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)
## 2025-06-23 20:04:54.307884 INFO::Creating output folder.
## 2025-06-23 20:04:54.350368 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2025-06-23 20:04:54.548072 INFO::Summarized Experiment created.
## 2025-06-23 20:04:54.552487 INFO::Metadata chosen for prevalence filtering: diagnosis
## 869 features pass chosen minimum prevalence threshold of 0.7.
## Calculating pairwise correlations in phenotype: IBD
##
## Calculating pairwise correlations in phenotype: Control
## Distance matrix with 869 features created.
## 2025-06-23 20:05:05.392901 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2025-06-23 20:05:05.950067 INFO::Minimum module size used for this dataset: 10
## Tree constructed
## Evaluating measures of success
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## ..cutHeight not given, setting it to 0.99 ===> 99% of the (truncated) height range in dendro.
## ..done.
## 2025-06-23 20:05:10.204764 INFO::Total number of modules detected: 30
## Initiating AVA calculations
## Finding anchors
## Calculating AVA
## Initiating q-value calculations
## [1] "Creating output folder"
## [1] "Creating output feature tables folder"
## [1] "Creating output fits folder"
## [1] "Creating output figures folder"
## 2025-06-23 20:05:16.448338 INFO::Writing function arguments to log file
## 2025-06-23 20:05:16.466069 INFO::Verifying options selected are valid
## 2025-06-23 20:05:16.601117 INFO::Determining format of input files
## 2025-06-23 20:05:16.603835 INFO::Input format is data samples as columns and metadata samples as rows
## 2025-06-23 20:05:16.659802 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2025-06-23 20:05:16.663589 INFO::Filter data based on min abundance and min prevalence
## 2025-06-23 20:05:16.665788 INFO::Total samples in data: 102
## 2025-06-23 20:05:16.667977 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2025-06-23 20:05:16.708712 INFO::Total filtered features: 0
## 2025-06-23 20:05:16.71162 INFO::Filtered feature names from abundance and prevalence filtering:
## 2025-06-23 20:05:16.773502 INFO::Total filtered features with variance filtering: 10
## 2025-06-23 20:05:16.776045 INFO::Filtered feature names from variance filtering: F1, F59, F74, F416, F577, F629, F672, F744, F754, F846
## 2025-06-23 20:05:16.778182 INFO::Running selected normalization method: NONE
## 2025-06-23 20:05:16.78209 INFO::Applying z-score to standardize continuous metadata
## 2025-06-23 20:05:16.831633 INFO::Running selected transform method: NONE
## 2025-06-23 20:05:16.834345 INFO::Running selected analysis method: LM
## 2025-06-23 20:05:16.857139 INFO::Fitting model to feature number 1, F2
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## 2025-06-23 20:05:19.007763 INFO::Fitting model to feature number 181, F190
## 2025-06-23 20:05:19.01953 INFO::Fitting model to feature number 182, F191
## 2025-06-23 20:05:19.030123 INFO::Fitting model to feature number 183, F192
## 2025-06-23 20:05:19.040307 INFO::Fitting model to feature number 184, F193
## 2025-06-23 20:05:19.050552 INFO::Fitting model to feature number 185, F194
## 2025-06-23 20:05:19.07494 INFO::Fitting model to feature number 186, F195
## 2025-06-23 20:05:19.085561 INFO::Fitting model to feature number 187, F196
## 2025-06-23 20:05:19.098401 INFO::Fitting model to feature number 188, F197
## 2025-06-23 20:05:19.109341 INFO::Fitting model to feature number 189, F198
## 2025-06-23 20:05:19.119249 INFO::Fitting model to feature number 190, F199
## 2025-06-23 20:05:19.128764 INFO::Fitting model to feature number 191, F200
## 2025-06-23 20:05:19.138917 INFO::Fitting model to feature number 192, F201
## 2025-06-23 20:05:19.150578 INFO::Fitting model to feature number 193, F202
## 2025-06-23 20:05:19.160613 INFO::Fitting model to feature number 194, F203
## 2025-06-23 