::Fitting model to feature number 864, F895
## 2025-04-16 17:19:14.321573 INFO::Fitting model to feature number 865, F896
## 2025-04-16 17:19:14.325164 INFO::Fitting model to feature number 866, F897
## 2025-04-16 17:19:14.328924 INFO::Fitting model to feature number 867, F898
## 2025-04-16 17:19:14.332666 INFO::Fitting model to feature number 868, F899
## 2025-04-16 17:19:14.337152 INFO::Fitting model to feature number 869, F900
## 2025-04-16 17:19:14.501118 INFO::Counting total values for each feature
## 2025-04-16 17:19:14.607751 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2025-04-16 17:19:14.719715 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2025-04-16 17:19:14.839086 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2025-04-16 17:19:14.942449 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2025-04-16 17:19:14.992433 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2025-04-16 17:19:15.024022 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2025-04-16 17:19:15.042141 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
## 2025-04-16 17:19:15.050498 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2025-04-16 17:19:15.064953 INFO::Plotting associations from most to least significant, grouped by metadata
## 2025-04-16 17:19:15.06612 INFO::Plotting data for metadata number 1, diagnosis
## 2025-04-16 17:19:15.106211 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2025-04-16 17:19:15.414786 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2025-04-16 17:19:15.629685 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2025-04-16 17:19:15.825089 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2025-04-16 17:19:15.984198 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2025-04-16 17:19:16.167051 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2025-04-16 17:19:16.349929 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2025-04-16 17:19:16.54084 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2025-04-16 17:19:16.752445 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2025-04-16 17:19:16.925216 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2025-04-16 17:19:17.108385 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2025-04-16 17:19:17.309691 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2025-04-16 17:19:17.496609 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2025-04-16 17:19:17.703551 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2025-04-16 17:19:17.898627 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2025-04-16 17:19:18.10756 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2025-04-16 17:19:18.312488 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2025-04-16 17:19:18.51129 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2025-04-16 17:19:18.726968 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2025-04-16 17:19:18.922642 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2025-04-16 17:19:19.118663 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2025-04-16 17:19:19.328698 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2025-04-16 17:19:19.55029 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2025-04-16 17:19:19.829167 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2025-04-16 17:19:20.035581 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2025-04-16 17:19:20.261684 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2025-04-16 17:19:20.489631 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2025-04-16 17:19:20.698522 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2025-04-16 17:19:20.921443 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2025-04-16 17:19:21.119197 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2025-04-16 17:19:21.29552 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2025-04-16 17:19:21.488936 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2025-04-16 17:19:21.692785 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2025-04-16 17:19:21.913359 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2025-04-16 17:19:22.097662 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2025-04-16 17:19:22.301652 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2025-04-16 17:19:22.4848 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2025-04-16 17:19:22.682512 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2025-04-16 17:19:22.895132 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2025-04-16 17:19:23.0804 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2025-04-16 17:19:23.270545 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2025-04-16 17:19:23.491201 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2025-04-16 17:19:23.700941 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2025-04-16 17:19:23.910348 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2025-04-16 17:19:24.104142 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2025-04-16 17:19:24.303662 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2025-04-16 17:19:24.510224 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2025-04-16 17:19:24.72323 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2025-04-16 17:19:24.933233 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2025-04-16 17:19:25.117008 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2025-04-16 17:19:25.324305 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2025-04-16 17:19:25.540466 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2025-04-16 17:19:25.763014 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2025-04-16 17:19:25.986378 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2025-04-16 17:19:26.182771 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2025-04-16 17:19:26.405389 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2025-04-16 17:19:26.590184 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2025-04-16 17:19:26.801998 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2025-04-16 17:19:27.023989 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2025-04-16 17:19:27.24494 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2025-04-16 17:19:27.455876 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2025-04-16 17:19:27.668904 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2025-04-16 17:19:27.883277 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2025-04-16 17:19:28.064451 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2025-04-16 17:19:28.236749 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2025-04-16 17:19:28.418017 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2025-04-16 17:19:28.611728 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2025-04-16 17:19:28.826922 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2025-04-16 17:19:29.015284 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2025-04-16 17:19:29.200634 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2025-04-16 17:19:29.387407 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2025-04-16 17:19:29.561471 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2025-04-16 17:19:29.763865 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2025-04-16 17:19:29.951118 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2025-04-16 17:19:30.14438 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2025-04-16 17:19:30.320603 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2025-04-16 17:19:30.486248 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2025-04-16 17:19:30.690702 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2025-04-16 17:19:30.87526 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2025-04-16 17:19:31.072554 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2025-04-16 17:19:31.266191 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2025-04-16 17:19:31.461551 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2025-04-16 17:19:31.695147 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2025-04-16 17:19:31.899084 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2025-04-16 17:19:32.095527 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2025-04-16 17:19:32.310451 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2025-04-16 17:19:32.541074 INFO::Creating boxplot for categorical data, diagnosis vs F1
## 2025-04-16 17:19:32.777047 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2025-04-16 17:19:32.957592 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2025-04-16 17:19:33.159283 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2025-04-16 17:19:33.370388 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2025-04-16 17:19:33.573079 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2025-04-16 17:19:33.782757 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2025-04-16 17:19:33.982815 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2025-04-16 17:19:34.175683 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2025-04-16 17:19:34.393742 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2025-04-16 17:19:34.617914 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2025-04-16 17:19:34.845625 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2025-04-16 17:19:35.060644 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2025-04-16 17:19:35.265829 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2025-04-16 17:19:35.473603 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2025-04-16 17:19:35.677743 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2025-04-16 17:19:35.878474 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2025-04-16 17:19:36.051388 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2025-04-16 17:19:36.259299 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2025-04-16 17:19:36.456711 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2025-04-16 17:19:36.675465 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2025-04-16 17:19:36.874395 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2025-04-16 17:19:37.062432 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2025-04-16 17:19:37.274459 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2025-04-16 17:19:37.474752 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2025-04-16 17:19:37.691401 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2025-04-16 17:19:37.885143 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2025-04-16 17:19:38.080953 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2025-04-16 17:19:38.276963 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2025-04-16 17:19:38.455629 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2025-04-16 17:19:38.68745 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2025-04-16 17:19:38.883959 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2025-04-16 17:19:39.074331 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2025-04-16 17:19:39.267882 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2025-04-16 17:19:39.45607 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2025-04-16 17:19:39.645585 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2025-04-16 17:19:39.818191 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2025-04-16 17:19:40.01264 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2025-04-16 17:19:40.210846 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2025-04-16 17:19:40.401242 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2025-04-16 17:19:40.669839 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2025-04-16 17:19:40.863022 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2025-04-16 17:19:41.057231 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2025-04-16 17:19:41.252039 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2025-04-16 17:19:41.455299 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2025-04-16 17:19:41.634381 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2025-04-16 17:19:41.814892 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2025-04-16 17:19:41.99378 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2025-04-16 17:19:42.184579 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2025-04-16 17:19:42.398311 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2025-04-16 17:19:42.580696 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2025-04-16 17:19:42.749709 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2025-04-16 