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)
## 2025-04-15 17:59:54.150777 INFO::Creating output folder.
## 2025-04-15 17:59:54.156519 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2025-04-15 17:59:54.178136 INFO::Summarized Experiment created.
## 2025-04-15 17:59:54.178772 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.
## 2025-04-15 17:59:56.290477 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2025-04-15 17:59:56.29144 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.
## 2025-04-15 17:59:57.678049 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"
## 2025-04-15 17:59:58.328124 INFO::Writing function arguments to log file
## 2025-04-15 17:59:58.330394 INFO::Verifying options selected are valid
## 2025-04-15 17:59:58.349375 INFO::Determining format of input files
## 2025-04-15 17:59:58.349981 INFO::Input format is data samples as columns and metadata samples as rows
## 2025-04-15 17:59:58.35687 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2025-04-15 17:59:58.357509 INFO::Filter data based on min abundance and min prevalence
## 2025-04-15 17:59:58.357767 INFO::Total samples in data: 102
## 2025-04-15 17:59:58.35801 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2025-04-15 17:59:58.362604 INFO::Total filtered features: 0
## 2025-04-15 17:59:58.362972 INFO::Filtered feature names from abundance and prevalence filtering:
## 2025-04-15 17:59:58.369755 INFO::Total filtered features with variance filtering: 0
## 2025-04-15 17:59:58.370149 INFO::Filtered feature names from variance filtering:
## 2025-04-15 17:59:58.370414 INFO::Running selected normalization method: NONE
## 2025-04-15 17:59:58.370703 INFO::Applying z-score to standardize continuous metadata
## 2025-04-15 17:59:58.381274 INFO::Running selected transform method: NONE
## 2025-04-15 17:59:58.381714 INFO::Running selected analysis method: LM
## 2025-04-15 17:59:58.384139 INFO::Fitting model to feature number 1, F1
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## 2025-04-15 17:59:58.595691 INFO::Fitting model to feature number 183, F189
## 2025-04-15 17:59:58.596767 INFO::Fitting model to feature number 184, F190
## 2025-04-15 17:59:58.597851 INFO::Fitting model to feature number 185, F191
## 2025-04-15 17:59:58.598989 INFO::Fitting model to feature number 186, F192
## 2025-04-15 17:59:58.60007 INFO::Fitting model to feature number 187, F193
## 2025-04-15 17:59:58.601158 INFO::Fitting model to feature number 188, F194
## 2025-04-15 17:59:58.602347 INFO::Fitting model to feature number 189, F195
## 2025-04-15 17:59:58.603463 INFO::Fitting model to feature number 190, F196
## 2025-04-15 17:59:58.604555 INFO::Fitting model to feature number 191, F197
## 2025-04-15 17:59:58.605649 INFO::Fitting model to feature number 192, F198
## 2025-04-15 17:59:58.606793 INFO::Fitting model to feature number 193, F199
## 2025-04-15 17:59:58.607873 INFO::Fitting model to feature number 194, F200
## 2025-04-15 17:59:58.608971 INFO::Fitting model to feature number 195, F201
## 2025-04-15 17:59:58.610026 INFO::Fitting model to feature number 196, F202
## 2025-04-15 17:59:58.611102 INFO::Fitting model to feature number 197, F203
## 2025-04-15 17:59:58.612184 INFO::Fitting model to feature number 198, F204
## 2025-04-15 17:59:58.613334 INFO::Fitting model to feature number 199, F206
## 2025-04-15 17:59:58.614808 INFO::Fitting model to feature number 200, F207
## 2025-04-15 17:59:58.615977 INFO::Fitting model to feature number 201, F208
## 2025-04-15 17:59:58.617258 INFO::Fitting model to feature number 202, F209
## 2025-04-15 17:59:58.618461 INFO::Fitting model to feature number 203, F210
## 2025-04-15 17:59:58.619596 INFO::Fitting model to feature number 204, F211
## 2025-04-15 17:59:58.620788 INFO::Fitting model to feature number 205, F212
## 2025-04-15 17:59:58.62197 INFO::Fitting model to feature number 206, F213
## 2025-04-15 17:59:58.62312 INFO::Fitting model to feature number 207, F214
## 2025-04-15 17:59:58.624231 INFO::Fitting model to feature number 208, F215
## 2025-04-15 17:59:58.625334 INFO::Fitting model to feature number 209, F216
## 2025-04-15 17:59:58.626444 INFO::Fitting model to feature number 210, F217
## 2025-04-15 17:59:58.627538 INFO::Fitting model to feature number 211, F218
## 2025-04-15 17:59:58.62864 INFO::Fitting model to feature number 212, F219
## 2025-04-15 17:59:58.629742 INFO::Fitting model to feature number 213, F220
## 2025-04-15 17:59:58.630845 INFO::Fitting model to feature number 214, F221
## 2025-04-15 17:59:58.63217 INFO::Fitting model to feature number 215, F222
## 2025-04-15 17:59:58.633389 INFO::Fitting model to feature number 216, F223
## 2025-04-15 17:59:58.63454 INFO::Fitting model to feature number 217, F224
## 2025-04-15 17:59:58.635673 INFO::Fitting model to feature number 218, F225
## 2025-04-15 17:59:58.636787 INFO::Fitting model to feature number 219, F226
## 2025-04-15 17:59:58.637902 INFO::Fitting model to feature number 220, F227
## 2025-04-15 17:59:58.661419 INFO::Fitting model to feature number 221, F228
## 2025-04-15 17:59:58.662747 INFO::Fitting model to feature number 222, F229
## 2025-04-15 17:59:58.663897 INFO::Fitting model to feature number 223, F230
## 2025-04-15 17:59:58.665031 INFO::Fitting model to feature number 224, F231
## 2025-04-15 17:59:58.66618 INFO::Fitting model to feature number 225, F232
## 2025-04-15 17:59:58.667278 INFO::Fitting model to feature number 226, F233
## 2025-04-15 17:59:58.668412 INFO::Fitting model to feature number 227, F234
## 2025-04-15 17:59:58.669525 INFO::Fitting model to feature number 228, F235
## 2025-04-15 17:59:58.670653 INFO::Fitting model to feature number 229, F236
## 2025-04-15 17:59:58.671761 INFO::Fitting model to feature number 230, F237
## 2025-04-15 17:59:58.672853 INFO::Fitting model to feature number 231, F238
## 2025-04-15 17:59:58.673948 INFO::Fitting model to feature number 232, F239
## 2025-04-15 17:59:58.675037 INFO::Fitting model to feature number 233, F240
## 2025-04-15 17:59:58.676137 INFO::Fitting model to feature number 234, F241
## 2025-04-15 17:59:58.677272 INFO::Fitting model to feature number 235, F242
## 2025-04-15 17:59:58.678378 INFO::Fitting model to feature number 236, F243
## 2025-04-15 17:59:58.679488 INFO::Fitting model to feature number 237, F244
## 2025-04-15 17:59:58.680622 INFO::Fitting model to feature number 238, F245
## 2025-04-15 17:59:58.681743 INFO::Fitting model to feature number 239, F246
## 2025-04-15 17:59:58.683603 INFO::Fitting model to feature number 240, F247
## 2025-04-15 17:59:58.685114 INFO::Fitting model to feature number 241, F248
## 2025-04-15 17:59:58.686348 INFO::Fitting model to feature number 242, F249
## 2025-04-15 17:59:58.687519 INFO::Fitting model to feature number 243, F250
## 2025-04-15 17:59:58.688661 INFO::Fitting model to feature number 244, F252
## 2025-04-15 17:59:58.689811 INFO::Fitting model to feature number 245, F253
## 2025-04-15 17:59:58.690946 INFO::Fitting model to feature number 246, F254
## 2025-04-15 17:59:58.692146 INFO::Fitting model to feature number 247, F255
## 2025-04-15 17:59:58.693286 INFO::Fitting model to feature number 248, F256
## 2025-04-15 17:59:58.694391 INFO::Fitting model to feature number 249, F257
## 2025-04-15 17:59:58.695501 INFO::Fitting model to feature number 250, F259
## 2025-04-15 17:59:58.696617 INFO::Fitting model to feature number 251, F260
## 2025-04-15 17:59:58.697762 INFO::Fitting model to feature number 252, F261
## 2025-04-15 17:59:58.698878 INFO::Fitting model to feature number 253, F262
## 2025-04-15 17:59:58.700035 INFO::Fitting model to feature number 254, F263
## 2025-04-15 17:59:58.701159 INFO::Fitting model to feature number 255, F264
## 2025-04-15 17:59:58.702292 INFO::Fitting model to feature number 256, F265
## 2025-04-15 17:59:58.703604 INFO::Fitting model to feature number 257, F266
## 2025-04-15 17:59:58.704939 INFO::Fitting model to feature number 258, F267
## 2025-04-15 17:59:58.70617 INFO::Fitting model to feature number 259, F269
## 2025-04-15 17:59:58.707306 INFO::Fitting model to feature number 260, F270
## 2025-04-15 17:59:58.708446 INFO::Fitting model to feature number 261, F271
## 2025-04-15 17:59:58.709546 INFO::Fitting model to feature number 262, F272
## 2025-04-15 17:59:58.710652 INFO::Fitting model to feature number 263, F273
## 2025-04-15 17:59:58.711747 INFO::Fitting model to feature number 264, F274
## 2025-04-15 17:59:58.712841 INFO::Fitting model to feature number 265, F276
## 2025-04-15 17:59:58.713941 INFO::Fitting model to feature number 266, F277
## 2025-04-15 17:59:58.715046 INFO::Fitting model to feature number 267, F278
## 2025-04-15 17:59:58.716169 INFO::Fitting model to feature number 268, F279
## 2025-04-15 17:59:58.717279 INFO::Fitting model to feature number 269, F280
## 2025-04-15 17:59:58.718384 INFO::Fitting model to feature number 270, F281
## 2025-04-15 17:59:58.719492 INFO::Fitting model to feature number 271, F282
## 2025-04-15 17:59:58.720603 INFO::Fitting model to feature number 272, F283
## 2025-04-15 17:59:58.721701 INFO::Fitting model to feature number 273, F284
## 2025-04-15 17:59:58.722818 INFO::Fitting model to feature number 274, F285
## 2025-04-15 17:59:58.72394 INFO::Fitting model to feature number 275, F286
## 2025-04-15 17:59:58.725042 INFO::Fitting model to feature number 276, F287
## 2025-04-15 17:59:58.726187 INFO::Fitting model to feature number 277, F288
## 2025-04-15 17:59:58.727318 INFO::Fitting model to feature number 278, F289
## 2025-04-15 17:59:58.728424 INFO::Fitting model to feature number 279, F290
## 2025-04-15 17:59:58.729538 INFO::Fitting model to feature number 280, F292
## 2025-04-15 17:59:58.730659 INFO::Fitting model to feature number 281, F293
## 2025-04-15 17:59:58.731777 INFO::Fitting model to feature number 282, F294
## 2025-04-15 17:59:58.732898 INFO::Fitting model to feature number 283, F295
## 2025-04-15 17:59:58.734036 INFO::Fitting model to feature number 284, F296
## 2025-04-15 17:59:58.735172 INFO::Fitting model to feature number 285, F297
## 2025-04-15 17:59:58.736344 INFO::Fitting model to feature number 286, F298
## 2025-04-15 17:59:58.737547 INFO::Fitting model to feature number 287, F299
## 2025-04-15 17:59:58.738736 INFO::Fitting model to feature number 288, F300
## 2025-04-15 17:59:58.739927 INFO::Fitting model to feature number 289, F301
## 2025-04-15 17:59:58.741112 INFO::Fitting model to feature number 290, F302
## 2025-04-15 17:59:58.742284 INFO::Fitting model to feature number 291, F303
## 2025-04-15 17:59:58.74344 INFO::Fitting model to feature number 292, F304
## 2025-04-15 17:59:58.74462 INFO::Fitting model to feature number 293, F305
## 2025-04-15 17:59:58.745746 INFO::Fitting model to feature number 294, F306
## 2025-04-15 17:59:58.746877 INFO::Fitting model to feature number 295, F307
## 2025-04-15 17:59:58.748014 INFO::Fitting model to feature number 296, F308
## 2025-04-15 17:59:58.749165 INFO::Fitting model to feature number 297, F309
## 2025-04-15 17:59:58.750323 INFO::Fitting model to feature number 298, F310
## 2025-04-15 17:59:58.751472 INFO::Fitting model to feature number 299, F311
## 2025-04-15 17:59:58.752578 INFO::Fitting model to feature number 300, F312
## 2025-04-15 17:59:58.753682 INFO::Fitting model to feature number 301, F313
## 2025-04-15 17:59:58.754861 INFO::Fitting model to feature number 302, F315
## 2025-04-15 17:59:58.75596 INFO::Fitting model to feature number 303, F316
## 2025-04-15 17:59:58.757061 INFO::Fitting model to feature number 304, F317
## 2025-04-15 17:59:58.758177 INFO::Fitting model to feature number 305, F318
## 2025-04-15 17:59:58.759257 INFO::Fitting model to feature number 306, F319
## 2025-04-15 17:59:58.760337 INFO::Fitting model to feature number 307, F320
## 2025-04-15 17:59:58.761422 INFO::Fitting model to feature number 308, F321
## 2025-04-15 17:59:58.762506 INFO::Fitting model to feature number 309, F322
## 2025-04-15 17:59:58.763613 INFO::Fitting model to feature number 310, F323
## 2025-04-15 17:59:58.764707 INFO::Fitting model to feature number 311, F324
## 2025-04-15 17:59:58.765816 INFO::Fitting model to feature number 312, F325
## 2025-04-15 17:59:58.76691 INFO::Fitting model to feature number 313, F326
## 2025-04-15 17:59:58.767993 INFO::Fitting model to feature number 314, F327
## 2025-04-15 17:59:58.769076 INFO::Fitting model to feature number 315, F328
## 2025-04-15 17:59:58.770169 INFO::Fitting model to feature number 316, F329
## 2025-04-15 17:59:58.771258 INFO::Fitting model to feature number 317, F330
## 2025-04-15 17:59:58.772356 INFO::Fitting model to feature number 318, F331
## 2025-04-15 17:59:58.773448 INFO::Fitting model to feature number 319, F332
## 2025-04-15 17:59:58.774552 INFO::Fitting model to feature number 320, F333
## 2025-04-15 17:59:58.775663 INFO::Fitting model to feature number 321, F334
## 2025-04-15 17:59:58.77677 INFO::Fitting model to feature number 322, F335
## 2025-04-15 17:59:58.777862 INFO::Fitting model to feature number 323, F336
## 2025-04-15 17:59:58.778959 INFO::Fitting model to feature number 324, F337
## 2025-04-15 17:59:58.780042 INFO::Fitting model to feature number 325, F338
## 2025-04-15 17:59:58.781135 INFO::Fitting model to feature number 326, F339
## 2025-04-15 17:59:58.782227 INFO::Fitting model to feature number 327, F340
## 2025-04-15 17:59:58.783327 INFO::Fitting model to feature number 328, F342
## 2025-04-15 17:59:58.784411 INFO::Fitting model to feature number 329, F343
## 2025-04-15 17:59:58.785519 INFO::Fitting model to feature number 330, F344
## 2025-04-15 17:59:58.786616 INFO::Fitting model to feature number 331, F345
## 2025-04-15 17:59:58.787723 INFO::Fitting model to feature number 332, F346
## 2025-04-15 17:59:58.788815 INFO::Fitting model to feature number 333, F347
## 2025-04-15 17:59:58.789895 INFO::Fitting model to feature number 334, F348
## 2025-04-15 17:59:58.79099 INFO::Fitting model to feature number 335, F350
## 2025-04-15 17:59:58.792084 INFO::Fitting model to feature number 336, F351
## 2025-04-15 17:59:58.793191 INFO::Fitting model to feature number 337, F352
## 2025-04-15 17:59:58.794302 INFO::Fitting model to feature number 338, F353
## 2025-04-15 17:59:58.795411 INFO::Fitting model to feature number 339, F355
## 2025-04-15 17:59:58.796722 INFO::Fitting model to feature number 340, F356
## 2025-04-15 17:59:58.797919 INFO::Fitting model to feature number 341, F357
## 2025-04-15 17:59:58.799065 INFO::Fitting model to feature number 342, F358
## 2025-04-15 17:59:58.800167 INFO::Fitting model to feature number 343, F359
## 2025-04-15 17:59:58.801248 INFO::Fitting model to feature number 344, F360
## 2025-04-15 17:59:58.802334 INFO::Fitting model to feature number 345, F361
## 2025-04-15 17:59:58.803422 INFO::Fitting model to feature number 346, F362
## 2025-04-15 17:59:58.804547 INFO::Fitting model to feature number 347, F363
## 2025-04-15 17:59:58.805664 INFO::Fitting model to feature number 348, F364
## 2025-04-15 17:59:58.806773 INFO::Fitting model to feature number 349, F365
## 2025-04-15 17:59:58.807886 INFO::Fitting model to feature number 350, F366
## 2025-04-15 17:59:58.808999 INFO::Fitting model to feature number 351, F367
## 2025-04-15 17:59:58.810147 INFO::Fitting model to feature number 352, F368
## 2025-04-15 17:59:58.811284 INFO::Fitting model to feature number 353, F369
## 2025-04-15 17:59:58.812405 INFO::Fitting model to feature number 354, F370
## 2025-04-15 17:59:58.813555 INFO::Fitting model to feature number 355, F371
## 2025-04-15 17:59:58.814674 INFO::Fitting model to feature number 356, F372
## 2025-04-15 17:59:58.815838 INFO::Fitting model to feature number 357, F373
## 2025-04-15 17:59:58.816978 INFO::Fitting model to feature number 358, F374
## 2025-04-15 17:59:58.818098 INFO::Fitting model to feature number 359, F375
## 2025-04-15 17:59:58.819213 INFO::Fitting model to feature number 360, F376
## 2025-04-15 17:59:58.820322 INFO::Fitting model to feature number 361, F377
## 2025-04-15 17:59:58.821456 INFO::Fitting model to feature number 362, F378
## 2025-04-15 17:59:58.822641 INFO::Fitting model to feature number 363, F379
## 2025-04-15 17:59:58.823808 INFO::Fitting model to feature number 364, F380
## 2025-04-15 17:59:58.824934 INFO::Fitting model to feature number 365, F381
## 2025-04-15 17:59:58.826068 INFO::Fitting model to feature number 366, F382
## 2025-04-15 17:59:58.82723 INFO::Fitting model to feature number 367, F383
## 2025-04-15 17:59:58.828369 INFO::Fitting model to feature number 368, F384
## 2025-04-15 17:59:58.829504 INFO::Fitting model to feature number 369, F386
## 2025-04-15 17:59:58.830626 INFO::Fitting model to feature number 370, F387
## 2025-04-15 17:59:58.831781 INFO::Fitting model to feature number 371, F388
## 2025-04-15 17:59:58.832948 INFO::Fitting model to feature number 372, F389
## 2025-04-15 17:59:58.834064 INFO::Fitting model to feature number 373, F390
## 2025-04-15 17:59:58.835165 INFO::Fitting model to feature number 374, F391
## 2025-04-15 17:59:58.836287 INFO::Fitting model to feature number 375, F392
## 2025-04-15 17:59:58.837386 INFO::Fitting model to feature number 376, F393
## 2025-04-15 17:59:58.838525 INFO::Fitting model to feature number 377, F394
## 2025-04-15 17:59:58.839675 INFO::Fitting model to feature number 378, F395
## 2025-04-15 17:59:58.840808 INFO::Fitting model to feature number 379, F396
## 2025-04-15 17:59:58.841936 INFO::Fitting model to feature number 380, F397
## 2025-04-15 17:59:58.843052 INFO::Fitting model to feature number 381, F398
## 2025-04-15 17:59:58.844168 INFO::Fitting model to feature number 382, F399
## 2025-04-15 17:59:58.845276 INFO::Fitting model to feature number 383, F400
## 2025-04-15 17:59:58.846393 INFO::Fitting model to feature number 384, F401
## 2025-04-15 17:59:58.84753 INFO::Fitting model to feature number 385, F402
## 2025-04-15 17:59:58.84865 INFO::Fitting model to feature number 386, F403
## 2025-04-15 17:59:58.849763 INFO::Fitting model to feature number 387, F404
## 2025-04-15 17:59:58.850866 INFO::Fitting model to feature number 388, F406
## 2025-04-15 17:59:58.851994 INFO::Fitting model to feature number 389, F407
## 2025-04-15 17:59:58.8531 INFO::Fitting model to feature number 390, F408
## 2025-04-15 17:59:58.854202 INFO::Fitting model to feature number 391, F409
## 2025-04-15 17:59:58.855313 INFO::Fitting model to feature number 392, F410
## 2025-04-15 17:59:58.856422 INFO::Fitting model to feature number 393, F411
## 2025-04-15 17:59:58.857552 INFO::Fitting model to feature number 394, F412
## 2025-04-15 17:59:58.858754 INFO::Fitting model to feature number 395, F413
## 2025-04-15 17:59:58.859886 INFO::Fitting model to feature number 396, F414
## 2025-04-15 17:59:58.86105 