20:05:19.170536 INFO::Fitting model to feature number 195, F204
## 2025-06-23 20:05:19.180078 INFO::Fitting model to feature number 196, F206
## 2025-06-23 20:05:19.191133 INFO::Fitting model to feature number 197, F207
## 2025-06-23 20:05:19.201238 INFO::Fitting model to feature number 198, F208
## 2025-06-23 20:05:19.212956 INFO::Fitting model to feature number 199, F209
## 2025-06-23 20:05:19.223016 INFO::Fitting model to feature number 200, F210
## 2025-06-23 20:05:19.233736 INFO::Fitting model to feature number 201, F211
## 2025-06-23 20:05:19.243007 INFO::Fitting model to feature number 202, F212
## 2025-06-23 20:05:19.252955 INFO::Fitting model to feature number 203, F213
## 2025-06-23 20:05:19.262686 INFO::Fitting model to feature number 204, F214
## 2025-06-23 20:05:19.272192 INFO::Fitting model to feature number 205, F215
## 2025-06-23 20:05:19.282014 INFO::Fitting model to feature number 206, F216
## 2025-06-23 20:05:19.291711 INFO::Fitting model to feature number 207, F217
## 2025-06-23 20:05:19.30377 INFO::Fitting model to feature number 208, F218
## 2025-06-23 20:05:19.314207 INFO::Fitting model to feature number 209, F219
## 2025-06-23 20:05:19.322751 INFO::Fitting model to feature number 210, F220
## 2025-06-23 20:05:19.333479 INFO::Fitting model to feature number 211, F221
## 2025-06-23 20:05:19.343878 INFO::Fitting model to feature number 212, F222
## 2025-06-23 20:05:19.354525 INFO::Fitting model to feature number 213, F223
## 2025-06-23 20:05:19.36468 INFO::Fitting model to feature number 214, F224
## 2025-06-23 20:05:19.374519 INFO::Fitting model to feature number 215, F225
## 2025-06-23 20:05:19.384848 INFO::Fitting model to feature number 216, F226
## 2025-06-23 20:05:19.394659 INFO::Fitting model to feature number 217, F227
## 2025-06-23 20:05:19.404077 INFO::Fitting model to feature number 218, F228
## 2025-06-23 20:05:19.414082 INFO::Fitting model to feature number 219, F229
## 2025-06-23 20:05:19.423806 INFO::Fitting model to feature number 220, F230
## 2025-06-23 20:05:19.433613 INFO::Fitting model to feature number 221, F231
## 2025-06-23 20:05:19.44305 INFO::Fitting model to feature number 222, F232
## 2025-06-23 20:05:19.452994 INFO::Fitting model to feature number 223, F233
## 2025-06-23 20:05:19.464093 INFO::Fitting model to feature number 224, F234
## 2025-06-23 20:05:19.476222 INFO::Fitting model to feature number 225, F235
## 2025-06-23 20:05:19.486641 INFO::Fitting model to feature number 226, F236
## 2025-06-23 20:05:19.49742 INFO::Fitting model to feature number 227, F237
## 2025-06-23 20:05:19.507488 INFO::Fitting model to feature number 228, F238
## 2025-06-23 20:05:19.516532 INFO::Fitting model to feature number 229, F239
## 2025-06-23 20:05:19.525579 INFO::Fitting model to feature number 230, F240
## 2025-06-23 20:05:19.534558 INFO::Fitting model to feature number 231, F241
## 2025-06-23 20:05:19.543511 INFO::Fitting model to feature number 232, F242
## 2025-06-23 20:05:19.553044 INFO::Fitting model to feature number 233, F243
## 2025-06-23 20:05:19.563362 INFO::Fitting model to feature number 234, F244
## 2025-06-23 20:05:19.572968 INFO::Fitting model to feature number 235, F245
## 2025-06-23 20:05:19.582304 INFO::Fitting model to feature number 236, F246
## 2025-06-23 20:05:19.591843 INFO::Fitting model to feature number 237, F247
## 2025-06-23 20:05:19.601108 INFO::Fitting model to feature number 238, F248
## 2025-06-23 20:05:19.691622 INFO::Fitting model to feature number 239, F249
## 2025-06-23 20:05:19.701976 INFO::Fitting model to feature number 240, F250
## 2025-06-23 20:05:19.711116 INFO::Fitting model to feature number 241, F252
## 2025-06-23 20:05:19.720192 INFO::Fitting model to feature number 242, F253
## 2025-06-23 20:05:19.729271 INFO::Fitting model to feature number 243, F254
## 2025-06-23 20:05:19.738973 INFO::Fitting model to feature