17:19:42.927768 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2025-04-16 17:19:43.107466 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2025-04-16 17:19:43.305504 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2025-04-16 17:19:43.495721 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2025-04-16 17:19:43.691026 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2025-04-16 17:19:43.887579 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2025-04-16 17:19:44.098959 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2025-04-16 17:19:44.321693 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2025-04-16 17:19:44.527781 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2025-04-16 17:19:44.742035 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2025-04-16 17:19:44.953644 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2025-04-16 17:19:45.178102 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2025-04-16 17:19:45.408805 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2025-04-16 17:19:45.611703 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2025-04-16 17:19:45.791103 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2025-04-16 17:19:45.964787 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2025-04-16 17:19:46.158395 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2025-04-16 17:19:46.367877 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2025-04-16 17:19:46.5356 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2025-04-16 17:19:46.722608 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2025-04-16 17:19:46.89089 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2025-04-16 17:19:47.095036 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2025-04-16 17:19:47.305866 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2025-04-16 17:19:47.502122 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2025-04-16 17:19:47.708013 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2025-04-16 17:19:47.900924 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2025-04-16 17:19:48.095331 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2025-04-16 17:19:48.333219 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2025-04-16 17:19:48.534337 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2025-04-16 17:19:48.727638 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2025-04-16 17:19:48.915906 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2025-04-16 17:19:49.106661 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2025-04-16 17:19:49.311525 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2025-04-16 17:19:49.50372 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2025-04-16 17:19:49.687651 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2025-04-16 17:19:49.875959 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2025-04-16 17:19:50.059856 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2025-04-16 17:19:50.255052 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2025-04-16 17:19:50.418987 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2025-04-16 17:19:50.590716 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2025-04-16 17:19:50.77037 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2025-04-16 17:19:50.955536 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2025-04-16 17:19:51.166084 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2025-04-16 17:19:51.328688 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2025-04-16 17:19:51.494412 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2025-04-16 17:19:51.670362 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2025-04-16 17:19:51.837674 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2025-04-16 17:19:52.048361 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2025-04-16 17:19:52.229454 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2025-04-16 17:19:52.401509 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2025-04-16 17:19:52.577169 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2025-04-16 17:19:52.774091 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2025-04-16 17:19:52.958662 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2025-04-16 17:19:53.137472 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2025-04-16 17:19:53.334032 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2025-04-16 17:19:53.531814 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2025-04-16 17:19:53.754651 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2025-04-16 17:19:53.939221 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2025-04-16 17:19:54.116965 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2025-04-16 17:19:54.31899 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2025-04-16 17:19:54.513463 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2025-04-16 17:19:54.704318 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2025-04-16 17:19:54.875147 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2025-04-16 17:19:55.048143 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2025-04-16 17:19:55.237387 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2025-04-16 17:19:55.424637 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2025-04-16 17:19:55.612175 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2025-04-16 17:19:55.794469 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2025-04-16 17:19:55.988385 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2025-04-16 17:19:56.169911 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2025-04-16 17:19:56.380589 INFO::Creating boxplot for categorical data, diagnosis vs F416
## 2025-04-16 17:19:56.582021 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2025-04-16 17:19:56.777409 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2025-04-16 17:19:56.950448 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2025-04-16 17:19:57.129183 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2025-04-16 17:19:57.32492 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2025-04-16 17:19:57.511813 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2025-04-16 17:19:57.699769 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2025-04-16 17:19:57.904098 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2025-04-16 17:19:58.096372 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2025-04-16 17:19:58.327907 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2025-04-16 17:19:58.527404 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2025-04-16 17:19:58.726858 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2025-04-16 17:19:58.913797 INFO::Creating boxplot for categorical data, diagnosis vs F846
## 2025-04-16 17:19:59.10543 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2025-04-16 17:19:59.302258 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2025-04-16 17:19:59.491811 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2025-04-16 17:19:59.706413 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2025-04-16 17:19:59.920471 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2025-04-16 17:20:00.135995 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2025-04-16 17:20:00.396152 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2025-04-16 17:20:00.595441 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2025-04-16 17:20:00.787202 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2025-04-16 17:20:00.981037 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2025-04-16 17:20:01.180951 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2025-04-16 17:20:01.413591 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2025-04-16 17:20:01.601098 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2025-04-16 17:20:01.804478 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2025-04-16 17:20:02.017108 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2025-04-16 17:20:02.207124 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2025-04-16 17:20:02.431629 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2025-04-16 17:20:02.625244 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2025-04-16 17:20:02.836082 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2025-04-16 17:20:03.04469 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2025-04-16 17:20:03.244024 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2025-04-16 17:20:03.481861 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2025-04-16 17:20:03.694217 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2025-04-16 17:20:03.89038 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2025-04-16 17:20:04.092438 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2025-04-16 17:20:04.317677 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2025-04-16 17:20:04.546059 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2025-04-16 17:20:04.7405 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2025-04-16 17:20:04.944422 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2025-04-16 17:20:05.1594 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2025-04-16 17:20:05.359776 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2025-04-16 17:20:05.562169 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2025-04-16 17:20:05.765223 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2025-04-16 17:20:05.98176 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2025-04-16 17:20:06.167068 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2025-04-16 17:20:06.380095 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2025-04-16 17:20:06.593784 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2025-04-16 17:20:06.778863 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2025-04-16 17:20:06.977855 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2025-04-16 17:20:07.189506 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2025-04-16 17:20:07.433674 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2025-04-16 17:20:07.633951 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2025-04-16 17:20:07.826074 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2025-04-16 17:20:08.04281 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2025-04-16 17:20:08.229761 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2025-04-16 17:20:08.458569 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2025-04-16 17:20:08.662486 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2025-04-16 17:20:08.878237 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2025-04-16 17:20:09.081071 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2025-04-16 17:20:09.299211 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2025-04-16 17:20:09.520976 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2025-04-16 17:20:09.747742 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2025-04-16 17:20:09.956194 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2025-04-16 17:20:10.184644 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2025-04-16 17:20:10.412936 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2025-04-16 17:20:10.654648 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2025-04-16 17:20:10.866254 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2025-04-16 17:20:11.083036 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2025-04-16 17:20:11.291407 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2025-04-16 17:20:11.516225 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2025-04-16 17:20:11.739659 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2025-04-16 17:20:11.922639 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2025-04-16 17:20:12.117536 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2025-04-16 17:20:12.335146 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2025-04-16 17:20:12.556668 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2025-04-16 17:20:12.785298 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2025-04-16 17:20:12.994819 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2025-04-16 17:20:13.201448 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2025-04-16 17:20:13.398219 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2025-04-16 17:20:13.606251 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2025-04-16 17:20:13.822964 