INFO::Fitting model to feature number 397, F415
## 2025-04-15 17:59:58.862192 INFO::Fitting model to feature number 398, F416
## 2025-04-15 17:59:58.863323 INFO::Fitting model to feature number 399, F417
## 2025-04-15 17:59:58.86445 INFO::Fitting model to feature number 400, F418
## 2025-04-15 17:59:58.865594 INFO::Fitting model to feature number 401, F419
## 2025-04-15 17:59:58.866749 INFO::Fitting model to feature number 402, F420
## 2025-04-15 17:59:58.867873 INFO::Fitting model to feature number 403, F421
## 2025-04-15 17:59:58.869008 INFO::Fitting model to feature number 404, F422
## 2025-04-15 17:59:58.87014 INFO::Fitting model to feature number 405, F423
## 2025-04-15 17:59:58.871246 INFO::Fitting model to feature number 406, F425
## 2025-04-15 17:59:58.87236 INFO::Fitting model to feature number 407, F426
## 2025-04-15 17:59:58.873498 INFO::Fitting model to feature number 408, F428
## 2025-04-15 17:59:58.87462 INFO::Fitting model to feature number 409, F429
## 2025-04-15 17:59:58.87572 INFO::Fitting model to feature number 410, F430
## 2025-04-15 17:59:58.876826 INFO::Fitting model to feature number 411, F431
## 2025-04-15 17:59:58.87796 INFO::Fitting model to feature number 412, F432
## 2025-04-15 17:59:58.879064 INFO::Fitting model to feature number 413, F433
## 2025-04-15 17:59:58.880154 INFO::Fitting model to feature number 414, F434
## 2025-04-15 17:59:58.88124 INFO::Fitting model to feature number 415, F435
## 2025-04-15 17:59:58.882334 INFO::Fitting model to feature number 416, F436
## 2025-04-15 17:59:58.883443 INFO::Fitting model to feature number 417, F437
## 2025-04-15 17:59:58.884527 INFO::Fitting model to feature number 418, F438
## 2025-04-15 17:59:58.885618 INFO::Fitting model to feature number 419, F439
## 2025-04-15 17:59:58.886729 INFO::Fitting model to feature number 420, F440
## 2025-04-15 17:59:58.887821 INFO::Fitting model to feature number 421, F441
## 2025-04-15 17:59:58.8889 INFO::Fitting model to feature number 422, F442
## 2025-04-15 17:59:58.889975 INFO::Fitting model to feature number 423, F443
## 2025-04-15 17:59:58.891064 INFO::Fitting model to feature number 424, F444
## 2025-04-15 17:59:58.892153 INFO::Fitting model to feature number 425, F445
## 2025-04-15 17:59:58.89323 INFO::Fitting model to feature number 426, F446
## 2025-04-15 17:59:58.894317 INFO::Fitting model to feature number 427, F447
## 2025-04-15 17:59:58.895416 INFO::Fitting model to feature number 428, F448
## 2025-04-15 17:59:58.896528 INFO::Fitting model to feature number 429, F449
## 2025-04-15 17:59:58.897627 INFO::Fitting model to feature number 430, F450
## 2025-04-15 17:59:58.898728 INFO::Fitting model to feature number 431, F451
## 2025-04-15 17:59:58.899842 INFO::Fitting model to feature number 432, F452
## 2025-04-15 17:59:58.900935 INFO::Fitting model to feature number 433, F454
## 2025-04-15 17:59:58.902041 INFO::Fitting model to feature number 434, F455
## 2025-04-15 17:59:58.903137 INFO::Fitting model to feature number 435, F456
## 2025-04-15 17:59:58.904235 INFO::Fitting model to feature number 436, F457
## 2025-04-15 17:59:58.905346 INFO::Fitting model to feature number 437, F458
## 2025-04-15 17:59:58.906436 INFO::Fitting model to feature number 438, F459
## 2025-04-15 17:59:58.907575 INFO::Fitting model to feature number 439, F461
## 2025-04-15 17:59:58.908665 INFO::Fitting model to feature number 440, F462
## 2025-04-15 17:59:58.909752 INFO::Fitting model to feature number 441, F463
## 2025-04-15 17:59:58.910835 INFO::Fitting model to feature number 442, F464
## 2025-04-15 17:59:58.911926 INFO::Fitting model to feature number 443, F465
## 2025-04-15 17:59:58.913027 INFO::Fitting model to feature number 444, F466
## 2025-04-15 17:59:58.914125 INFO::Fitting model to feature number 445, F467
## 2025-04-15 17:59:58.915205 INFO::Fitting model to feature number 446, F468
## 2025-04-15 17:59:58.916292 INFO::Fitting model to feature number 447, F469
## 2025-04-15 17:59:58.917404 INFO::Fitting model to feature number 448, F470
## 2025-04-15 17:59:58.918508 INFO::Fitting model to feature number 449, F471
## 2025-04-15 17:59:58.919615 INFO::Fitting model to feature number 450, F474
## 2025-04-15 17:59:58.920725 INFO::Fitting model to feature number 451, F475
## 2025-04-15 17:59:58.921812 INFO::Fitting model to feature number 452, F476
## 2025-04-15 17:59:58.922916 INFO::Fitting model to feature number 453, F477
## 2025-04-15 17:59:58.923996 INFO::Fitting model to feature number 454, F478
## 2025-04-15 17:59:58.925088 INFO::Fitting model to feature number 455, F479
## 2025-04-15 17:59:58.926171 INFO::Fitting model to feature number 456, F480
## 2025-04-15 17:59:58.927253 INFO::Fitting model to feature number 457, F481
## 2025-04-15 17:59:58.928333 INFO::Fitting model to feature number 458, F482
## 2025-04-15 17:59:58.929417 INFO::Fitting model to feature number 459, F483
## 2025-04-15 17:59:58.930485 INFO::Fitting model to feature number 460, F484
## 2025-04-15 17:59:58.931581 INFO::Fitting model to feature number 461, F485
## 2025-04-15 17:59:58.932668 INFO::Fitting model to feature number 462, F486
## 2025-04-15 17:59:58.933783 INFO::Fitting model to feature number 463, F487
## 2025-04-15 17:59:58.934886 INFO::Fitting model to feature number 464, F488
## 2025-04-15 17:59:58.935987 INFO::Fitting model to feature number 465, F489
## 2025-04-15 17:59:58.937151 INFO::Fitting model to feature number 466, F490
## 2025-04-15 17:59:58.9388 INFO::Fitting model to feature number 467, F491
## 2025-04-15 17:59:58.940315 INFO::Fitting model to feature number 468, F492
## 2025-04-15 17:59:58.941596 INFO::Fitting model to feature number 469, F493
## 2025-04-15 17:59:58.942814 INFO::Fitting model to feature number 470, F494
## 2025-04-15 17:59:58.94403 INFO::Fitting model to feature number 471, F495
## 2025-04-15 17:59:58.945205 INFO::Fitting model to feature number 472, F496
## 2025-04-15 17:59:58.946347 INFO::Fitting model to feature number 473, F497
## 2025-04-15 17:59:58.947489 INFO::Fitting model to feature number 474, F498
## 2025-04-15 17:59:58.948626 INFO::Fitting model to feature number 475, F499
## 2025-04-15 17:59:58.949759 INFO::Fitting model to feature number 476, F500
## 2025-04-15 17:59:58.950914 INFO::Fitting model to feature number 477, F501
## 2025-04-15 17:59:58.952036 INFO::Fitting model to feature number 478, F502
## 2025-04-15 17:59:58.953166 INFO::Fitting model to feature number 479, F503
## 2025-04-15 17:59:58.954309 INFO::Fitting model to feature number 480, F504
## 2025-04-15 17:59:58.955457 INFO::Fitting model to feature number 481, F505
## 2025-04-15 17:59:58.956567 INFO::Fitting model to feature number 482, F506
## 2025-04-15 17:59:58.95768 INFO::Fitting model to feature number 483, F507
## 2025-04-15 17:59:58.958801 INFO::Fitting model to feature number 484, F508
## 2025-04-15 17:59:58.959923 INFO::Fitting model to feature number 485, F509
## 2025-04-15 17:59:58.961041 INFO::Fitting model to feature number 486, F510
## 2025-04-15 17:59:58.962153 INFO::Fitting model to feature number 487, F511
## 2025-04-15 17:59:58.963256 INFO::Fitting model to feature number 488, F512
## 2025-04-15 17:59:58.964344 INFO::Fitting model to feature number 489, F513
## 2025-04-15 17:59:58.965445 INFO::Fitting model to feature number 490, F514
## 2025-04-15 17:59:58.966562 INFO::Fitting model to feature number 491, F515
## 2025-04-15 17:59:58.96768 INFO::Fitting model to feature number 492, F516
## 2025-04-15 17:59:58.968836 INFO::Fitting model to feature number 493, F517
## 2025-04-15 17:59:58.969953 INFO::Fitting model to feature number 494, F518
## 2025-04-15 17:59:58.971081 INFO::Fitting model to feature number 495, F519
## 2025-04-15 17:59:58.972202 INFO::Fitting model to feature number 496, F520
## 2025-04-15 17:59:58.973366 INFO::Fitting model to feature number 497, F521
## 2025-04-15 17:59:58.974472 INFO::Fitting model to feature number 498, F522
## 2025-04-15 17:59:58.975555 INFO::Fitting model to feature number 499, F523
## 2025-04-15 17:59:58.976657 INFO::Fitting model to feature number 500, F524
## 2025-04-15 17:59:58.977763 INFO::Fitting model to feature number 501, F525
## 2025-04-15 17:59:58.978842 INFO::Fitting model to feature number 502, F526
## 2025-04-15 17:59:58.979932 INFO::Fitting model to feature number 503, F527
## 2025-04-15 17:59:58.981044 INFO::Fitting model to feature number 504, F528
## 2025-04-15 17:59:58.982155 INFO::Fitting model to feature number 505, F529
## 2025-04-15 17:59:58.983266 INFO::Fitting model to feature number 506, F530
## 2025-04-15 17:59:58.984362 INFO::Fitting model to feature number 507, F531
## 2025-04-15 17:59:58.985456 INFO::Fitting model to feature number 508, F532
## 2025-04-15 17:59:58.986573 INFO::Fitting model to feature number 509, F533
## 2025-04-15 17:59:58.987668 INFO::Fitting model to feature number 510, F534
## 2025-04-15 17:59:58.988765 INFO::Fitting model to feature number 511, F535
## 2025-04-15 17:59:58.989876 INFO::Fitting model to feature number 512, F536
## 2025-04-15 17:59:58.990974 INFO::Fitting model to feature number 513, F537
## 2025-04-15 17:59:58.992066 INFO::Fitting model to feature number 514, F539
## 2025-04-15 17:59:58.993167 INFO::Fitting model to feature number 515, F540
## 2025-04-15 17:59:58.994259 INFO::Fitting model to feature number 516, F541
## 2025-04-15 17:59:58.995897 INFO::Fitting model to feature number 517, F543
## 2025-04-15 17:59:58.99709 INFO::Fitting model to feature number 518, F544
## 2025-04-15 17:59:58.998229 INFO::Fitting model to feature number 519, F545
## 2025-04-15 17:59:58.999349 INFO::Fitting model to feature number 520, F546
## 2025-04-15 17:59:59.000525 INFO::Fitting model to feature number 521, F547
## 2025-04-15 17:59:59.00168 INFO::Fitting model to feature number 522, F548
## 2025-04-15 17:59:59.002833 INFO::Fitting model to feature number 523, F549
## 2025-04-15 17:59:59.003982 INFO::Fitting model to feature number 524, F550
## 2025-04-15 17:59:59.005148 INFO::Fitting model to feature number 525, F551
## 2025-04-15 17:59:59.006294 INFO::Fitting model to feature number 526, F552
## 2025-04-15 17:59:59.007488 INFO::Fitting model to feature number 527, F553
## 2025-04-15 17:59:59.008633 INFO::Fitting model to feature number 528, F554
## 2025-04-15 17:59:59.009767 INFO::Fitting model to feature number 529, F555
## 2025-04-15 17:59:59.01089 INFO::Fitting model to feature number 530, F556
## 2025-04-15 17:59:59.011996 INFO::Fitting model to feature number 531, F557
## 2025-04-15 17:59:59.013124 INFO::Fitting model to feature number 532, F558
## 2025-04-15 17:59:59.014258 INFO::Fitting model to feature number 533, F559
## 2025-04-15 17:59:59.015415 INFO::Fitting model to feature number 534, F560
## 2025-04-15 17:59:59.01657 INFO::Fitting model to feature number 535, F561
## 2025-04-15 17:59:59.017723 INFO::Fitting model to feature number 536, F562
## 2025-04-15 17:59:59.037121 INFO::Fitting model to feature number 537, F563
## 2025-04-15 17:59:59.038875 INFO::Fitting model to feature number 538, F564
## 2025-04-15 17:59:59.040216 INFO::Fitting model to feature number 539, F566
## 2025-04-15 17:59:59.041442 INFO::Fitting model to feature number 540, F567
## 2025-04-15 17:59:59.042654 INFO::Fitting model to feature number 541, F568
## 2025-04-15 17:59:59.04382 INFO::Fitting model to feature number 542, F569
## 2025-04-15 17:59:59.044928 INFO::Fitting model to feature number 543, F570
## 2025-04-15 17:59:59.046056 INFO::Fitting model to feature number 544, F571
## 2025-04-15 17:59:59.047144 INFO::Fitting model to feature number 545, F572
## 2025-04-15 17:59:59.048231 INFO::Fitting model to feature number 546, F573
## 2025-04-15 17:59:59.049323 INFO::Fitting model to feature number 547, F574
## 2025-04-15 17:59:59.050414 INFO::Fitting model to feature number 548, F575
## 2025-04-15 17:59:59.05153 INFO::Fitting model to feature number 549, F576
## 2025-04-15 17:59:59.052625 INFO::Fitting model to feature number 550, F577
## 2025-04-15 17:59:59.053718 INFO::Fitting model to feature number 551, F578
## 2025-04-15 17:59:59.054825 INFO::Fitting model to feature number 552, F579
## 2025-04-15 17:59:59.055932 INFO::Fitting model to feature number 553, F580
## 2025-04-15 17:59:59.057017 INFO::Fitting model to feature number 554, F581
## 2025-04-15 17:59:59.05811 INFO::Fitting model to feature number 555, F582
## 2025-04-15 17:59:59.059231 INFO::Fitting model to feature number 556, F583
## 2025-04-15 17:59:59.06032 INFO::Fitting model to feature number 557, F584
## 2025-04-15 17:59:59.061412 INFO::Fitting model to feature number 558, F585
## 2025-04-15 17:59:59.062495 INFO::Fitting model to feature number 559, F586
## 2025-04-15 17:59:59.063585 INFO::Fitting model to feature number 560, F587
## 2025-04-15 17:59:59.064681 INFO::Fitting model to feature number 561, F588
## 2025-04-15 17:59:59.065765 INFO::Fitting model to feature number 562, F589
## 2025-04-15 17:59:59.06685 INFO::Fitting model to feature number 563, F590
## 2025-04-15 17:59:59.067934 INFO::Fitting model to feature number 564, F591
## 2025-04-15 17:59:59.069019 INFO::Fitting model to feature number 565, F592
## 2025-04-15 17:59:59.070115 INFO::Fitting model to feature number 566, F593
## 2025-04-15 17:59:59.071198 INFO::Fitting model to feature number 567, F594
## 2025-04-15 17:59:59.072305 INFO::Fitting model to feature number 568, F595
## 2025-04-15 17:59:59.073401 INFO::Fitting model to feature number 569, F596
## 2025-04-15 17:59:59.074512 INFO::Fitting model to feature number 570, F597
## 2025-04-15 17:59:59.075616 INFO::Fitting model to feature number 571, F598
## 2025-04-15 17:59:59.076711 INFO::Fitting model to feature number 572, F599
## 2025-04-15 17:59:59.077831 INFO::Fitting model to feature number 573, F600
## 2025-04-15 17:59:59.078926 INFO::Fitting model to feature number 574, F601
## 2025-04-15 17:59:59.080025 INFO::Fitting model to feature number 575, F602
## 2025-04-15 17:59:59.081175 INFO::Fitting model to feature number 576, F603
## 2025-04-15 17:59:59.08228 INFO::Fitting model to feature number 577, F605
## 2025-04-15 17:59:59.083385 INFO::Fitting model to feature number 578, F606
## 2025-04-15 17:59:59.084479 INFO::Fitting model to feature number 579, F607
## 2025-04-15 17:59:59.085584 INFO::Fitting model to feature number 580, F608
## 2025-04-15 17:59:59.086696 INFO::Fitting model to feature number 581, F609
## 2025-04-15 17:59:59.087784 INFO::Fitting model to feature number 582, F610
## 2025-04-15 17:59:59.08886 INFO::Fitting model to feature number 583, F611
## 2025-04-15 17:59:59.089931 INFO::Fitting model to feature number 584, F612
## 2025-04-15 17:59:59.091003 INFO::Fitting model to feature number 585, F613
## 2025-04-15 17:59:59.092079 INFO::Fitting model to feature number 586, F614
## 2025-04-15 17:59:59.093149 INFO::Fitting model to feature number 587, F615
## 2025-04-15 17:59:59.094226 INFO::Fitting model to feature number 588, F616
## 2025-04-15 17:59:59.095331 INFO::Fitting model to feature number 589, F617
## 2025-04-15 17:59:59.096422 INFO::Fitting model to feature number 590, F618
## 2025-04-15 17:59:59.09752 INFO::Fitting model to feature number 591, F619
## 2025-04-15 17:59:59.09862 INFO::Fitting model to feature number 592, F620
## 2025-04-15 17:59:59.099735 INFO::Fitting model to feature number 593, F621
## 2025-04-15 17:59:59.100862 INFO::Fitting model to feature number 594, F622
## 2025-04-15 17:59:59.101946 INFO::Fitting model to feature number 595, F623
## 2025-04-15 17:59:59.103037 INFO::Fitting model to feature number 596, F624
## 2025-04-15 17:59:59.104138 INFO::Fitting model to feature number 597, F625
## 2025-04-15 17:59:59.105247 INFO::Fitting model to feature number 598, F626
## 2025-04-15 17:59:59.106339 INFO::Fitting model to feature number 599, F627
## 2025-04-15 17:59:59.107435 INFO::Fitting model to feature number 600, F628
## 2025-04-15 17:59:59.108551 INFO::Fitting model to feature number 601, F629
## 2025-04-15 17:59:59.10965 INFO::Fitting model to feature number 602, F630
## 2025-04-15 17:59:59.110767 INFO::Fitting model to feature number 603, F631
## 2025-04-15 17:59:59.111843 INFO::Fitting model to feature number 604, F632
## 2025-04-15 17:59:59.112946 INFO::Fitting model to feature number 605, F633
## 2025-04-15 17:59:59.114034 INFO::Fitting model to feature number 606, F634
## 2025-04-15 17:59:59.115117 INFO::Fitting model to feature number 607, F635
## 2025-04-15 17:59:59.116203 INFO::Fitting model to feature number 608, F636
## 2025-04-15 17:59:59.117326 INFO::Fitting model to feature number 609, F637
## 2025-04-15 17:59:59.118409 INFO::Fitting model to feature number 610, F638
## 2025-04-15 17:59:59.119493 INFO::Fitting model to feature number 611, F639
## 2025-04-15 17:59:59.120581 INFO::Fitting model to feature number 612, F640
## 2025-04-15 17:59:59.121668 INFO::Fitting model to feature number 613, F641
## 2025-04-15 17:59:59.122747 INFO::Fitting model to feature number 614, F642
## 2025-04-15 17:59:59.123841 INFO::Fitting model to feature number 615, F643
## 2025-04-15 17:59:59.124939 INFO::Fitting model to feature number 616, F644
## 2025-04-15 17:59:59.126023 INFO::Fitting model to feature number 617, F645
## 2025-04-15 17:59:59.127112 INFO::Fitting model to feature number 618, F646
## 2025-04-15 17:59:59.128194 INFO::Fitting model to feature number 619, F647
## 2025-04-15 17:59:59.129276 INFO::Fitting model to feature number 620, F648
## 2025-04-15 17:59:59.130382 INFO::Fitting model to feature number 621, F649
## 2025-04-15 17:59:59.131464 INFO::Fitting model to feature number 622, F650
## 2025-04-15 17:59:59.132538 INFO::Fitting model to feature number 623, F651
## 2025-04-15 17:59:59.133621 INFO::Fitting model to feature number 624, F652
## 2025-04-15 17:59:59.134703 INFO::Fitting model to feature number 625, F653
## 2025-04-15 17:59:59.135787 INFO::Fitting model to feature number 626, F654
## 2025-04-15 17:59:59.136889 INFO::Fitting model to feature number 627, F655
## 2025-04-15 17:59:59.137983 INFO::Fitting model to feature number 628, F656
## 2025-04-15 17:59:59.139066 INFO::Fitting model to feature number 629, F657
## 2025-04-15 17:59:59.140208 INFO::Fitting model to feature number 630, F658
## 2025-04-15 17:59:59.14129 INFO::Fitting model to feature number 631, F659
## 2025-04-15 17:59:59.142372 INFO::Fitting model to feature number 632, F660
## 2025-04-15 17:59:59.143465 INFO::Fitting model to feature number 633, F661
## 2025-04-15 17:59:59.144573 INFO::Fitting model to feature number 634, F662
## 2025-04-15 17:59:59.14568 INFO::Fitting model to feature number 635, F663
## 2025-04-15 17:59:59.146761 INFO::Fitting model to feature number 636, F664
## 2025-04-15 17:59:59.147836 INFO::Fitting model