number 244, F255
## 2025-06-23 20:05:19.747827 INFO::Fitting model to feature number 245, F256
## 2025-06-23 20:05:19.756839 INFO::Fitting model to feature number 246, F257
## 2025-06-23 20:05:19.766095 INFO::Fitting model to feature number 247, F259
## 2025-06-23 20:05:19.775012 INFO::Fitting model to feature number 248, F260
## 2025-06-23 20:05:19.784069 INFO::Fitting model to feature number 249, F261
## 2025-06-23 20:05:19.793357 INFO::Fitting model to feature number 250, F262
## 2025-06-23 20:05:19.802645 INFO::Fitting model to feature number 251, F263
## 2025-06-23 20:05:19.811398 INFO::Fitting model to feature number 252, F264
## 2025-06-23 20:05:19.820406 INFO::Fitting model to feature number 253, F265
## 2025-06-23 20:05:19.828799 INFO::Fitting model to feature number 254, F266
## 2025-06-23 20:05:19.837737 INFO::Fitting model to feature number 255, F267
## 2025-06-23 20:05:19.84651 INFO::Fitting model to feature number 256, F269
## 2025-06-23 20:05:19.855569 INFO::Fitting model to feature number 257, F270
## 2025-06-23 20:05:19.905189 INFO::Fitting model to feature number 258, F271
## 2025-06-23 20:05:19.946838 INFO::Fitting model to feature number 259, F272
## 2025-06-23 20:05:19.957002 INFO::Fitting model to feature number 260, F273
## 2025-06-23 20:05:19.966565 INFO::Fitting model to feature number 261, F274
## 2025-06-23 20:05:19.978107 INFO::Fitting model to feature number 262, F276
## 2025-06-23 20:05:19.988632 INFO::Fitting model to feature number 263, F277
## 2025-06-23 20:05:19.998042 INFO::Fitting model to feature number 264, F278
## 2025-06-23 20:05:20.008883 INFO::Fitting model to feature number 265, F279
## 2025-06-23 20:05:20.019539 INFO::Fitting model to feature number 266, F280
## 2025-06-23 20:05:20.029628 INFO::Fitting model to feature number 267, F281
## 2025-06-23 20:05:20.038633 INFO::Fitting model to feature number 268, F282
## 2025-06-23 20:05:20.047354 INFO::Fitting model to feature number 269, F283
## 2025-06-23 20:05:20.056234 INFO::Fitting model to feature number 270, F284
## 2025-06-23 20:05:20.065258 INFO::Fitting model to feature number 271, F285
## 2025-06-23 20:05:20.074659 INFO::Fitting model to feature number 272, F286
## 2025-06-23 20:05:20.083984 INFO::Fitting model to feature number 273, F287
## 2025-06-23 20:05:20.093796 INFO::Fitting model to feature number 274, F288
## 2025-06-23 20:05:20.102935 INFO::Fitting model to feature number 275, F289
## 2025-06-23 20:05:20.111869 INFO::Fitting model to feature number 276, F290
## 2025-06-23 20:05:20.120607 INFO::Fitting model to feature number 277, F292
## 2025-06-23 20:05:20.129162 INFO::Fitting model to feature number 278, F293
## 2025-06-23 20:05:20.137402 INFO::Fitting model to feature number 279, F294
## 2025-06-23 20:05:20.147759 INFO::Fitting model to feature number 280, F295
## 2025-06-23 20:05:20.156868 INFO::Fitting model to feature number 281, F296
## 2025-06-23 20:05:20.165765 INFO::Fitting model to feature number 282, F297
## 2025-06-23 20:05:20.17457 INFO::Fitting model to feature number 283, F298
## 2025-06-23 20:05:20.183805 INFO::Fitting model to feature number 284, F299
## 2025-06-23 20:05:20.192864 INFO::Fitting model to feature number 285, F300
## 2025-06-23 20:05:20.202029 INFO::Fitting model to feature number 286, F301
## 2025-06-23 20:05:20.21122 INFO::Fitting model to feature number 287, F302
## 2025-06-23 20:05:20.221107 INFO::Fitting model to feature number 288, F303
## 2025-06-23 20:05:20.230003 INFO::Fitting model to feature number 289, F304
## 2025-06-23 20:05:20.238716 INFO::Fitting model to feature number 290, F305
## 2025-06-23 20:05:20.247081 INFO::Fitting model to feature number 291, F306
## 2025-06-23 20:05:20.256052 INFO::Fitting model to feature number 292, F307
## 2025-06-23 20:05:20.265437 INFO::Fitting model to feature number 293, F308
## 2025-06-23 20:05:20.274658 