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2025-04-16 17:20:14.025042 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2025-04-16 17:20:14.213863 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2025-04-16 17:20:14.409277 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2025-04-16 17:20:14.631053 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2025-04-16 17:20:14.816807 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2025-04-16 17:20:15.023353 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2025-04-16 17:20:15.215985 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2025-04-16 17:20:15.408305 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2025-04-16 17:20:15.641099 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2025-04-16 17:20:15.829723 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2025-04-16 17:20:16.020142 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2025-04-16 17:20:16.206328 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2025-04-16 17:20:16.407023 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2025-04-16 17:20:16.63504 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2025-04-16 17:20:16.834818 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2025-04-16 17:20:17.02414 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2025-04-16 17:20:17.211009 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2025-04-16 17:20:17.40093 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2025-04-16 17:20:17.607542 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2025-04-16 17:20:17.801155 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2025-04-16 17:20:17.978291 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2025-04-16 17:20:18.201413 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2025-04-16 17:20:18.418658 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2025-04-16 17:20:18.621051 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2025-04-16 17:20:18.791267 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2025-04-16 17:20:18.979935 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2025-04-16 17:20:19.167647 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2025-04-16 17:20:19.400234 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2025-04-16 17:20:19.62085 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2025-04-16 17:20:19.818729 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2025-04-16 17:20:20.026612 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2025-04-16 17:20:20.229101 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2025-04-16 17:20:20.463087 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2025-04-16 17:20:20.665856 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2025-04-16 17:20:20.855126 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2025-04-16 17:20:21.03206 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2025-04-16 17:20:21.227477 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2025-04-16 17:20:22.123444 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2025-04-16 17:20:22.31482 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2025-04-16 17:20:22.496556 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2025-04-16 17:20:22.695922 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2025-04-16 17:20:22.888487 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2025-04-16 17:20:23.060327 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2025-04-16 17:20:23.237207 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2025-04-16 17:20:23.429287 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2025-04-16 17:20:23.625226 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2025-04-16 17:20:23.831442 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2025-04-16 17:20:24.03139 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2025-04-16 17:20:24.200347 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2025-04-16 17:20:24.370178 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2025-04-16 17:20:24.559287 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2025-04-16 17:20:24.752902 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2025-04-16 17:20:24.954171 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2025-04-16 17:20:25.12773 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2025-04-16 17:20:25.306221 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2025-04-16 17:20:25.509221 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2025-04-16 17:20:25.699722 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2025-04-16 17:20:25.881921 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2025-04-16 17:20:26.063757 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2025-04-16 17:20:26.259048 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2025-04-16 17:20:26.455777 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2025-04-16 17:20:26.63138 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2025-04-16 17:20:26.822576 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2025-04-16 17:20:26.995712 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2025-04-16 17:20:27.184789 INFO::Creating boxplot for categorical data, diagnosis vs F59
## 2025-04-16 17:20:27.371511 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2025-04-16 17:20:27.572384 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2025-04-16 17:20:27.768316 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2025-04-16 17:20:27.957808 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2025-04-16 17:20:28.143986 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2025-04-16 17:20:28.341181 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2025-04-16 17:20:28.54613 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2025-04-16 17:20:28.750289 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2025-04-16 17:20:28.940602 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2025-04-16 17:20:29.12329 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2025-04-16 17:20:29.314243 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2025-04-16 17:20:29.509901 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2025-04-16 17:20:29.711687 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2025-04-16 17:20:29.894004 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2025-04-16 17:20:30.093871 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2025-04-16 17:20:30.282476 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2025-04-16 17:20:30.489751 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2025-04-16 17:20:30.64803 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2025-04-16 17:20:30.830428 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2025-04-16 17:20:31.013939 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2025-04-16 17:20:31.191551 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2025-04-16 17:20:31.387442 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2025-04-16 17:20:31.578082 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2025-04-16 17:20:31.759194 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2025-04-16 17:20:31.945228 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2025-04-16 17:20:32.152281 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2025-04-16 17:20:32.361583 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2025-04-16 17:20:32.545797 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2025-04-16 17:20:32.741492 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2025-04-16 17:20:32.947784 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2025-04-16 17:20:33.165304 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2025-04-16 17:20:33.38236 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2025-04-16 17:20:33.575589 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2025-04-16 17:20:33.776971 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2025-04-16 17:20:33.97116 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2025-04-16 17:20:34.149943 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2025-04-16 17:20:34.355654 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2025-04-16 17:20:34.559374 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2025-04-16 17:20:34.754591 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2025-04-16 17:20:34.961871 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2025-04-16 17:20:35.159439 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2025-04-16 17:20:35.345044 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2025-04-16 17:20:35.529864 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2025-04-16 17:20:35.707438 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2025-04-16 17:20:35.920976 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2025-04-16 17:20:36.117963 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2025-04-16 17:20:36.33873 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2025-04-16 17:20:36.523037 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2025-04-16 17:20:36.709623 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2025-04-16 17:20:36.923918 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2025-04-16 17:20:37.094314 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2025-04-16 17:20:37.303851 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2025-04-16 17:20:37.494049 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2025-04-16 17:20:37.711853 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2025-04-16 17:20:37.945878 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2025-04-16 17:20:38.174739 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2025-04-16 17:20:38.375923 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2025-04-16 17:20:38.568524 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2025-04-16 17:20:38.788785 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2025-04-16 17:20:38.994275 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2025-04-16 17:20:39.222381 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2025-04-16 17:20:39.433149 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2025-04-16 17:20:39.634553 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2025-04-16 17:20:39.832473 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2025-04-16 17:20:40.020761 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2025-04-16 17:20:40.214521 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2025-04-16 17:20:40.412341 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2025-04-16 17:20:40.622512 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2025-04-16 17:20:40.831289 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2025-04-16 17:20:41.026061 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2025-04-16 17:20:41.241829 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2025-04-16 17:20:41.417982 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2025-04-16 17:20:41.601243 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2025-04-16 17:20:41.787184 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2025-04-16 17:20:41.99287 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2025-04-16 17:20:42.223502 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2025-04-16 17:20:42.40281 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2025-04-16 17:20:42.580082 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2025-04-16 17:20:42.757223 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2025-04-16 17:20:42.946984 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2025-04-16 17:20:43.150714 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2025-04-16 17:20:43.328193 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2025-04-16 17:20:43.502368 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2025-04-16 17:20:43.702482 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2025-04-16 17:20:43.904091 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2025-04-16 17:20:44.126617 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2025-04-16 17:20:44.3245 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2025-04-16 17:20:44.53676 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2025-04-16 17:20:44.740794 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2025-04-16 17:20:44.966755 