to feature number 637, F665
## 2025-04-15 17:59:59.148909 INFO::Fitting model to feature number 638, F666
## 2025-04-15 17:59:59.150002 INFO::Fitting model to feature number 639, F667
## 2025-04-15 17:59:59.151104 INFO::Fitting model to feature number 640, F668
## 2025-04-15 17:59:59.152184 INFO::Fitting model to feature number 641, F669
## 2025-04-15 17:59:59.153268 INFO::Fitting model to feature number 642, F670
## 2025-04-15 17:59:59.154368 INFO::Fitting model to feature number 643, F671
## 2025-04-15 17:59:59.155469 INFO::Fitting model to feature number 644, F672
## 2025-04-15 17:59:59.156546 INFO::Fitting model to feature number 645, F673
## 2025-04-15 17:59:59.15763 INFO::Fitting model to feature number 646, F674
## 2025-04-15 17:59:59.158725 INFO::Fitting model to feature number 647, F675
## 2025-04-15 17:59:59.159813 INFO::Fitting model to feature number 648, F676
## 2025-04-15 17:59:59.1609 INFO::Fitting model to feature number 649, F677
## 2025-04-15 17:59:59.162004 INFO::Fitting model to feature number 650, F678
## 2025-04-15 17:59:59.163105 INFO::Fitting model to feature number 651, F679
## 2025-04-15 17:59:59.164207 INFO::Fitting model to feature number 652, F680
## 2025-04-15 17:59:59.16532 INFO::Fitting model to feature number 653, F681
## 2025-04-15 17:59:59.166434 INFO::Fitting model to feature number 654, F682
## 2025-04-15 17:59:59.167527 INFO::Fitting model to feature number 655, F683
## 2025-04-15 17:59:59.168631 INFO::Fitting model to feature number 656, F684
## 2025-04-15 17:59:59.169737 INFO::Fitting model to feature number 657, F685
## 2025-04-15 17:59:59.170831 INFO::Fitting model to feature number 658, F686
## 2025-04-15 17:59:59.171937 INFO::Fitting model to feature number 659, F687
## 2025-04-15 17:59:59.173031 INFO::Fitting model to feature number 660, F688
## 2025-04-15 17:59:59.174149 INFO::Fitting model to feature number 661, F689
## 2025-04-15 17:59:59.175284 INFO::Fitting model to feature number 662, F690
## 2025-04-15 17:59:59.176436 INFO::Fitting model to feature number 663, F691
## 2025-04-15 17:59:59.177579 INFO::Fitting model to feature number 664, F692
## 2025-04-15 17:59:59.178721 INFO::Fitting model to feature number 665, F693
## 2025-04-15 17:59:59.179821 INFO::Fitting model to feature number 666, F694
## 2025-04-15 17:59:59.180985 INFO::Fitting model to feature number 667, F695
## 2025-04-15 17:59:59.182116 INFO::Fitting model to feature number 668, F696
## 2025-04-15 17:59:59.183215 INFO::Fitting model to feature number 669, F697
## 2025-04-15 17:59:59.184287 INFO::Fitting model to feature number 670, F698
## 2025-04-15 17:59:59.185381 INFO::Fitting model to feature number 671, F699
## 2025-04-15 17:59:59.186478 INFO::Fitting model to feature number 672, F700
## 2025-04-15 17:59:59.187575 INFO::Fitting model to feature number 673, F701
## 2025-04-15 17:59:59.188684 INFO::Fitting model to feature number 674, F702
## 2025-04-15 17:59:59.189799 INFO::Fitting model to feature number 675, F704
## 2025-04-15 17:59:59.190886 INFO::Fitting model to feature number 676, F705
## 2025-04-15 17:59:59.19199 INFO::Fitting model to feature number 677, F706
## 2025-04-15 17:59:59.193088 INFO::Fitting model to feature number 678, F707
## 2025-04-15 17:59:59.194185 INFO::Fitting model to feature number 679, F708
## 2025-04-15 17:59:59.195269 INFO::Fitting model to feature number 680, F709
## 2025-04-15 17:59:59.19635 INFO::Fitting model to feature number 681, F710
## 2025-04-15 17:59:59.197442 INFO::Fitting model to feature number 682, F711
## 2025-04-15 17:59:59.198541 INFO::Fitting model to feature number 683, F712
## 2025-04-15 17:59:59.199646 INFO::Fitting model to feature number 684, F713
## 2025-04-15 17:59:59.200807 INFO::Fitting model to feature number 685, F714
## 2025-04-15 17:59:59.20194 INFO::Fitting model to feature number 686, F715
## 2025-04-15 17:59:59.203106 INFO::Fitting model to feature number 687, F716
## 2025-04-15 17:59:59.204251 INFO::Fitting model to feature number 688, F717
## 2025-04-15 17:59:59.205403 INFO::Fitting model to feature number 689, F718
## 2025-04-15 17:59:59.206513 INFO::Fitting model to feature number 690, F719
## 2025-04-15 17:59:59.207642 INFO::Fitting model to feature number 691, F720
## 2025-04-15 17:59:59.208761 INFO::Fitting model to feature number 692, F721
## 2025-04-15 17:59:59.209862 INFO::Fitting model to feature number 693, F722
## 2025-04-15 17:59:59.210997 INFO::Fitting model to feature number 694, F723
## 2025-04-15 17:59:59.212129 INFO::Fitting model to feature number 695, F724
## 2025-04-15 17:59:59.213391 INFO::Fitting model to feature number 696, F725
## 2025-04-15 17:59:59.214639 INFO::Fitting model to feature number 697, F726
## 2025-04-15 17:59:59.21586 INFO::Fitting model to feature number 698, F727
## 2025-04-15 17:59:59.217014 INFO::Fitting model to feature number 699, F728
## 2025-04-15 17:59:59.218152 INFO::Fitting model to feature number 700, F729
## 2025-04-15 17:59:59.219294 INFO::Fitting model to feature number 701, F730
## 2025-04-15 17:59:59.22044 INFO::Fitting model to feature number 702, F731
## 2025-04-15 17:59:59.221572 INFO::Fitting model to feature number 703, F732
## 2025-04-15 17:59:59.222721 INFO::Fitting model to feature number 704, F733
## 2025-04-15 17:59:59.223903 INFO::Fitting model to feature number 705, F734
## 2025-04-15 17:59:59.225082 INFO::Fitting model to feature number 706, F735
## 2025-04-15 17:59:59.226248 INFO::Fitting model to feature number 707, F736
## 2025-04-15 17:59:59.227405 INFO::Fitting model to feature number 708, F737
## 2025-04-15 17:59:59.228542 INFO::Fitting model to feature number 709, F739
## 2025-04-15 17:59:59.229696 INFO::Fitting model to feature number 710, F740
## 2025-04-15 17:59:59.230885 INFO::Fitting model to feature number 711, F741
## 2025-04-15 17:59:59.232248 INFO::Fitting model to feature number 712, F742
## 2025-04-15 17:59:59.233432 INFO::Fitting model to feature number 713, F743
## 2025-04-15 17:59:59.234595 INFO::Fitting model to feature number 714, F744
## 2025-04-15 17:59:59.235712 INFO::Fitting model to feature number 715, F745
## 2025-04-15 17:59:59.236824 INFO::Fitting model to feature number 716, F746
## 2025-04-15 17:59:59.237931 INFO::Fitting model to feature number 717, F747
## 2025-04-15 17:59:59.239031 INFO::Fitting model to feature number 718, F748
## 2025-04-15 17:59:59.240159 INFO::Fitting model to feature number 719, F749
## 2025-04-15 17:59:59.24126 INFO::Fitting model to feature number 720, F750
## 2025-04-15 17:59:59.24236 INFO::Fitting model to feature number 721, F751
## 2025-04-15 17:59:59.243465 INFO::Fitting model to feature number 722, F752
## 2025-04-15 17:59:59.244574 INFO::Fitting model to feature number 723, F753
## 2025-04-15 17:59:59.245678 INFO::Fitting model to feature number 724, F754
## 2025-04-15 17:59:59.246772 INFO::Fitting model to feature number 725, F755
## 2025-04-15 17:59:59.248917 INFO::Fitting model to feature number 726, F756
## 2025-04-15 17:59:59.250348 INFO::Fitting model to feature number 727, F757
## 2025-04-15 17:59:59.251523 INFO::Fitting model to feature number 728, F758
## 2025-04-15 17:59:59.252659 INFO::Fitting model to feature number 729, F759
## 2025-04-15 17:59:59.253775 INFO::Fitting model to feature number 730, F760
## 2025-04-15 17:59:59.254883 INFO::Fitting model to feature number 731, F761
## 2025-04-15 17:59:59.25596 INFO::Fitting model to feature number 732, F762
## 2025-04-15 17:59:59.257049 INFO::Fitting model to feature number 733, F763
## 2025-04-15 17:59:59.258124 INFO::Fitting model to feature number 734, F764
## 2025-04-15 17:59:59.259212 INFO::Fitting model to feature number 735, F765
## 2025-04-15 17:59:59.260295 INFO::Fitting model to feature number 736, F766
## 2025-04-15 17:59:59.261397 INFO::Fitting model to feature number 737, F767
## 2025-04-15 17:59:59.262467 INFO::Fitting model to feature number 738, F768
## 2025-04-15 17:59:59.26355 INFO::Fitting model to feature number 739, F769
## 2025-04-15 17:59:59.265361 INFO::Fitting model to feature number 740, F770
## 2025-04-15 17:59:59.266806 INFO::Fitting model to feature number 741, F771
## 2025-04-15 17:59:59.268141 INFO::Fitting model to feature number 742, F772
## 2025-04-15 17:59:59.26948 INFO::Fitting model to feature number 743, F773
## 2025-04-15 17:59:59.270717 INFO::Fitting model to feature number 744, F774
## 2025-04-15 17:59:59.271952 INFO::Fitting model to feature number 745, F775
## 2025-04-15 17:59:59.27309 INFO::Fitting model to feature number 746, F776
## 2025-04-15 17:59:59.27424 INFO::Fitting model to feature number 747, F777
## 2025-04-15 17:59:59.275442 INFO::Fitting model to feature number 748, F778
## 2025-04-15 17:59:59.276663 INFO::Fitting model to feature number 749, F779
## 2025-04-15 17:59:59.278105 INFO::Fitting model to feature number 750, F780
## 2025-04-15 17:59:59.279262 INFO::Fitting model to feature number 751, F781
## 2025-04-15 17:59:59.280387 INFO::Fitting model to feature number 752, F782
## 2025-04-15 17:59:59.281574 INFO::Fitting model to feature number 753, F783
## 2025-04-15 17:59:59.282767 INFO::Fitting model to feature number 754, F784
## 2025-04-15 17:59:59.283964 INFO::Fitting model to feature number 755, F785
## 2025-04-15 17:59:59.285149 INFO::Fitting model to feature number 756, F786
## 2025-04-15 17:59:59.286343 INFO::Fitting model to feature number 757, F787
## 2025-04-15 17:59:59.287511 INFO::Fitting model to feature number 758, F788
## 2025-04-15 17:59:59.288669 INFO::Fitting model to feature number 759, F789
## 2025-04-15 17:59:59.289841 INFO::Fitting model to feature number 760, F790
## 2025-04-15 17:59:59.29102 INFO::Fitting model to feature number 761, F791
## 2025-04-15 17:59:59.292163 INFO::Fitting model to feature number 762, F792
## 2025-04-15 17:59:59.293303 INFO::Fitting model to feature number 763, F793
## 2025-04-15 17:59:59.294398 INFO::Fitting model to feature number 764, F794
## 2025-04-15 17:59:59.295477 INFO::Fitting model to feature number 765, F795
## 2025-04-15 17:59:59.296581 INFO::Fitting model to feature number 766, F796
## 2025-04-15 17:59:59.297686 INFO::Fitting model to feature number 767, F797
## 2025-04-15 17:59:59.29878 INFO::Fitting model to feature number 768, F798
## 2025-04-15 17:59:59.299894 INFO::Fitting model to feature number 769, F799
## 2025-04-15 17:59:59.301027 INFO::Fitting model to feature number 770, F800
## 2025-04-15 17:59:59.302206 INFO::Fitting model to feature number 771, F801
## 2025-04-15 17:59:59.303345 INFO::Fitting model to feature number 772, F802
## 2025-04-15 17:59:59.30451 INFO::Fitting model to feature number 773, F803
## 2025-04-15 17:59:59.305622 INFO::Fitting model to feature number 774, F804
## 2025-04-15 17:59:59.306737 INFO::Fitting model to feature number 775, F805
## 2025-04-15 17:59:59.307855 INFO::Fitting model to feature number 776, F806
## 2025-04-15 17:59:59.309049 INFO::Fitting model to feature number 777, F808
## 2025-04-15 17:59:59.31018 INFO::Fitting model to feature number 778, F809
## 2025-04-15 17:59:59.311303 INFO::Fitting model to feature number 779, F810
## 2025-04-15 17:59:59.312896 INFO::Fitting model to feature number 780, F811
## 2025-04-15 17:59:59.314121 INFO::Fitting model to feature number 781, F812
## 2025-04-15 17:59:59.315283 INFO::Fitting model to feature number 782, F813
## 2025-04-15 17:59:59.317022 INFO::Fitting model to feature number 783, F814
## 2025-04-15 17:59:59.318166 INFO::Fitting model to feature number 784, F815
## 2025-04-15 17:59:59.319348 INFO::Fitting model to feature number 785, F816
## 2025-04-15 17:59:59.320497 INFO::Fitting model to feature number 786, F817
## 2025-04-15 17:59:59.321666 INFO::Fitting model to feature number 787, F818
## 2025-04-15 17:59:59.322833 INFO::Fitting model to feature number 788, F819
## 2025-04-15 17:59:59.324022 INFO::Fitting model to feature number 789, F820
## 2025-04-15 17:59:59.325184 INFO::Fitting model to feature number 790, F821
## 2025-04-15 17:59:59.326318 INFO::Fitting model to feature number 791, F822
## 2025-04-15 17:59:59.327467 INFO::Fitting model to feature number 792, F823
## 2025-04-15 17:59:59.328597 INFO::Fitting model to feature number 793, F824
## 2025-04-15 17:59:59.329781 INFO::Fitting model to feature number 794, F825
## 2025-04-15 17:59:59.330905 INFO::Fitting model to feature number 795, F826
## 2025-04-15 17:59:59.33201 INFO::Fitting model to feature number 796, F827
## 2025-04-15 17:59:59.333121 INFO::Fitting model to feature number 797, F828
## 2025-04-15 17:59:59.334251 INFO::Fitting model to feature number 798, F829
## 2025-04-15 17:59:59.335364 INFO::Fitting model to feature number 799, F830
## 2025-04-15 17:59:59.336472 INFO::Fitting model to feature number 800, F831
## 2025-04-15 17:59:59.337584 INFO::Fitting model to feature number 801, F832
## 2025-04-15 17:59:59.33869 INFO::Fitting model to feature number 802, F833
## 2025-04-15 17:59:59.33979 INFO::Fitting model to feature number 803, F834
## 2025-04-15 17:59:59.340893 INFO::Fitting model to feature number 804, F835
## 2025-04-15 17:59:59.342015 INFO::Fitting model to feature number 805, F836
## 2025-04-15 17:59:59.343119 INFO::Fitting model to feature number 806, F837
## 2025-04-15 17:59:59.344213 INFO::Fitting model to feature number 807, F838
## 2025-04-15 17:59:59.345297 INFO::Fitting model to feature number 808, F839
## 2025-04-15 17:59:59.346478 INFO::Fitting model to feature number 809, F840
## 2025-04-15 17:59:59.347585 INFO::Fitting model to feature number 810, F841
## 2025-04-15 17:59:59.34868 INFO::Fitting model to feature number 811, F842
## 2025-04-15 17:59:59.349807 INFO::Fitting model to feature number 812, F843
## 2025-04-15 17:59:59.350918 INFO::Fitting model to feature number 813, F844
## 2025-04-15 17:59:59.352031 INFO::Fitting model to feature number 814, F845
## 2025-04-15 17:59:59.353154 INFO::Fitting model to feature number 815, F846
## 2025-04-15 17:59:59.354285 INFO::Fitting model to feature number 816, F847
## 2025-04-15 17:59:59.3554 INFO::Fitting model to feature number 817, F848
## 2025-04-15 17:59:59.356544 INFO::Fitting model to feature number 818, F849
## 2025-04-15 17:59:59.357657 INFO::Fitting model to feature number 819, F850
## 2025-04-15 17:59:59.358769 INFO::Fitting model to feature number 820, F851
## 2025-04-15 17:59:59.359922 INFO::Fitting model to feature number 821, F852
## 2025-04-15 17:59:59.361029 INFO::Fitting model to feature number 822, F853
## 2025-04-15 17:59:59.362178 INFO::Fitting model to feature number 823, F854
## 2025-04-15 17:59:59.363301 INFO::Fitting model to feature number 824, F855
## 2025-04-15 17:59:59.364474 INFO::Fitting model to feature number 825, F856
## 2025-04-15 17:59:59.365617 INFO::Fitting model to feature number 826, F857
## 2025-04-15 17:59:59.366776 INFO::Fitting model to feature number 827, F858
## 2025-04-15 17:59:59.367911 INFO::Fitting model to feature number 828, F859
## 2025-04-15 17:59:59.369043 INFO::Fitting model to feature number 829, F860
## 2025-04-15 17:59:59.370178 INFO::Fitting model to feature number 830, F861
## 2025-04-15 17:59:59.371349 INFO::Fitting model to feature number 831, F862
## 2025-04-15 17:59:59.372523 INFO::Fitting model to feature number 832, F863
## 2025-04-15 17:59:59.37367 INFO::Fitting model to feature number 833, F864
## 2025-04-15 17:59:59.3748 INFO::Fitting model to feature number 834, F865
## 2025-04-15 17:59:59.375944 INFO::Fitting model to feature number 835, F866
## 2025-04-15 17:59:59.37708 INFO::Fitting model to feature number 836, F867
## 2025-04-15 17:59:59.37821 INFO::Fitting model to feature number 837, F868
## 2025-04-15 17:59:59.379331 INFO::Fitting model to feature number 838, F869
## 2025-04-15 17:59:59.380461 INFO::Fitting model to feature number 839, F870
## 2025-04-15 17:59:59.381563 INFO::Fitting model to feature number 840, F871
## 2025-04-15 17:59:59.382701 INFO::Fitting model to feature number 841, F872
## 2025-04-15 17:59:59.383933 INFO::Fitting model to feature number 842, F873
## 2025-04-15 17:59:59.385071 INFO::Fitting model to feature number 843, F874
## 2025-04-15 17:59:59.386179 INFO::Fitting model to feature number 844, F875
## 2025-04-15 17:59:59.387305 INFO::Fitting model to feature number 845, F876
## 2025-04-15 17:59:59.388413 INFO::Fitting model to feature number 846, F877
## 2025-04-15 17:59:59.389529 INFO::Fitting model to feature number 847, F878
## 2025-04-15 17:59:59.390635 INFO::Fitting model to feature number 848, F879
## 2025-04-15 17:59:59.391806 INFO::Fitting model to feature number 849, F880
## 2025-04-15 17:59:59.392896 INFO::Fitting model to feature number 850, F881
## 2025-04-15 17:59:59.394002 INFO::Fitting model to feature number 851, F882
## 2025-04-15 17:59:59.395104 INFO::Fitting model to feature number 852, F883
## 2025-04-15 17:59:59.412394 INFO::Fitting model to feature number 853, F884
## 2025-04-15 17:59:59.414008 INFO::Fitting model to feature number 854, F885
## 2025-04-15 17:59:59.415287 INFO::Fitting model to feature number 855, F886
## 2025-04-15 17:59:59.416471 INFO::Fitting model to feature number 856, F887
## 2025-04-15 17:59:59.417626 INFO::Fitting model to feature number 857, F888
## 2025-04-15 17:59:59.418816 INFO::Fitting model to feature number 858, F889
## 2025-04-15 17:59:59.419949 INFO::Fitting model to feature number 859, F890
## 2025-04-15 17:59:59.421068 INFO::Fitting model to feature number 860, F891
## 2025-04-15 17:59:59.422206 INFO::Fitting model to feature number 861, F892
## 2025-04-15 17:59:59.423351 INFO::Fitting model to feature number 862, F893
## 2025-04-15 17:59:59.424506 INFO::Fitting model to feature number 863, F894
## 2025-04-15 17:59:59.425649 INFO::Fitting model to feature number 864, F895
## 2025-04-15 17:59:59.42675 INFO::Fitting model to feature number 865, F896
## 2025-04-15 17:59:59.427851 INFO::Fitting model to feature number 866, F897
## 2025-04-15 17:59:59.42895 INFO::Fitting model to feature number 867, F898
## 2025-04-15 17:59:59.430052 INFO::Fitting model to feature number 868, F899
## 2025-04-15 17:59:59.431158 INFO::Fitting model to feature number 869, F900
## 2025-04-15 17:59:59.49032 INFO::Counting total values for each feature
## 2025-04-15 17:59:59.536101 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2025-04-15 17:59:59.585087 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2025-04-15 17:59:59.630535 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2025-04-15 17:59:59.677443 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2025-04-15 17:59:59.700816 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2025-04-15 17:59:59.720683 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2025-04-15 17:59:59.729934 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