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2025-04-16 17:20:45.17298 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2025-04-16 17:20:45.35313 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2025-04-16 17:20:45.537202 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2025-04-16 17:20:45.728953 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2025-04-16 17:20:45.915811 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2025-04-16 17:20:46.112384 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2025-04-16 17:20:46.294639 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2025-04-16 17:20:46.492651 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2025-04-16 17:20:46.688677 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2025-04-16 17:20:46.911719 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2025-04-16 17:20:47.117554 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2025-04-16 17:20:47.312117 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2025-04-16 17:20:47.518572 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2025-04-16 17:20:47.707117 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2025-04-16 17:20:47.909784 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2025-04-16 17:20:48.109452 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2025-04-16 17:20:48.317013 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2025-04-16 17:20:48.523582 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2025-04-16 17:20:48.738331 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2025-04-16 17:20:48.956588 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2025-04-16 17:20:49.137094 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2025-04-16 17:20:49.308695 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2025-04-16 17:20:49.493424 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2025-04-16 17:20:49.689402 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2025-04-16 17:20:49.916266 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2025-04-16 17:20:50.114376 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2025-04-16 17:20:50.27917 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2025-04-16 17:20:50.471034 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2025-04-16 17:20:50.678046 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2025-04-16 17:20:50.900245 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2025-04-16 17:20:51.105973 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2025-04-16 17:20:51.305538 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2025-04-16 17:20:51.519288 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2025-04-16 17:20:51.714191 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2025-04-16 17:20:51.935595 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2025-04-16 17:20:52.142062 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2025-04-16 17:20:52.333504 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2025-04-16 17:20:52.534516 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2025-04-16 17:20:52.748856 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2025-04-16 17:20:52.970041 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2025-04-16 17:20:53.157701 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2025-04-16 17:20:53.349107 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2025-04-16 17:20:53.553252 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2025-04-16 17:20:53.744 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2025-04-16 17:20:53.965223 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2025-04-16 17:20:54.163786 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2025-04-16 17:20:54.328992 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2025-04-16 17:20:54.521162 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2025-04-16 17:20:54.715862 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2025-04-16 17:20:54.935543 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2025-04-16 17:20:55.125449 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2025-04-16 17:20:55.326975 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2025-04-16 17:20:55.547838 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2025-04-16 17:20:55.757617 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2025-04-16 17:20:55.953938 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2025-04-16 17:20:56.120594 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2025-04-16 17:20:56.295635 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2025-04-16 17:20:56.492095 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2025-04-16 17:20:56.728223 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2025-04-16 17:20:56.957508 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2025-04-16 17:20:57.164955 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2025-04-16 17:20:57.358945 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2025-04-16 17:20:57.556582 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2025-04-16 17:20:57.779735 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2025-04-16 17:20:57.960747 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2025-04-16 17:20:58.144407 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2025-04-16 17:20:58.336035 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2025-04-16 17:20:58.547223 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2025-04-16 17:20:58.760368 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2025-04-16 17:20:58.950898 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2025-04-16 17:20:59.142659 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2025-04-16 17:20:59.342975 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2025-04-16 17:20:59.546622 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2025-04-16 17:20:59.767069 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2025-04-16 17:20:59.958591 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2025-04-16 17:21:00.16066 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2025-04-16 17:21:00.358671 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2025-04-16 17:21:00.572525 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2025-04-16 17:21:00.776996 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2025-04-16 17:21:00.947006 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2025-04-16 17:21:01.135053 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2025-04-16 17:21:01.339265 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2025-04-16 17:21:01.557634 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2025-04-16 17:21:01.731933 INFO::Creating boxplot for categorical data, diagnosis vs F843
## 2025-04-16 17:21:01.914454 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2025-04-16 17:21:02.074817 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2025-04-16 17:21:02.26329 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2025-04-16 17:21:02.517266 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2025-04-16 17:21:02.701717 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2025-04-16 17:21:02.876511 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2025-04-16 17:21:03.059016 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2025-04-16 17:21:03.253194 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2025-04-16 17:21:03.460617 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2025-04-16 17:21:03.635847 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2025-04-16 17:21:03.813278 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2025-04-16 17:21:03.994341 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2025-04-16 17:21:04.183163 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2025-04-16 17:21:04.409464 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2025-04-16 17:21:04.611592 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2025-04-16 17:21:04.794099 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2025-04-16 17:21:05.000918 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2025-04-16 17:21:05.200527 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2025-04-16 17:21:05.407168 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2025-04-16 17:21:05.627261 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2025-04-16 17:21:05.805893 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2025-04-16 17:21:05.985179 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2025-04-16 17:21:06.176634 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2025-04-16 17:21:06.385207 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2025-04-16 17:21:06.568658 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2025-04-16 17:21:08.84743 INFO::Plotting data for metadata number 2, antibiotics
## 2025-04-16 17:21:08.850088 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2025-04-16 17:21:09.060518 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2025-04-16 17:21:09.296961 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2025-04-16 17:21:09.51887 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2025-04-16 17:21:09.757832 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2025-04-16 17:21:09.97613 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2025-04-16 17:21:10.198933 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2025-04-16 17:21:10.414837 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2025-04-16 17:21:10.640491 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2025-04-16 17:21:10.84704 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2025-04-16 17:21:11.059595 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2025-04-16 17:21:11.273139 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2025-04-16 17:21:11.482999 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2025-04-16 17:21:11.713782 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2025-04-16 17:21:11.930555 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2025-04-16 17:21:12.147132 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2025-04-16 17:21:12.352237 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2025-04-16 17:21:12.590636 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2025-04-16 17:21:12.794487 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2025-04-16 17:21:13.009599 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2025-04-16 17:21:13.223956 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2025-04-16 17:21:13.432113 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2025-04-16 17:21:13.684019 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2025-04-16 17:21:13.925356 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2025-04-16 17:21:14.121615 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2025-04-16 17:21:14.335189 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2025-04-16 17:21:14.548641 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2025-04-16 17:21:14.788363 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2025-04-16 17:21:15.022982 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2025-04-16 17:21:15.249326 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2025-04-16 17:21:15.468949 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2025-04-16 17:21:15.717259 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2025-04-16 17:21:15.944581 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2025-04-16 17:21:16.157649 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2025-04-16 17:21:16.35953 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2025-04-16 17:21:16.582294 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2025-04-16 17:21:16.799124 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2025-04-16 17:21:17.019289 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2025-04-16 17:21:17.250294 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2025-04-16 17:21:17.481898 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2025-04-16 17:21:17.724732 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2025-04-16 17:21:17.936513 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2025-04-16 17:21:18.147532 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2025-04-16 17:21:18.370757 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2025-04-16 17:21:18.600289 