## 2025-04-15 17:59:59.734243 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2025-04-15 17:59:59.741474 INFO::Plotting associations from most to least significant, grouped by metadata
## 2025-04-15 17:59:59.741974 INFO::Plotting data for metadata number 1, diagnosis
## 2025-04-15 17:59:59.759099 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2025-04-15 17:59:59.869611 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2025-04-15 17:59:59.933388 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2025-04-15 18:00:00.001945 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2025-04-15 18:00:00.060151 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2025-04-15 18:00:00.117868 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2025-04-15 18:00:00.176702 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2025-04-15 18:00:00.23558 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2025-04-15 18:00:00.302743 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2025-04-15 18:00:00.363663 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2025-04-15 18:00:00.419846 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2025-04-15 18:00:00.475061 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2025-04-15 18:00:00.530558 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2025-04-15 18:00:00.591272 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2025-04-15 18:00:00.647637 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2025-04-15 18:00:00.703813 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2025-04-15 18:00:00.75881 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2025-04-15 18:00:00.815171 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2025-04-15 18:00:00.877456 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2025-04-15 18:00:00.934489 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2025-04-15 18:00:00.993571 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2025-04-15 18:00:01.05722 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2025-04-15 18:00:01.114977 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2025-04-15 18:00:01.218837 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2025-04-15 18:00:01.275857 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2025-04-15 18:00:01.333102 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2025-04-15 18:00:01.39035 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2025-04-15 18:00:01.447052 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2025-04-15 18:00:01.514878 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2025-04-15 18:00:01.570287 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2025-04-15 18:00:01.628714 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2025-04-15 18:00:01.698359 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2025-04-15 18:00:01.766716 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2025-04-15 18:00:01.838655 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2025-04-15 18:00:01.897482 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2025-04-15 18:00:01.955075 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2025-04-15 18:00:02.013483 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2025-04-15 18:00:02.071822 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2025-04-15 18:00:02.139592 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2025-04-15 18:00:02.197009 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2025-04-15 18:00:02.255021 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2025-04-15 18:00:02.313178 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2025-04-15 18:00:02.372201 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2025-04-15 18:00:02.439467 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2025-04-15 18:00:02.499071 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2025-04-15 18:00:02.558238 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2025-04-15 18:00:02.614255 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2025-04-15 18:00:02.670392 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2025-04-15 18:00:02.735595 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2025-04-15 18:00:02.791411 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2025-04-15 18:00:02.848335 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2025-04-15 18:00:02.905445 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2025-04-15 18:00:02.961246 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2025-04-15 18:00:03.028821 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2025-04-15 18:00:03.085851 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2025-04-15 18:00:03.144911 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2025-04-15 18:00:03.203674 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2025-04-15 18:00:03.260927 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2025-04-15 18:00:03.326734 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2025-04-15 18:00:03.385905 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2025-04-15 18:00:03.444173 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2025-04-15 18:00:03.501147 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2025-04-15 18:00:03.568539 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2025-04-15 18:00:03.632296 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2025-04-15 18:00:03.692284 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2025-04-15 18:00:03.751371 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2025-04-15 18:00:03.810232 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2025-04-15 18:00:03.878848 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2025-04-15 18:00:03.93567 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2025-04-15 18:00:03.992588 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2025-04-15 18:00:04.050347 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2025-04-15 18:00:04.107294 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2025-04-15 18:00:04.17175 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2025-04-15 18:00:04.227983 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2025-04-15 18:00:04.284325 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2025-04-15 18:00:04.340273 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2025-04-15 18:00:04.396812 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2025-04-15 18:00:04.461916 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2025-04-15 18:00:04.518843 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2025-04-15 18:00:04.575644 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2025-04-15 18:00:04.631409 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2025-04-15 18:00:04.688288 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2025-04-15 18:00:04.754454 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2025-04-15 18:00:04.811058 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2025-04-15 18:00:04.866578 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2025-04-15 18:00:04.927662 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2025-04-15 18:00:04.988539 INFO::Creating boxplot for categorical data, diagnosis vs F1
## 2025-04-15 18:00:05.058239 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2025-04-15 18:00:05.117094 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2025-04-15 18:00:05.180034 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2025-04-15 18:00:05.236748 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2025-04-15 18:00:05.293322 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2025-04-15 18:00:05.357485 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2025-04-15 18:00:05.416418 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2025-04-15 18:00:05.475704 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2025-04-15 18:00:05.532997 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2025-04-15 18:00:05.589314 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2025-04-15 18:00:05.653948 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2025-04-15 18:00:05.709515 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2025-04-15 18:00:05.766201 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2025-04-15 18:00:05.823313 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2025-04-15 18:00:05.879243 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2025-04-15 18:00:05.942893 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2025-04-15 18:00:05.998442 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2025-04-15 18:00:06.056883 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2025-04-15 18:00:06.114956 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2025-04-15 18:00:06.179246 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2025-04-15 18:00:06.236049 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2025-04-15 18:00:06.290418 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2025-04-15 18:00:06.352203 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2025-04-15 18:00:06.410461 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2025-04-15 18:00:06.478933 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2025-04-15 18:00:06.536159 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2025-04-15 18:00:06.596338 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2025-04-15 18:00:06.657196 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2025-04-15 18:00:06.715403 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2025-04-15 18:00:06.781751 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2025-04-15 18:00:06.837819 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2025-04-15 18:00:06.892627 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2025-04-15 18:00:06.948656 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2025-04-15 18:00:07.005335 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2025-04-15 18:00:07.069548 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2025-04-15 18:00:07.125423 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2025-04-15 18:00:07.182418 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2025-04-15 18:00:07.239657 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2025-04-15 18:00:07.349256 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2025-04-15 18:00:07.416016 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2025-04-15 18:00:07.480232 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2025-04-15 18:00:07.540061 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2025-04-15 18:00:07.602519 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2025-04-15 18:00:07.676358 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2025-04-15 18:00:07.735786 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2025-04-15 18:00:07.793722 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2025-04-15 18:00:07.852827 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2025-04-15 18:00:07.909552 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2025-04-15 18:00:07.975811 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2025-04-15 18:00:08.035635 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2025-04-15 18:00:08.093476 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2025-04-15 18:00:08.152497 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2025-04-15 18:00:08.211314 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2025-04-15 18:00:08.278342 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2025-04-15 18:00:08.341735 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2025-04-15 18:00:08.397463 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2025-04-15 18:00:08.454254 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2025-04-15 18:00:08.509973 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2025-04-15 18:00:08.577492 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2025-04-15 18:00:08.64917 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2025-04-15 18:00:08.717901 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2025-04-15 18:00:08.786688 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2025-04-15 18:00:08.848001 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2025-04-15 18:00:08.916858 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2025-04-15 18:00:08.97897 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2025-04-15 18:00:09.038298 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2025-04-15 18:00:09.097336 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2025-04-15 18:00:09.159803 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2025-04-15 18:00:09.228779 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2025-04-15 18:00:09.287248 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2025-04-15 18:00:09.344341 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2025-04-15 18:00:09.401033 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2025-04-15 18:00:09.459227 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2025-04-15 18:00:09.542631 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2025-04-15 18:00:09.600845 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2025-04-15 18:00:09.66042 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2025-04-15 18:00:09.719625 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2025-04-15 18:00:09.778483 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2025-04-15 18:00:09.847734 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2025-04-15 18:00:09.908001 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2025-04-15 18:00:09.970152 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2025-04-15 18:00:10.03107 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2025-04-15 18:00:10.092933 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2025-04-15 18:00:10.164531 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2025-04-15 18:00:10.223128 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2025-04-15 18:00:10.28189 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2025-04-15 18:00:10.340132 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2025-04-15 18:00:10.398683 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2025-04-15 18:00:10.468738 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2025-04-15 18:00:10.530217 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2025-04-15 18:00:10.588395 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2025-04-15 18:00:10.646461 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2025-04-15 18:00:10.706835 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2025-04-15 18:00:10.776799 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2025-04-15 18:00:10.835516 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2025-04-15 18:00:10.898128 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2025-04-15 18:00:10.956743 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2025-04-15 18:00:11.015044 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2025-04-15 18:00:11.092116 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2025-04-15 18:00:11.149682 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2025-04-15 18:00:11.207297 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2025-04-15 18:00:11.268231 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2025-04-15 18:00:11.337031 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2025-04-15 18:00:11.400278 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2025-04-15 18:00:11.457487 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2025-04-15 18:00:11.51687 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2025-04-15 18:00:11.575248 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2025-04-15 18:00:11.643825 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2025-04-15 18:00:11.701435 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2025-04-15 18:00:11.757901 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2025-04-15 18:00:11.814997 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2025-04-15 18:00:11.874758 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2025-04-15 18:00:11.943061 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2025-04-15 18:00:12.001782 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2025-04-15 18:00:12.059195 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2025-04-15 18:00:12.116334 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2025-04-15 18:00:12.174536 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2025-04-15 18:00:12.241398 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2025-04-15 18:00:12.299178 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2025-04-15 18:00:12.356709 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2025-04-15 18:00:12.415878 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2025-04-15 18:00:12.473811 INFO::Creating boxplot for categorical data, diagnosis vs F416
## 2025-04-15 18:00:12.540237 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2025-04-15 18:00:12.597168 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2025-04-15 18:00:12.657732 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2025-04-15 18:00:12.716547 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2025-04-15 18:00:12.784722 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2025-04-15 18:00:12.843145 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2025-04-15 18:00:12.898871 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2025-04-15 18:00:12.955449 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2025-04-15 18:00:13.011762 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2025-04-15 18:00:13.081809 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2025-04-15 18:00:13.143447 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2025-04-15 18:00:13.202428 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2025-04-15 18:00:13.259099 INFO::Creating boxplot for categorical data, diagnosis vs F846
## 2025-04-15 18:00:13.316813 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2025-04-15 18:00:13.385489 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2025-04-15 18:00:13.444791 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2025-04-15 18:00:13.503586 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2025-04-15 18:00:13.561882 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2025-04-15 18:00:13.617599 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2025-04-15 18:00:13.709096 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2025-04-15 18:00:13.766574 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2025-04-15 18:00:13.823296 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2025-04-15 18:00:13.87939 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2025-04-15 18:00:13.936943 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2025-04-15 18:00:14.022114 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2025-04-15 18:00:14.086497 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2025-04-15 18:00:14.144902 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2025-04-15 18:00:14.200939 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2025-04-15 18:00:14.259484 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2025-04-15 18:00:14.335099 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2025-04-15 18:00:14.395295 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2025-04-15 18:00:14.459143 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2025-04-15 18:00:14.517643 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2025-04-15 18:00:14.574103 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2025-04-15 18:00:14.65698 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2025-04-15 18:00:14.717223 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2025-04-15 18:00:14.774423 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2025-04-15 18:00:14.83496 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2025-04-15 18:00:14.918513 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2025-04-15 18:00:14.989553 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2025-04-15 18:00:15.052403 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2025-04-15 18:00:15.114667 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2025-04-15 18:00:15.173654 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2025-04-15 18:00:15.246833 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2025-04-15 18:00:15.311242 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2025-04-15 18:00:15.37504 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2025-04-15 18:00:15.435353 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2025-04-15 18:00:15.494079 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2025-04-15 18:00:15.57101 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2025-04-15 18:00:15.629883 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2025-04-15 18:00:15.686832 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2025-04-15 18:00:15.744762 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2025-04-15 18:00:15.803085 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2025-04-15 18:00:15.87228 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2025-04-15 18:00:15.930064 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2025-04-15 18:00:15.987773 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2025-04-15 18:00:16.045169 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2025-04-15 18:00:16.102633 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2025-04-15 18:00:16.175003 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2025-04-15 18:00:16.2336 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2025-04-15 18:00:16.289757 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2025-04-15 18:00:16.351528 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2025-04-15 18:00:16.406582 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2025-04-15 18:00:16.474048 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2025-04-15 18:00:16.531314 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2025-04-15 18:00:16.586954 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2025-04-15 18:00:16.642317 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2025-04-15 18:00:16.697857 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2025-04-15 18:00:16.767678 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2025-04-15 18:00:16.825853 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2025-04-15 18:00:16.883138 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2025-04-15 18:00:16.939198 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2025-04-15 18:00:16.995298 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2025-04-15 18:00:17.066033 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2025-04-15 18:00:17.121689 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2025-04-15 18:00:17.178452 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2025-04-15 18:00:17.234343 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2025-04-15 18:00:17.290263 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2025-04-15 18:00:17.361221 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2025-04-15 18:00:17.419307 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2025-04-15 18:00:17.475536 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2025-04-15 18:00:17.53136 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2025-04-15 18:00:17.597098 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2025-04-15 18:00:17.665173 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2025-04-15 18:00:17.721355 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2025-04-15 18:00:17.776602 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2025-04-15 18:00:17.8325 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2025-04-15 18:00:17.901492 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2025-04-15 18:00:17.95822 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2025-04-15 18:00:18.013729 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2025-04-15 18:00:18.07054 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2025-04-15 18:00:18.125627 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2025-04-15 18:00:18.193827 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2025-04-15 18:00:18.250604 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2025-04-15 18:00:18.306152 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2025-04-15 18:00:18.36103 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2025-04-15 18:00:18.416289 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2025-04-15 18:00:18.495704 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2025-04-15 18:00:18.553393 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2025-04-15 18:00:18.612096 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2025-04-15 18:00:18.672543 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2025-04-15 18:00:18.732769 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2025-04-15 18:00:18.822925 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2025-04-15 18:00:18.88366 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2025-04-15 18:00:18.94248 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2025-04-15 18:00:19.000606 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2025-04-15 18:00:19.073882 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2025-04-15 18:00:19.139595 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2025-04-15 18:00:19.19905 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2025-04-15 18:00:19.260941 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2025-04-15 18:00:19.319337 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2025-04-15 18:00:19.391226 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2025-04-15 18:00:19.449476 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2025-04-15 18:00:19.508677 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2025-04-15 18:00:19.569228 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2025-04-15 18:00:19.629737 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2025-04-15 18:00:19.710477 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2025-04-15 18:00:19.771132 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2025-04-15 18:00:19.828113 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2025-04-15 18:00:19.887995 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2025-04-15 18:00:19.953543 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2025-04-15 18:00:20.363922 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2025-04-15 18:00:20.41701 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2025-04-15 18:00:20.472985 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2025-04-15 18:00:20.537067 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2025-04-15 18:00:20.604995 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2025-04-15 18:00:20.672883 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2025-04-15 18:00:20.730377 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2025-04-15 18:00:20.791332 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2025-04-15 18:00:20.850257 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2025-04-15 18:00:20.907762 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2025-04-15 18:00:20.968494 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2025-04-15 18:00:21.024025 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2025-04-15 18:00:21.085712 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2025-04-15 18:00:21.149179 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2025-04-15 18:00:21.217442 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2025-04-15 18:00:21.278528 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2025-04-15 18:00:21.336431 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2025-04-15 18:00:21.392353 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2025-04-15 18:00:21.4487 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2025-04-15 18:00:21.504467 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2025-04-15 18:00:21.564458 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2025-04-15 18:00:21.618491 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2025-04-15 18:00:21.674395 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2025-04-15 18:00:21.730057 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2025-04-15 18:00:21.785114 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2025-04-15 18:00:21.844286 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2025-04-15 18:00:21.898312 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2025-04-15 18:00:21.953117 INFO::Creating boxplot for categorical data, diagnosis vs F59
## 2025-04-15 18:00:22.011181 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2025-04-15 18:00:22.066701 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2025-04-15 18:00:22.129898 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2025-04-15 18:00:22.1865 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2025-04-15 18:00:22.241402 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2025-04-15 18:00:22.297054 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2025-04-15 18:00:22.352815 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2025-04-15 18:00:22.412407 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2025-04-15 18:00:22.46884 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2025-04-15 18:00:22.527184 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2025-04-15 18:00:22.584309 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2025-04-15 18:00:22.647325 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2025-04-15 18:00:22.703567 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2025-04-15 18:00:22.774951 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2025-04-15 18:00:22.835018 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2025-04-15 18:00:22.905459 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2025-04-15 18:00:22.970899 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2025-04-15 18:00:23.02851 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2025-04-15 18:00:23.084232 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2025-04-15 18:00:23.141077 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2025-04-15 18:00:23.198679 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2025-04-15 18:00:23.263619 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2025-04-15 18:00:23.320328 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2025-04-15 18:00:23.379365 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2025-04-15 18:00:23.437868 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2025-04-15 18:00:23.497758 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2025-04-15 18:00:23.564293 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2025-04-15 18:00:23.619567 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2025-04-15 18:00:23.677946 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2025-04-15 18:00:23.735365 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2025-04-15 18:00:23.793523 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2025-04-15 18:00:23.860553 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2025-04-15 18:00:23.918482 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2025-04-15 18:00:23.978148 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2025-04-15 18:00:24.036728 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2025-04-15 18:00:24.093749 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2025-04-15 18:00:24.155817 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2025-04-15 18:00:24.212223 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2025-04-15 18:00:24.268596 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2025-04-15 18:00:24.325166 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2025-04-15 18:00:24.383608 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2025-04-15 18:00:24.448168 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2025-04-15 18:00:24.502628 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2025-04-15 18:00:24.556963 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2025-04-15 18:00:24.61417 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2025-04-15 18:00:24.67239 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2025-04-15 18:00:24.736954 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2025-04-15 18:00:24.792659 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2025-04-15 18:00:24.851243 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2025-04-15 18:00:24.910165 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2025-04-15 18:00:24.968247 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2025-04-15 18:00:25.031326 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2025-04-15 18:00:25.087539 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2025-04-15 18:00:25.145479 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2025-04-15 18:00:25.204604 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2025-04-15 18:00:25.266049 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2025-04-15 18:00:25.32196 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2025-04-15 18:00:25.37741 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2025-04-15 18:00:25.43509 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2025-04-15 18:00:25.493535 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2025-04-15 18:00:25.561188 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2025-04-15 18:00:25.620416 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2025-04-15 18:00:25.681751 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2025-04-15 18:00:25.742146 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2025-04-15 18:00:25.79773 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2025-04-15 18:00:25.859499 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2025-04-15 18:00:25.915582 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2025-04-15 18:00:25.970724 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2025-04-15 18:00:26.026994 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2025-04-15 18:00:26.087331 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2025-04-15 18:00:26.156387 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2025-04-15 18:00:26.213721 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2025-04-15 18:00:26.270813 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2025-04-15 18:00:26.33007 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2025-04-15 18:00:26.389606 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2025-04-15 18:00:26.489725 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2025-04-15 18:00:26.549444 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2025-04-15 18:00:26.605758 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2025-04-15 18:00:26.661137 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2025-04-15 18:00:26.715172 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2025-04-15 18:00:26.78317 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2025-04-15 18:00:26.839544 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2025-04-15 18:00:26.894932 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2025-04-15 18:00:26.951374 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2025-04-15 18:00:27.008934 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2025-04-15 18:00:27.079857 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2025-04-15 18:00:27.135542 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2025-04-15 18:00:27.192317 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2025-04-15 18:00:27.24887 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2025-04-15 18:00:27.306527 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2025-04-15 18:00:27.375538 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2025-04-15 18:00:27.432708 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2025-04-15 18:00:27.489389 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2025-04-15 18:00:27.54818 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2025-04-15 18:00:27.611427 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2025-04-15 18:00:27.673143 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2025-04-15 18:00:27.731212 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2025-04-15 18:00:27.789935 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2025-04-15 18:00:27.846325 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2025-04-15 18:00:27.910347 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2025-04-15 18:00:27.967348 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2025-04-15 18:00:28.02095 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2025-04-15 18:00:28.076351 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2025-04-15 18:00:28.133038 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2025-04-15 18:00:28.20284 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2025-04-15 18:00:28.262055 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2025-04-15 