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2025-04-16 17:21:18.820971 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2025-04-16 17:21:19.015493 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2025-04-16 17:21:19.215959 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2025-04-16 17:21:19.422321 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2025-04-16 17:21:19.674069 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2025-04-16 17:21:19.878813 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2025-04-16 17:21:20.090563 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2025-04-16 17:21:20.277133 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2025-04-16 17:21:20.502899 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2025-04-16 17:21:20.71889 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2025-04-16 17:21:20.93121 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2025-04-16 17:21:21.153575 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2025-04-16 17:21:21.369106 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2025-04-16 17:21:21.599758 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2025-04-16 17:21:21.807499 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2025-04-16 17:21:22.005914 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2025-04-16 17:21:22.213049 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2025-04-16 17:21:22.442066 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2025-04-16 17:21:22.634797 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2025-04-16 17:21:22.814396 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2025-04-16 17:21:23.007315 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2025-04-16 17:21:23.220183 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2025-04-16 17:21:23.481382 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2025-04-16 17:21:23.685614 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2025-04-16 17:21:23.901776 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2025-04-16 17:21:24.101111 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2025-04-16 17:21:24.332188 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2025-04-16 17:21:24.546902 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2025-04-16 17:21:24.735472 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2025-04-16 17:21:24.946744 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2025-04-16 17:21:25.148861 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2025-04-16 17:21:25.365127 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2025-04-16 17:21:25.567132 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2025-04-16 17:21:25.761324 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2025-04-16 17:21:25.950604 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2025-04-16 17:21:26.154431 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2025-04-16 17:21:26.360471 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2025-04-16 17:21:26.574906 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2025-04-16 17:21:26.779142 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2025-04-16 17:21:26.970013 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2025-04-16 17:21:27.177214 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2025-04-16 17:21:27.363463 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2025-04-16 17:21:27.538111 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2025-04-16 17:21:27.740559 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2025-04-16 17:21:27.916684 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2025-04-16 17:21:28.133903 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2025-04-16 17:21:28.335186 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2025-04-16 17:21:28.528702 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2025-04-16 17:21:28.720402 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2025-04-16 17:21:28.93072 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2025-04-16 17:21:29.131495 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2025-04-16 17:21:29.341287 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2025-04-16 17:21:29.537676 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2025-04-16 17:21:29.725597 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2025-04-16 17:21:29.955992 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2025-04-16 17:21:30.145205 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2025-04-16 17:21:30.333436 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2025-04-16 17:21:30.539277 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2025-04-16 17:21:30.774688 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2025-04-16 17:21:30.997514 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2025-04-16 17:21:31.17804 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2025-04-16 17:21:31.378673 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2025-04-16 17:21:31.566652 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2025-04-16 17:21:31.794234 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2025-04-16 17:21:32.012844 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2025-04-16 17:21:32.219352 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2025-04-16 17:21:32.419003 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2025-04-16 17:21:32.645055 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2025-04-16 17:21:32.831491 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2025-04-16 17:21:33.029716 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2025-04-16 17:21:33.233472 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2025-04-16 17:21:33.414352 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2025-04-16 17:21:33.656421 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2025-04-16 17:21:33.864255 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2025-04-16 17:21:34.06098 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2025-04-16 17:21:34.272105 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2025-04-16 17:21:34.492131 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2025-04-16 17:21:34.712868 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2025-04-16 17:21:34.909151 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2025-04-16 17:21:35.113749 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2025-04-16 17:21:35.350125 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2025-04-16 17:21:35.58042 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2025-04-16 17:21:35.789586 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2025-04-16 17:21:35.987668 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2025-04-16 17:21:36.189548 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2025-04-16 17:21:36.421051 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2025-04-16 17:21:36.636804 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2025-04-16 17:21:36.870639 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2025-04-16 17:21:37.091225 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2025-04-16 17:21:37.297133 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2025-04-16 17:21:37.552977 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2025-04-16 17:21:37.767298 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2025-04-16 17:21:37.975296 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2025-04-16 17:21:38.189392 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2025-04-16 17:21:38.444733 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2025-04-16 17:21:38.676445 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2025-04-16 17:21:38.916089 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2025-04-16 17:21:39.104501 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2025-04-16 17:21:39.318693 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2025-04-16 17:21:39.561162 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2025-04-16 17:21:39.773697 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2025-04-16 17:21:39.986205 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2025-04-16 17:21:40.185041 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2025-04-16 17:21:40.415807 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2025-04-16 17:21:40.6185 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2025-04-16 17:21:40.820255 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2025-04-16 17:21:41.023585 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2025-04-16 17:21:41.23501 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2025-04-16 17:21:41.448675 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2025-04-16 17:21:41.653427 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2025-04-16 17:21:41.860244 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2025-04-16 17:21:42.063378 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2025-04-16 17:21:42.292394 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2025-04-16 17:21:42.494474 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2025-04-16 17:21:42.701243 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2025-04-16 17:21:42.885785 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2025-04-16 17:21:43.197092 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2025-04-16 17:21:43.413943 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2025-04-16 17:21:43.650894 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2025-04-16 17:21:43.877622 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2025-04-16 17:21:44.092639 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2025-04-16 17:21:44.336198 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2025-04-16 17:21:44.572348 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2025-04-16 17:21:44.79552 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2025-04-16 17:21:45.018451 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2025-04-16 17:21:45.260742 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2025-04-16 17:21:45.476432 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2025-04-16 17:21:45.690397 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2025-04-16 17:21:45.926589 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2025-04-16 17:21:46.157798 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2025-04-16 17:21:46.401414 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2025-04-16 17:21:46.616792 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2025-04-16 17:21:46.830466 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2025-04-16 17:21:47.03896 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2025-04-16 17:21:47.250512 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2025-04-16 17:21:47.478228 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2025-04-16 17:21:47.690935 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2025-04-16 17:21:47.907876 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2025-04-16 17:21:48.109698 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2025-04-16 17:21:48.341289 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2025-04-16 17:21:48.563579 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2025-04-16 17:21:48.773331 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2025-04-16 17:21:48.971689 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2025-04-16 17:21:49.160651 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2025-04-16 17:21:49.388612 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2025-04-16 17:21:49.576889 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2025-04-16 17:21:49.781519 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2025-04-16 17:21:49.994866 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2025-04-16 17:21:50.233466 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2025-04-16 17:21:50.433497 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2025-04-16 17:21:50.628079 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2025-04-16 17:21:50.820175 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2025-04-16 17:21:51.031304 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2025-04-16 17:21:51.277876 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2025-04-16 17:21:51.483323 