18:00:28.318237 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2025-04-15 18:00:28.376646 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2025-04-15 18:00:28.434892 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2025-04-15 18:00:28.509374 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2025-04-15 18:00:28.570534 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2025-04-15 18:00:28.631568 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2025-04-15 18:00:28.697246 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2025-04-15 18:00:28.756457 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2025-04-15 18:00:28.822932 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2025-04-15 18:00:28.881299 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2025-04-15 18:00:28.938739 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2025-04-15 18:00:28.997194 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2025-04-15 18:00:29.053964 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2025-04-15 18:00:29.122046 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2025-04-15 18:00:29.184143 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2025-04-15 18:00:29.242323 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2025-04-15 18:00:29.302562 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2025-04-15 18:00:29.362722 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2025-04-15 18:00:29.436579 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2025-04-15 18:00:29.496716 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2025-04-15 18:00:29.556412 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2025-04-15 18:00:29.615662 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2025-04-15 18:00:29.675337 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2025-04-15 18:00:29.75128 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2025-04-15 18:00:29.812376 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2025-04-15 18:00:29.872115 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2025-04-15 18:00:29.929856 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2025-04-15 18:00:29.988807 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2025-04-15 18:00:30.066571 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2025-04-15 18:00:30.126035 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2025-04-15 18:00:30.18546 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2025-04-15 18:00:30.245546 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2025-04-15 18:00:30.306902 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2025-04-15 18:00:30.384507 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2025-04-15 18:00:30.443427 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2025-04-15 18:00:30.502842 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2025-04-15 18:00:30.559937 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2025-04-15 18:00:30.62582 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2025-04-15 18:00:30.686262 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2025-04-15 18:00:30.754328 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2025-04-15 18:00:30.813528 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2025-04-15 18:00:30.872092 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2025-04-15 18:00:30.94637 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2025-04-15 18:00:31.007915 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2025-04-15 18:00:31.066391 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2025-04-15 18:00:31.124215 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2025-04-15 18:00:31.181526 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2025-04-15 18:00:31.254521 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2025-04-15 18:00:31.31627 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2025-04-15 18:00:31.371261 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2025-04-15 18:00:31.427275 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2025-04-15 18:00:31.484301 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2025-04-15 18:00:31.552698 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2025-04-15 18:00:31.608687 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2025-04-15 18:00:31.664758 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2025-04-15 18:00:31.720239 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2025-04-15 18:00:31.778528 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2025-04-15 18:00:31.848479 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2025-04-15 18:00:31.906699 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2025-04-15 18:00:31.963393 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2025-04-15 18:00:32.022083 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2025-04-15 18:00:32.095432 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2025-04-15 18:00:32.162347 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2025-04-15 18:00:32.221851 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2025-04-15 18:00:32.279198 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2025-04-15 18:00:32.33609 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2025-04-15 18:00:32.407135 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2025-04-15 18:00:32.464999 INFO::Creating boxplot for categorical data, diagnosis vs F843
## 2025-04-15 18:00:32.523528 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2025-04-15 18:00:32.585619 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2025-04-15 18:00:32.645272 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2025-04-15 18:00:32.749455 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2025-04-15 18:00:32.810207 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2025-04-15 18:00:32.873034 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2025-04-15 18:00:32.938017 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2025-04-15 18:00:33.006624 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2025-04-15 18:00:33.084474 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2025-04-15 18:00:33.146859 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2025-04-15 18:00:33.205625 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2025-04-15 18:00:33.263327 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2025-04-15 18:00:33.323346 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2025-04-15 18:00:33.395402 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2025-04-15 18:00:33.457199 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2025-04-15 18:00:33.52153 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2025-04-15 18:00:33.583028 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2025-04-15 18:00:33.643413 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2025-04-15 18:00:33.714559 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2025-04-15 18:00:33.779372 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2025-04-15 18:00:33.842735 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2025-04-15 18:00:33.90245 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2025-04-15 18:00:33.978633 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2025-04-15 18:00:34.0543 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2025-04-15 18:00:34.118004 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2025-04-15 18:00:34.809207 INFO::Plotting data for metadata number 2, antibiotics
## 2025-04-15 18:00:34.810078 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2025-04-15 18:00:34.868457 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2025-04-15 18:00:34.929669 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2025-04-15 18:00:34.990991 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2025-04-15 18:00:35.063046 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2025-04-15 18:00:35.127871 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2025-04-15 18:00:35.193265 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2025-04-15 18:00:35.255141 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2025-04-15 18:00:35.332958 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2025-04-15 18:00:35.40812 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2025-04-15 18:00:35.471189 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2025-04-15 18:00:35.533529 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2025-04-15 18:00:35.596287 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2025-04-15 18:00:35.672806 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2025-04-15 18:00:35.738495 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2025-04-15 18:00:35.811272 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2025-04-15 18:00:35.874911 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2025-04-15 18:00:35.952479 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2025-04-15 18:00:36.015525 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2025-04-15 18:00:36.074762 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2025-04-15 18:00:36.133962 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2025-04-15 18:00:36.19435 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2025-04-15 18:00:36.267604 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2025-04-15 18:00:36.334839 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2025-04-15 18:00:36.40007 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2025-04-15 18:00:36.464689 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2025-04-15 18:00:36.524093 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2025-04-15 18:00:36.59349 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2025-04-15 18:00:36.654222 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2025-04-15 18:00:36.718012 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2025-04-15 18:00:36.782811 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2025-04-15 18:00:36.85522 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2025-04-15 18:00:36.919568 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2025-04-15 18:00:36.980075 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2025-04-15 18:00:37.038911 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2025-04-15 18:00:37.09911 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2025-04-15 18:00:37.168422 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2025-04-15 18:00:37.233537 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2025-04-15 18:00:37.296078 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2025-04-15 18:00:37.355915 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2025-04-15 18:00:37.424068 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2025-04-15 18:00:37.483697 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2025-04-15 18:00:37.54459 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2025-04-15 18:00:37.606409 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2025-04-15 18:00:37.672985 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2025-04-15 18:00:37.737785 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2025-04-15 18:00:37.801126 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2025-04-15 18:00:37.863425 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2025-04-15 18:00:37.924264 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2025-04-15 18:00:37.996174 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2025-04-15 18:00:38.057515 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2025-04-15 18:00:38.120881 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2025-04-15 18:00:38.183959 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2025-04-15 18:00:38.260581 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2025-04-15 18:00:38.33398 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2025-04-15 18:00:38.398286 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2025-04-15 18:00:38.464005 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2025-04-15 18:00:38.527481 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2025-04-15 18:00:38.599811 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2025-04-15 18:00:38.660919 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2025-04-15 18:00:38.719484 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2025-04-15 18:00:38.78043 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2025-04-15 18:00:38.854842 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2025-04-15 18:00:38.918969 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2025-04-15 18:00:38.980281 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2025-04-15 18:00:39.043442 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2025-04-15 18:00:39.107274 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2025-04-15 18:00:39.223284 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2025-04-15 18:00:39.291176 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2025-04-15 18:00:39.357975 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2025-04-15 18:00:39.422449 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2025-04-15 18:00:39.505659 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2025-04-15 18:00:39.568241 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2025-04-15 18:00:39.641767 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2025-04-15 18:00:39.70479 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2025-04-15 18:00:39.768611 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2025-04-15 18:00:39.851938 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2025-04-15 18:00:39.917287 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2025-04-15 18:00:39.989974 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2025-04-15 18:00:40.048773 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2025-04-15 18:00:40.117706 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2025-04-15 18:00:40.183658 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2025-04-15 18:00:40.24706 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2025-04-15 18:00:40.312699 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2025-04-15 18:00:40.380881 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2025-04-15 18:00:40.457485 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2025-04-15 18:00:40.52163 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2025-04-15 18:00:40.584178 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2025-04-15 18:00:40.657694 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2025-04-15 18:00:40.721886 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2025-04-15 18:00:40.803986 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2025-04-15 18:00:40.871598 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2025-04-15 18:00:40.936051 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2025-04-15 18:00:40.995503 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2025-04-15 18:00:41.076719 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2025-04-15 18:00:41.14952 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2025-04-15 18:00:41.228443 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2025-04-15 18:00:41.302471 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2025-04-15 18:00:41.369381 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2025-04-15 18:00:41.441507 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2025-04-15 18:00:41.503387 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2025-04-15 18:00:41.566794 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2025-04-15 18:00:41.628698 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2025-04-15 18:00:41.708401 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2025-04-15 18:00:41.776177 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2025-04-15 18:00:41.840193 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2025-04-15 18:00:41.901664 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2025-04-15 18:00:41.963475 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2025-04-15 18:00:42.040429 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2025-04-15 18:00:42.105354 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2025-04-15 18:00:42.168907 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2025-04-15 18:00:42.230782 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2025-04-15 18:00:42.307758 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2025-04-15 18:00:42.373298 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2025-04-15 18:00:42.443837 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2025-04-15 18:00:42.508253 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2025-04-15 18:00:42.569707 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2025-04-15 18:00:42.645434 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2025-04-15 18:00:42.708953 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2025-04-15 18:00:42.771761 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2025-04-15 18:00:42.835187 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2025-04-15 18:00:42.930117 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2025-04-15 18:00:42.999874 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2025-04-15 18:00:43.067332 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2025-04-15 18:00:43.130293 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2025-04-15 18:00:43.208961 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2025-04-15 18:00:43.286681 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2025-04-15 18:00:43.354439 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2025-04-15 18:00:43.419738 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2025-04-15 18:00:43.483875 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2025-04-15 18:00:43.56849 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2025-04-15 18:00:43.638494 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2025-04-15 18:00:43.699757 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2025-04-15 18:00:43.759138 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2025-04-15 18:00:43.821129 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2025-04-15 18:00:43.897171 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2025-04-15 18:00:43.958863 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2025-04-15 18:00:44.020725 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2025-04-15 18:00:44.081873 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2025-04-15 18:00:44.159115 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2025-04-15 18:00:44.223081 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2025-04-15 18:00:44.288232 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2025-04-15 18:00:44.351339 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2025-04-15 18:00:44.410904 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2025-04-15 18:00:44.483657 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2025-04-15 18:00:44.543445 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2025-04-15 18:00:44.6026 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2025-04-15 18:00:44.66205 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2025-04-15 18:00:44.742468 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2025-04-15 18:00:44.805079 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2025-04-15 18:00:44.867113 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2025-04-15 18:00:44.92777 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2025-04-15 18:00:45.002938 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2025-04-15 18:00:45.072612 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2025-04-15 18:00:45.135973 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2025-04-15 18:00:45.196824 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2025-04-15 18:00:45.261898 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2025-04-15 18:00:45.340497 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2025-04-15 18:00:45.404568 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2025-04-15 18:00:45.46354 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2025-04-15 18:00:45.521307 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2025-04-15 18:00:45.643769 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2025-04-15 18:00:45.711177 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2025-04-15 18:00:45.785526 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2025-04-15 18:00:45.855624 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2025-04-15 18:00:45.926408 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2025-04-15 18:00:46.011976 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2025-04-15 18:00:46.079235 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2025-04-15 18:00:46.152885 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2025-04-15 18:00:46.219204 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2025-04-15 18:00:46.302063 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2025-04-15 18:00:46.369695 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2025-04-15 18:00:46.436685 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2025-04-15 18:00:46.504664 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2025-04-15 18:00:46.568685 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2025-04-15 18:00:46.647879 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2025-04-15 18:00:46.715757 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2025-04-15 18:00:46.787676 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2025-04-15 18:00:46.857458 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2025-04-15 18:00:46.919889 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2025-04-15 18:00:46.997673 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2025-04-15 18:00:47.06173 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2025-04-15 18:00:47.127007 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2025-04-15 18:00:47.190247 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2025-04-15 18:00:47.262179 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2025-04-15 18:00:47.324234 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2025-04-15 18:00:47.385261 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2025-04-15 18:00:47.44008 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2025-04-15 18:00:47.495139 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2025-04-15 18:00:47.566603 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2025-04-15 18:00:47.625378 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2025-04-15 18:00:47.685218 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2025-04-15 18:00:47.741954 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2025-04-15 18:00:47.811339 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2025-04-15 18:00:47.873682 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2025-04-15 18:00:47.936252 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2025-04-15 18:00:47.994829 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2025-04-15 18:00:48.051606 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2025-04-15 18:00:48.123308 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2025-04-15 18:00:48.182585 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2025-04-15 18:00:48.245971 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2025-04-15 18:00:48.307782 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2025-04-15 18:00:48.379485 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2025-04-15 18:00:48.440087 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2025-04-15 18:00:48.499742 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2025-04-15 18:00:48.559 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2025-04-15 18:00:48.615807 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2025-04-15 18:00:48.687573 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2025-04-15 18:00:48.746702 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2025-04-15 18:00:48.806447 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2025-04-15 18:00:48.863058 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2025-04-15 18:00:48.934617 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2025-04-15 18:00:48.995404 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2025-04-15 18:00:49.054832 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2025-04-15 18:00:49.11467 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2025-04-15 18:00:49.175799 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2025-04-15 18:00:49.258424 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2025-04-15 18:00:49.322226 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2025-04-15 18:00:49.386206 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2025-04-15 18:00:49.447354 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2025-04-15 18:00:49.525324 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2025-04-15 18:00:49.591676 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2025-04-15 18:00:49.656056 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2025-04-15 18:00:49.718297 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2025-04-15 18:00:49.780209 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2025-04-15 18:00:49.855761 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2025-04-15 18:00:49.92063 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2025-04-15 18:00:49.98656 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2025-04-15 18:00:50.057629 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2025-04-15 18:00:50.138218 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2025-04-15 18:00:50.205083 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2025-04-15 18:00:50.270061 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2025-04-15 18:00:50.332192 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2025-04-15 18:00:50.390775 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2025-04-15 18:00:50.461614 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2025-04-15 18:00:50.525954 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2025-04-15 18:00:50.596558 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2025-04-15 18:00:50.657422 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2025-04-15 18:00:50.728256 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2025-04-15 18:00:50.79043 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2025-04-15 18:00:50.854047 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2025-04-15 18:00:50.916492 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2025-04-15 18:00:50.977707 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2025-04-15 18:00:51.056996 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2025-04-15 18:00:51.121572 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2025-04-15 18:00:51.183298 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2025-04-15 18:00:51.243891 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2025-04-15 18:00:51.320253 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2025-04-15 18:00:51.387354 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2025-04-15 18:00:51.453322 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2025-04-15 18:00:51.514317 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2025-04-15 18:00:51.586156 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2025-04-15 18:00:51.648478 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2025-04-15 18:00:51.709435 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2025-04-15 18:00:51.77064 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2025-04-15 18:00:51.832673 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2025-04-15 18:00:51.941708 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2025-04-15 18:00:52.007514 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2025-04-15 18:00:52.070646 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2025-04-15 18:00:52.133798 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2025-04-15 18:00:52.216952 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2025-04-15 18:00:52.282689 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2025-04-15 18:00:52.345377 INFO::Creating boxplot for categorical data, antibiotics vs F416
## 2025-04-15 18:00:52.412912 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2025-04-15 18:00:52.47592 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2025-04-15 18:00:52.562659 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2025-04-15 18:00:52.630767 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2025-04-15 18:00:52.700194 INFO::Creating boxplot for categorical data, antibiotics vs F846
## 2025-04-15 18:00:52.772992 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2025-04-15 18:00:52.834446 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2025-04-15 18:00:52.917783 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2025-04-15 18:00:52.981718 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2025-04-15 18:00:53.046133 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2025-04-15 18:00:53.107263 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2025-04-15 18:00:53.191806 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2025-04-15 18:00:53.25808 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2025-04-15 18:00:53.326136 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2025-04-15 18:00:53.392383 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2025-04-15 18:00:53.45396 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2025-04-15 18:00:53.537483 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2025-04-15 18:00:53.604566 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2025-04-15 18:00:53.67157 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2025-04-15 18:00:53.737219 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2025-04-15 18:00:53.82544 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2025-04-15 18:00:53.892159 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2025-04-15 18:00:53.956513 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2025-04-15 18:00:54.022704 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2025-04-15 18:00:54.083568 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2025-04-15 18:00:54.166215 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2025-04-15 18:00:54.229848 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2025-04-15 18:00:54.295301 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2025-04-15 18:00:54.359392 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2025-04-15 18:00:54.438985 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2025-04-15 18:00:54.507104 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2025-04-15 18:00:54.571782 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2025-04-15 18:00:54.637243 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2025-04-15 18:00:54.699402 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2025-04-15 18:00:54.784365 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2025-04-15 18:00:54.851835 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2025-04-15 18:00:54.919177 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2025-04-15 18:00:54.981262 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2025-04-15 18:00:55.058977 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2025-04-15 18:00:55.126976 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2025-04-15 18:00:55.190305 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2025-04-15 18:00:55.253562 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2025-04-15 18:00:55.316017 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2025-04-15 18:00:55.399813 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2025-04-15 18:00:55.460953 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2025-04-15 18:00:55.522364 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2025-04-15 18:00:55.582885 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2025-04-15 18:00:55.660652 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2025-04-15 18:00:55.729773 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2025-04-15 18:00:55.798254 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2025-04-15 18:00:55.869924 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2025-04-15 18:00:55.932499 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2025-04-15 18:00:56.014669 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2025-04-15 18:00:56.079653 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2025-04-15 18:00:56.141227 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2025-04-15 18:00:56.202883 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2025-04-15 18:00:56.286512 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2025-04-15 18:00:56.352385 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2025-04-15 18:00:56.417387 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2025-04-15 18:00:56.481399 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2025-04-15 18:00:56.544002 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2025-04-15 18:00:56.628883 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2025-04-15 18:00:56.690544 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2025-04-15 18:00:56.749874 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2025-04-15 18:00:56.807328 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2025-04-15 18:00:56.885179 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2025-04-15 18:00:56.945428 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2025-04-15 18:00:57.008212 INFO::Creating boxplot for categorical data, antibiotics vs F744
## 2025-04-15 18:00:57.068275 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2025-04-15 18:00:57.129851 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2025-04-15 18:00:57.215797 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2025-04-15 18:00:57.276162 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2025-04-15 18:00:57.335726 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2025-04-15 18:00:57.392715 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2025-04-15 18:00:57.47114 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2025-04-15 18:00:57.530688 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2025-04-15 18:00:57.590717 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2025-04-15 18:00:57.648424 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2025-04-15 18:00:57.723318 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2025-04-15 18:00:57.787996 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2025-04-15 18:00:57.850264 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2025-04-15 18:00:57.91447 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2025-04-15 18:00:57.97289 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2025-04-15 18:00:58.051121 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2025-04-15 18:00:58.109662 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2025-04-15 18:00:58.169011 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2025-04-15 18:00:58.225752 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2025-04-15 18:00:58.726056 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2025-04-15 18:00:58.786207 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2025-04-15 18:00:58.841991 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2025-04-15 18:00:58.903803 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2025-04-15 18:00:58.968674 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2025-04-15 18:00:59.037364 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2025-04-15 18:00:59.097351 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2025-04-15 18:00:59.152144 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2025-04-15 18:00:59.207857 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2025-04-15 18:00:59.263211 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2025-04-15 18:00:59.322544 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2025-04-15 18:00:59.37615 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2025-04-15 18:00:59.431112 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2025-04-15 18:00:59.486059 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2025-04-15 18:00:59.549339 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2025-04-15 18:00:59.607074 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2025-04-15 18:00:59.665473 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2025-04-15 18:00:59.726738 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2025-04-15 18:00:59.786582 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2025-04-15 18:00:59.851515 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2025-04-15 18:00:59.911822 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2025-04-15 18:00:59.973619 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2025-04-15 18:01:00.037624 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2025-04-15 18:01:00.095987 