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2025-04-16 17:21:51.707287 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2025-04-16 17:21:51.920787 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2025-04-16 17:21:52.149653 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2025-04-16 17:21:52.36155 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2025-04-16 17:21:52.581526 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2025-04-16 17:21:52.800693 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2025-04-16 17:21:53.015514 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2025-04-16 17:21:53.263036 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2025-04-16 17:21:53.475129 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2025-04-16 17:21:53.691501 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2025-04-16 17:21:53.914543 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2025-04-16 17:21:54.146635 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2025-04-16 17:21:54.363878 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2025-04-16 17:21:54.572229 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2025-04-16 17:21:54.790861 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2025-04-16 17:21:54.997008 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2025-04-16 17:21:55.221117 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2025-04-16 17:21:55.432934 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2025-04-16 17:21:55.639287 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2025-04-16 17:21:55.85131 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2025-04-16 17:21:56.078857 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2025-04-16 17:21:56.287948 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2025-04-16 17:21:56.492619 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2025-04-16 17:21:56.695501 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2025-04-16 17:21:56.900572 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2025-04-16 17:21:57.134482 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2025-04-16 17:21:57.325697 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2025-04-16 17:21:57.519637 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2025-04-16 17:21:57.723251 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2025-04-16 17:21:57.945015 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2025-04-16 17:21:58.149978 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2025-04-16 17:21:58.339857 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2025-04-16 17:21:58.523415 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2025-04-16 17:21:58.744596 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2025-04-16 17:21:58.976561 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2025-04-16 17:21:59.200378 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2025-04-16 17:21:59.401441 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2025-04-16 17:21:59.632134 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2025-04-16 17:21:59.860321 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2025-04-16 17:22:00.068199 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2025-04-16 17:22:00.27856 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2025-04-16 17:22:00.494904 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2025-04-16 17:22:00.718086 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2025-04-16 17:22:00.938158 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2025-04-16 17:22:01.145371 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2025-04-16 17:22:01.364132 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2025-04-16 17:22:01.568658 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2025-04-16 17:22:01.795483 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2025-04-16 17:22:01.988019 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2025-04-16 17:22:02.193367 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2025-04-16 17:22:02.396397 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2025-04-16 17:22:02.631084 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2025-04-16 17:22:02.831067 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2025-04-16 17:22:03.028418 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2025-04-16 17:22:03.234325 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2025-04-16 17:22:03.422106 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2025-04-16 17:22:03.691311 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2025-04-16 17:22:03.891135 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2025-04-16 17:22:04.08855 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2025-04-16 17:22:04.306171 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2025-04-16 17:22:04.531742 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2025-04-16 17:22:04.752521 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2025-04-16 17:22:04.980078 INFO::Creating boxplot for categorical data, antibiotics vs F416
## 2025-04-16 17:22:05.202694 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2025-04-16 17:22:05.413733 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2025-04-16 17:22:05.652928 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2025-04-16 17:22:05.857236 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2025-04-16 17:22:06.076701 INFO::Creating boxplot for categorical data, antibiotics vs F846
## 2025-04-16 17:22:06.283951 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2025-04-16 17:22:06.492122 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2025-04-16 17:22:06.749635 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2025-04-16 17:22:06.963503 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2025-04-16 17:22:07.18147 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2025-04-16 17:22:07.406842 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2025-04-16 17:22:07.689436 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2025-04-16 17:22:07.92591 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2025-04-16 17:22:08.175236 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2025-04-16 17:22:08.416124 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2025-04-16 17:22:08.63086 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2025-04-16 17:22:08.907775 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2025-04-16 17:22:09.152304 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2025-04-16 17:22:09.397082 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2025-04-16 17:22:09.641092 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2025-04-16 17:22:09.906541 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2025-04-16 17:22:10.15243 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2025-04-16 17:22:10.379427 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2025-04-16 17:22:10.619948 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2025-04-16 17:22:10.850697 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2025-04-16 17:22:11.101428 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2025-04-16 17:22:11.329642 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2025-04-16 17:22:11.557345 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2025-04-16 17:22:11.783893 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2025-04-16 17:22:12.028703 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2025-04-16 17:22:12.266225 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2025-04-16 17:22:12.484507 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2025-04-16 17:22:12.693433 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2025-04-16 17:22:12.897944 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2025-04-16 17:22:13.161889 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2025-04-16 17:22:13.39542 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2025-04-16 17:22:13.637425 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2025-04-16 17:22:13.877142 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2025-04-16 17:22:14.144098 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2025-04-16 17:22:14.410703 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2025-04-16 17:22:14.641748 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2025-04-16 17:22:14.878432 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2025-04-16 17:22:15.119507 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2025-04-16 17:22:15.414677 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2025-04-16 17:22:15.68269 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2025-04-16 17:22:15.948167 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2025-04-16 17:22:16.19398 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2025-04-16 17:22:16.472021 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2025-04-16 17:22:16.731951 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2025-04-16 17:22:16.968497 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2025-04-16 17:22:17.222664 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2025-04-16 17:22:17.469863 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2025-04-16 17:22:17.755204 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2025-04-16 17:22:17.985225 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2025-04-16 17:22:18.246755 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2025-04-16 17:22:18.50052 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2025-04-16 17:22:18.765567 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2025-04-16 17:22:19.019489 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2025-04-16 17:22:19.270185 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2025-04-16 17:22:19.514928 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2025-04-16 17:22:19.76948 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2025-04-16 17:22:20.038828 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2025-04-16 17:22:20.282633 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2025-04-16 17:22:20.538139 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2025-04-16 17:22:20.78472 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2025-04-16 17:22:21.061487 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2025-04-16 17:22:21.29151 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2025-04-16 17:22:21.522359 INFO::Creating boxplot for categorical data, antibiotics vs F744
## 2025-04-16 17:22:21.750379 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2025-04-16 17:22:21.976782 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2025-04-16 17:22:22.265233 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2025-04-16 17:22:22.496642 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2025-04-16 17:22:22.745528 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2025-04-16 17:22:22.998151 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2025-04-16 17:22:23.278536 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2025-04-16 17:22:23.508824 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2025-04-16 17:22:23.770983 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2025-04-16 17:22:24.0056 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2025-04-16 17:22:24.26813 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2025-04-16 17:22:24.510616 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2025-04-16 17:22:24.731875 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2025-04-16 17:22:24.997311 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2025-04-16 17:22:25.250901 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2025-04-16 17:22:25.530043 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2025-04-16 17:22:25.772976 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2025-04-16 17:22:25.972773 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2025-04-16 17:22:26.18813 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2025-04-16 17:22:27.199156 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2025-04-16 17:22:27.419164 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2025-04-16 17:22:27.669508 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2025-04-16 17:22:27.922528 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2025-04-16 17:22:28.154325 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2025-04-16 17:22:28.4017 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2025-04-16 17:22:28.638219 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2025-04-16 17:22:28.87462 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2025-04-16 17:22:29.11248 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2025-04-16 17:22:29.362149 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2025-04-16 17:22:29.609708 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2025-04-16 17:22:29.841199 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2025-04-16 17:22:30.06505 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2025-04-16 17:22:30.301307 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2025-04-16 17:22:30.525712 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2025-04-16 17:22:30.747331 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2025-04-16 17:22:30.976326 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2025-04-16 17:22:31.187622 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2025-04-16 17:22:31.410826 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2025-04-16 17:22:31.638651 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2025-04-16 17:22:31.857611 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2025-04-16 17:22:32.091619 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2025-04-16 17:22:32.31958 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2025-04-16 17:22:32.568874 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2025-04-16 17:22:32.795727 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2025-04-16 17:22:33.010317 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2025-04-16 17:22:33.235631 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2025-04-16 17:22:33.466601 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2025-04-16 17:22:33.719978 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2025-04-16 17:22:33.961763 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2025-04-16 17:22:34.182038 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2025-04-16 17:22:34.412854 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2025-04-16 17:22:34.661366 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2025-04-16 17:22:34.915736 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2025-04-16 17:22:35.173027 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2025-04-16 17:22:35.407041 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2025-04-16 17:22:35.647492 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2025-04-16 17:22:35.917427 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2025-04-16 17:22:36.153626 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2025-04-16 17:22:36.390538 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2025-04-16 17:22:36.626726 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2025-04-16 17:22:36.861935 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2025-04-16 17:22:37.116221 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2025-04-16 17:22:37.35104 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2025-04-16 17:22:37.57494 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2025-04-16 17:22:37.811589 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2025-04-16 17:22:38.047642 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2025-04-16 17:22:38.295061 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2025-04-16 17:22:38.530181 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2025-04-16 17:22:38.764701 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2025-04-16 17:22:39.04134 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2025-04-16 17:22:39.304358 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2025-04-16 17:22:39.531225 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2025-04-16 17:22:39.770148 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2025-04-16 17:22:39.978214 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2025-04-16 17:22:40.200315 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2025-04-16 17:22:40.395384 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2025-04-16 17:22:40.57269 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2025-04-16 17:22:40.795338 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2025-04-16 17:22:41.004583 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2025-04-16 17:22:41.248053 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2025-04-16 17:22:41.448035 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2025-04-16 17:22:41.673139 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2025-04-16 17:22:41.92181 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2025-04-16 17:22:42.146197 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2025-04-16 17:22:42.383114 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2025-04-16 17:22:42.587058 INFO::Creating boxplot for categorical data, antibiotics vs F672
## 2025-04-16 17:22:42.804679 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2025-04-16 17:22:43.042234 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2025-04-16 17:22:43.27751 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2025-04-16 17:22:43.50304 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2025-04-16 17:22:43.703821 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2025-04-16 17:22:43.905936 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2025-04-16 17:22:44.124542 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2025-04-16 17:22:44.347888 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2025-04-16 17:22:44.55231 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2025-04-16 17:22:44.795399 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2025-04-16 17:22:45.033056 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2025-04-16 17:22:45.287794 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2025-04-16 17:22:45.521075 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2025-04-16 17:22:45.730485 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2025-04-16 17:22:45.967763 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2025-04-16 17:22:46.203293 INFO::Creating boxplot for categorical data, antibiotics vs F754
## 2025-04-16 17:22:46.425027 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2025-04-16 17:22:46.631707 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2025-04-16 17:22:46.843387 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2025-04-16 17:22:47.048772 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2025-04-16 17:22:49.318542 INFO::Plotting data for metadata number 3, age
## 2025-04-16 17:22:49.320852 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:49.653884 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:49.942903 INFO::Creating scatter plot for continuous data, age vs F356
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:50.170163 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:50.411238 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()`).
## 2025-04-16 17:22:50.655314 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()`).
## 2025-04-16 17:22:50.907719 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:51.126374 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()`).
## 2025-04-16 17:22:51.393632 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:51.619728 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:51.829351 INFO::Creating scatter plot for continuous data, age vs F483
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:52.06695 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()`).
## 2025-04-16 17:22:52.289172 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()`).
## 2025-04-16 17:22:52.528587 INFO::Creating scatter plot for continuous data, age vs F211
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:52.75094 INFO::Creating scatter plot for continuous data, age vs F732
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:52.978641 INFO::Creating scatter plot for continuous data, age vs F222
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:53.182471 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()`).
## 2025-04-16 17:22:53.43479 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()`).
## 2025-04-16 17:22:53.643728 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()`).
## 2025-04-16 17:22:53.87942 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:54.064103 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:54.375625 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()`).
## 2025-04-16 17:22:54.571721 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:54.759028 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()`).
## 2025-04-16 17:22:54.968831 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:55.176056 INFO::Creating scatter plot for continuous data, age vs F623
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:55.369618 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()`).
## 2025-04-16 17:22:55.615718 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()`).
## 2025-04-16 17:22:55.85972 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:56.104067 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:56.317034 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:56.507774 INFO::Creating scatter plot for continuous data, age vs F285
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:56.732318 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:56.919704 INFO::Creating scatter plot for continuous data, age vs F894
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:57.146578 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()`).
## 2025-04-16 17:22:57.345099 INFO::Creating scatter plot for continuous data, age vs F32
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:57.5536 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()`).
## 2025-04-16 17:22:57.768924 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:57.990424 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:58.176063 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()`).
## 2025-04-16 17:22:58.379077 INFO::Creating scatter plot for continuous data, age vs F513
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:58.587476 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()`).
## 2025-04-16 17:22:58.820362 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()`).
## 2025-04-16 17:22:59.017212 INFO::Creating scatter plot for continuous data, age vs F793
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:59.215191 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()`).
## 2025-04-16 17:22:59.412031 INFO::Creating scatter plot for continuous data, age vs F541
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:22:59.61595 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:59.800899 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:22:59.983063 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()`).
## 2025-04-16 17:23:00.210691 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:00.426761 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()`).
## 2025-04-16 17:23:00.626622 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()`).
## 2025-04-16 17:23:00.824099 INFO::Creating scatter plot for continuous data, age vs F735
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:01.030119 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:01.25528 INFO::Creating scatter plot for continuous data, age vs F635
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:01.462939 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()`).
## 2025-04-16 17:23:01.673238 INFO::Creating scatter plot for continuous data, age vs F652
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:01.896443 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()`).
## 2025-04-16 17:23:02.137613 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:02.325789 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:02.525004 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()`).
## 2025-04-16 17:23:02.727727 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:02.951311 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:03.126938 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()`).