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2025-04-15 18:01:00.157401 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2025-04-15 18:01:00.213322 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2025-04-15 18:01:00.270368 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2025-04-15 18:01:00.328814 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2025-04-15 18:01:00.393461 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2025-04-15 18:01:00.452502 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2025-04-15 18:01:00.512126 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2025-04-15 18:01:00.573653 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2025-04-15 18:01:00.631882 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2025-04-15 18:01:00.694645 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2025-04-15 18:01:00.753269 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2025-04-15 18:01:00.812052 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2025-04-15 18:01:00.870406 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2025-04-15 18:01:00.935054 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2025-04-15 18:01:00.99397 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2025-04-15 18:01:01.053255 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2025-04-15 18:01:01.115128 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2025-04-15 18:01:01.176464 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2025-04-15 18:01:01.243268 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2025-04-15 18:01:01.306565 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2025-04-15 18:01:01.367487 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2025-04-15 18:01:01.430078 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2025-04-15 18:01:01.491855 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2025-04-15 18:01:01.559962 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2025-04-15 18:01:01.623332 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2025-04-15 18:01:01.684277 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2025-04-15 18:01:01.748906 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2025-04-15 18:01:01.82056 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2025-04-15 18:01:01.883714 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2025-04-15 18:01:01.949123 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2025-04-15 18:01:02.015945 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2025-04-15 18:01:02.080719 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2025-04-15 18:01:02.155906 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2025-04-15 18:01:02.214894 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2025-04-15 18:01:02.276611 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2025-04-15 18:01:02.338226 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2025-04-15 18:01:02.406732 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2025-04-15 18:01:02.474858 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2025-04-15 18:01:02.534732 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2025-04-15 18:01:02.596017 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2025-04-15 18:01:02.656781 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2025-04-15 18:01:02.727674 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2025-04-15 18:01:02.789488 INFO::Creating boxplot for categorical data, antibiotics vs F672
## 2025-04-15 18:01:02.848602 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2025-04-15 18:01:02.907125 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2025-04-15 18:01:02.972937 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2025-04-15 18:01:03.033224 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2025-04-15 18:01:03.093053 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2025-04-15 18:01:03.153632 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2025-04-15 18:01:03.216271 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2025-04-15 18:01:03.280075 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2025-04-15 18:01:03.337668 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2025-04-15 18:01:03.398168 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2025-04-15 18:01:03.457205 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2025-04-15 18:01:03.522063 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2025-04-15 18:01:03.581996 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2025-04-15 18:01:03.643029 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2025-04-15 18:01:03.709086 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2025-04-15 18:01:03.772807 INFO::Creating boxplot for categorical data, antibiotics vs F754
## 2025-04-15 18:01:03.840651 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2025-04-15 18:01:03.899737 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2025-04-15 18:01:03.957696 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2025-04-15 18:01:04.015306 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2025-04-15 18:01:04.721539 INFO::Plotting data for metadata number 3, age
## 2025-04-15 18:01:04.722569 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:04.842889 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:04.930477 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()`).
## 2025-04-15 18:01:04.994022 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:05.065245 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()`).
## 2025-04-15 18:01:05.128566 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()`).
## 2025-04-15 18:01:05.191904 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:05.250861 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()`).
## 2025-04-15 18:01:05.328474 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:05.396064 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:05.457828 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()`).
## 2025-04-15 18:01:05.526172 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()`).
## 2025-04-15 18:01:05.592485 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()`).
## 2025-04-15 18:01:05.679254 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()`).
## 2025-04-15 18:01:05.748386 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()`).
## 2025-04-15 18:01:05.815463 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()`).
## 2025-04-15 18:01:05.881058 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()`).
## 2025-04-15 18:01:05.960649 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()`).
## 2025-04-15 18:01:06.028875 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()`).
## 2025-04-15 18:01:06.09766 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.158613 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.229422 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()`).
## 2025-04-15 18:01:06.299438 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.363586 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()`).
## 2025-04-15 18:01:06.431922 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.509047 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()`).
## 2025-04-15 18:01:06.579904 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()`).
## 2025-04-15 18:01:06.647685 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()`).
## 2025-04-15 18:01:06.714033 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.783212 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.841381 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:06.899775 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()`).
## 2025-04-15 18:01:06.963416 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:07.029113 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()`).
## 2025-04-15 18:01:07.097729 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()`).
## 2025-04-15 18:01:07.161374 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()`).
## 2025-04-15 18:01:07.227247 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()`).
## 2025-04-15 18:01:07.297554 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:07.362699 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:07.423194 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()`).
## 2025-04-15 18:01:07.486087 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()`).
## 2025-04-15 18:01:07.548689 INFO::Creating scatter plot for continuous data, age vs F296
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-04-15 18:01:07.625719 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()`).
## 2025-04-15 18:01:07.690325 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()`).
## 2025-04-15 18:01:07.757445 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()`).
## 2025-04-15 18:01:07.823775 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()`).
## 2025-04-15 18:01:07.905168 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:07.968556 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:08.029473 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()`).
## 2025-04-15 18:01:08.093835 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:08.169335 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()`).
## 2025-04-15 18:01:08.243117 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()`).
## 2025-04-15 18:01:08.317685 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()`).
## 2025-04-15 18:01:08.384655 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:08.460982 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()`).
## 2025-04-15 18:01:08.52578 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()`).
## 2025-04-15 18:01:08.609897 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()`).
## 2025-04-15 18:01:08.677485 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()`).
## 2025-04-15 18:01:08.75645 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:08.81495 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:08.874202 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()`).
## 2025-04-15 18:01:08.94157 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.014536 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.072545 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()`).
## 2025-04-15 18:01:09.136735 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.196539 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()`).
## 2025-04-15 18:01:09.278608 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()`).
## 2025-04-15 18:01:09.344269 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.40436 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.464504 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()`).
## 2025-04-15 18:01:09.541699 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.603129 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()`).
## 2025-04-15 18:01:09.668175 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()`).
## 2025-04-15 18:01:09.738529 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()`).
## 2025-04-15 18:01:09.817359 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:09.877236 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()`).
## 2025-04-15 18:01:09.94132 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()`).
## 2025-04-15 18:01:10.006371 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()`).
## 2025-04-15 18:01:10.088478 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()`).
## 2025-04-15 18:01:10.155578 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.217282 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()`).
## 2025-04-15 18:01:10.284109 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()`).
## 2025-04-15 18:01:10.36062 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()`).
## 2025-04-15 18:01:10.423948 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()`).
## 2025-04-15 18:01:10.488495 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.549848 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.665947 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()`).
## 2025-04-15 18:01:10.73222 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.793341 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.866427 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:10.943944 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()`).
## 2025-04-15 18:01:11.017236 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()`).
## 2025-04-15 18:01:11.091585 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()`).
## 2025-04-15 18:01:11.157551 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()`).
## 2025-04-15 18:01:11.220604 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.291478 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.354906 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.422102 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.486564 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()`).
## 2025-04-15 18:01:11.569422 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.638207 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()`).
## 2025-04-15 18:01:11.706336 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()`).
## 2025-04-15 18:01:11.773228 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.854952 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()`).
## 2025-04-15 18:01:11.925869 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:11.990029 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.05568 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()`).
## 2025-04-15 18:01:12.138674 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()`).
## 2025-04-15 18:01:12.209441 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()`).
## 2025-04-15 18:01:12.277235 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.347483 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.425855 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.498551 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.566532 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.639617 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.705902 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()`).
## 2025-04-15 18:01:12.787073 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:12.850207 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()`).
## 2025-04-15 18:01:12.918245 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()`).
## 2025-04-15 18:01:12.984768 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()`).
## 2025-04-15 18:01:13.064911 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:13.12786 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()`).
## 2025-04-15 18:01:13.197466 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()`).
## 2025-04-15 18:01:13.265261 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()`).
## 2025-04-15 18:01:13.347 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()`).
## 2025-04-15 18:01:13.410217 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:13.469483 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:13.533928 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()`).
## 2025-04-15 18:01:13.612895 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()`).
## 2025-04-15 18:01:13.681391 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()`).
## 2025-04-15 18:01:13.753008 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:13.817421 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()`).
## 2025-04-15 18:01:13.901711 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()`).
## 2025-04-15 18:01:13.976682 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()`).
## 2025-04-15 18:01:14.041435 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()`).
## 2025-04-15 18:01:14.109607 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.185102 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()`).
## 2025-04-15 18:01:14.252008 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.315075 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.383891 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()`).
## 2025-04-15 18:01:14.459131 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()`).
## 2025-04-15 18:01:14.52566 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()`).
## 2025-04-15 18:01:14.590663 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.650438 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()`).
## 2025-04-15 18:01:14.72248 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()`).
## 2025-04-15 18:01:14.785858 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.844131 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:14.902207 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()`).
## 2025-04-15 18:01:14.977241 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:15.039518 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()`).
## 2025-04-15 18:01:15.105201 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()`).
## 2025-04-15 18:01:15.16778 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()`).
## 2025-04-15 18:01:15.242274 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:15.304764 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()`).
## 2025-04-15 18:01:15.370349 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()`).
## 2025-04-15 18:01:15.435301 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:15.506406 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()`).
## 2025-04-15 18:01:15.572563 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()`).
## 2025-04-15 18:01:15.637078 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:15.696258 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()`).
## 2025-04-15 18:01:15.770158 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## 2025-04-15 18:01:15.829614 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()`).
## 2025-04-15 18:01:15.892795 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()`).
## 2025-04-15 18:01:15.957429 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
## 2025-04-15 18:01:16.791712 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2025-04-15 18:01:16.796025 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2025-04-15 18:01:16.804055 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: aarch64-apple-darwin20
## Running under: macOS Ventura 13.7.1
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.1
##
## locale:
## [1] C/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## time zone: America/New_York
## tzcode source: internal
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] Macarron_1.12.0 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.