## 2025-04-16 17:23:03.325576 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:03.532432 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()`).
## 2025-04-16 17:23:03.782731 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()`).
## 2025-04-16 17:23:04.006482 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:04.200233 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:04.410039 INFO::Creating scatter plot for continuous data, age vs F19
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:04.64426 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:04.821208 INFO::Creating scatter plot for continuous data, age vs F859
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:05.025802 INFO::Creating scatter plot for continuous data, age vs F522
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:05.239334 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()`).
## 2025-04-16 17:23:05.466534 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:05.655033 INFO::Creating scatter plot for continuous data, age vs F782
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:05.85295 INFO::Creating scatter plot for continuous data, age vs F839
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:06.075378 INFO::Creating scatter plot for continuous data, age vs F827
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:06.32219 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()`).
## 2025-04-16 17:23:06.5259 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:06.713371 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()`).
## 2025-04-16 17:23:06.938732 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()`).
## 2025-04-16 17:23:07.186735 INFO::Creating scatter plot for continuous data, age vs F877
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:07.376814 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()`).
## 2025-04-16 17:23:07.561684 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:07.758673 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:08.053304 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()`).
## 2025-04-16 17:23:08.286672 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:08.454613 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:08.66822 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:08.901524 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()`).
## 2025-04-16 17:23:09.119574 INFO::Creating scatter plot for continuous data, age vs F319
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:09.315966 INFO::Creating scatter plot for continuous data, age vs F96
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:09.525497 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()`).
## 2025-04-16 17:23:09.731817 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:09.924916 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:10.104061 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:10.283791 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:10.472351 INFO::Creating scatter plot for continuous data, age vs F147
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:10.691528 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:10.892628 INFO::Creating scatter plot for continuous data, age vs F212
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:11.124967 INFO::Creating scatter plot for continuous data, age vs F718
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:11.331853 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:11.537938 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()`).
## 2025-04-16 17:23:11.767884 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:11.953577 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:12.139563 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()`).
## 2025-04-16 17:23:12.369679 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()`).
## 2025-04-16 17:23:12.567267 INFO::Creating scatter plot for continuous data, age vs F84
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:12.777832 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:12.972912 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:13.182348 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:13.415397 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:13.610229 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:13.820182 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:14.011177 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()`).
## 2025-04-16 17:23:14.257639 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:14.468088 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()`).
## 2025-04-16 17:23:14.692316 INFO::Creating scatter plot for continuous data, age vs F152
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:14.917372 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()`).
## 2025-04-16 17:23:15.161688 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:15.368343 INFO::Creating scatter plot for continuous data, age vs F699
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:15.577405 INFO::Creating scatter plot for continuous data, age vs F846
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:15.795691 INFO::Creating scatter plot for continuous data, age vs F380
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:16.032179 INFO::Creating scatter plot for continuous data, age vs F172
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:16.264995 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:16.475664 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:16.67908 INFO::Creating scatter plot for continuous data, age vs F199
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:16.92725 INFO::Creating scatter plot for continuous data, age vs F198
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:17.151063 INFO::Creating scatter plot for continuous data, age vs F479
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:17.410972 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:17.623693 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()`).
## 2025-04-16 17:23:17.888158 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()`).
## 2025-04-16 17:23:18.108757 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()`).
## 2025-04-16 17:23:18.321926 INFO::Creating scatter plot for continuous data, age vs F609
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:18.559891 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:18.782029 INFO::Creating scatter plot for continuous data, age vs F821
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:19.021552 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:19.238397 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:19.448551 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()`).
## 2025-04-16 17:23:19.70596 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()`).
## 2025-04-16 17:23:19.923616 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()`).
## 2025-04-16 17:23:20.143667 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:20.348617 INFO::Creating scatter plot for continuous data, age vs F890
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:20.587942 INFO::Creating scatter plot for continuous data, age vs F655
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:20.814812 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:21.013723 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:21.212352 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()`).
## 2025-04-16 17:23:21.468131 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:21.682186 INFO::Creating scatter plot for continuous data, age vs F480
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:21.887253 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()`).
## 2025-04-16 17:23:22.073747 INFO::Creating scatter plot for continuous data, age vs F871
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:22.304843 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:22.498643 INFO::Creating scatter plot for continuous data, age vs F459
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:22.709024 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()`).
## 2025-04-16 17:23:22.923506 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:23.14048 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()`).
## 2025-04-16 17:23:23.345915 INFO::Creating scatter plot for continuous data, age vs F754
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-16 17:23:23.554458 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:23.734451 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()`).
## 2025-04-16 17:23:23.976657 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-16 17:23:24.165151 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()`).
## 2025-04-16 17:23:24.376325 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()`).
## 2025-04-16 17:23:24.60234 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()`).
## `geom_smooth()` using formula = 'y ~ x'
## `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()`).
## `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()`).
## `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'
## `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'
## 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
## 2025-04-16 17:23:27.050166 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2025-04-16 17:23:27.059411 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2025-04-16 17:23:27.083717 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 4.5.0 RC (2025-04-04 r88126)
## Platform: x86_64-apple-darwin20
## Running under: macOS Monterey 12.7.6
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.5-x86_64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.5-x86_64/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_1.12.0 SummarizedExperiment_1.38.0
## [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_0.1.3 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_4.5.0 RSQLite_2.3.9 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_0.34.0
## [28] BiocParallel_1.42.0 psych_2.5.3 Maaslin2_1.22.0
## [31] parallel_4.5.0 cluster_2.1.8.1 biglm_0.9-3
## [34] R6_2.6.1 RColorBrewer_1.1-3 bslib_0.9.0
## [37] stringi_1.8.7 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_4.5.0 nnet_7.3-20
## [49] tidyselect_1.2.1 rstudioapi_0.17.1 abind_1.4-8
## [52] yaml_2.3.10 doParallel_1.0.17 codetools_0.2-20
## [55] plyr_1.8.9 lattice_0.22-7 tibble_3.2.1
## [58] withr_3.0.2 KEGGREST_1.48.0 evaluate_1.0.3
## [61] foreign_0.8-90 survival_3.8-3 getopt_1.20.4
## [64] Biostrings_2.76.0 pillar_1.10.2 BiocManager_1.30.25
## [67] checkmate_2.3.2 foreach_1.5.2 pcaPP_2.0-5
## [70] ggplot2_3.5.2 munsell_0.5.1 scales_1.3.0
## [73] glue_1.8.0 Hmisc_5.2-3 tools_4.5.0
## [76] robustbase_0.99-4-1 data.table_1.17.0 mvtnorm_1.3-3
## [79] fastcluster_1.2.6 grid_4.5.0 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_3.6.4 S4Arrays_1.8.0
## [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] farver_2.1.2 htmlwidgets_1.6.4 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.