INFO::Fitting model to feature number 294, F309
## 2025-06-23 20:05:20.283678 INFO::Fitting model to feature number 295, F310
## 2025-06-23 20:05:20.292828 INFO::Fitting model to feature number 296, F311
## 2025-06-23 20:05:20.301709 INFO::Fitting model to feature number 297, F312
## 2025-06-23 20:05:20.310789 INFO::Fitting model to feature number 298, F313
## 2025-06-23 20:05:20.31961 INFO::Fitting model to feature number 299, F315
## 2025-06-23 20:05:20.328315 INFO::Fitting model to feature number 300, F316
## 2025-06-23 20:05:20.337612 INFO::Fitting model to feature number 301, F317
## 2025-06-23 20:05:20.34583 INFO::Fitting model to feature number 302, F318
## 2025-06-23 20:05:20.355217 INFO::Fitting model to feature number 303, F319
## 2025-06-23 20:05:20.364689 INFO::Fitting model to feature number 304, F320
## 2025-06-23 20:05:20.373771 INFO::Fitting model to feature number 305, F321
## 2025-06-23 20:05:20.382745 INFO::Fitting model to feature number 306, F322
## 2025-06-23 20:05:20.391558 INFO::Fitting model to feature number 307, F323
## 2025-06-23 20:05:20.40029 INFO::Fitting model to feature number 308, F324
## 2025-06-23 20:05:20.409299 INFO::Fitting model to feature number 309, F325
## 2025-06-23 20:05:20.418543 INFO::Fitting model to feature number 310, F326
## 2025-06-23 20:05:20.427166 INFO::Fitting model to feature number 311, F327
## 2025-06-23 20:05:20.436182 INFO::Fitting model to feature number 312, F328
## 2025-06-23 20:05:20.445003 INFO::Fitting model to feature number 313, F329
## 2025-06-23 20:05:20.454398 INFO::Fitting model to feature number 314, F330
## 2025-06-23 20:05:20.463395 INFO::Fitting model to feature number 315, F331
## 2025-06-23 20:05:20.472451 INFO::Fitting model to feature number 316, F332
## 2025-06-23 20:05:20.482049 INFO::Fitting model to feature number 317, F333
## 2025-06-23 20:05:20.491617 INFO::Fitting model to feature number 318, F334
## 2025-06-23 20:05:20.501169 INFO::Fitting model to feature number 319, F335
## 2025-06-23 20:05:20.510772 INFO::Fitting model to feature number 320, F336
## 2025-06-23 20:05:20.519918 INFO::Fitting model to feature number 321, F337
## 2025-06-23 20:05:20.528981 INFO::Fitting model to feature number 322, F338
## 2025-06-23 20:05:20.537656 INFO::Fitting model to feature number 323, F339
## 2025-06-23 20:05:20.585194 INFO::Fitting model to feature number 324, F340
## 2025-06-23 20:05:20.593828 INFO::Fitting model to feature number 325, F342
## 2025-06-23 20:05:20.60228 INFO::Fitting model to feature number 326, F343
## 2025-06-23 20:05:20.611202 INFO::Fitting model to feature number 327, F344
## 2025-06-23 20:05:20.620875 INFO::Fitting model to feature number 328, F345
## 2025-06-23 20:05:20.630242 INFO::Fitting model to feature number 329, F346
## 2025-06-23 20:05:20.639811 INFO::Fitting model to feature number 330, F347
## 2025-06-23 20:05:20.649166 INFO::Fitting model to feature number 331, F348
## 2025-06-23 20:05:20.658739 INFO::Fitting model to feature number 332, F350
## 2025-06-23 20:05:20.668155 INFO::Fitting model to feature number 333, F351
## 2025-06-23 20:05:20.679242 INFO::Fitting model to feature number 334, F352
## 2025-06-23 20:05:20.688981 INFO::Fitting model to feature number 335, F353
## 2025-06-23 20:05:20.698032 INFO::Fitting model to feature number 336, F355
## 2025-06-23 20:05:20.707338 INFO::Fitting model to feature number 337, F356
## 2025-06-23 20:05:20.716581 INFO::Fitting model to feature number 338, F357
## 2025-06-23 20:05:20.725765 INFO::Fitting model to feature number 339, F358
## 2025-06-23 20:05:20.735024 INFO::Fitting model to feature number 340, F359
## 2025-06-23 20:05:20.743999 INFO::Fitting model to feature number 341, F360
## 2025-06-23 20:05:20.753199 INFO::Fitting model to feature number 342, F361
## 2025-06-23 20:05:20.762351 INFO::Fitting model to feature number 343, F362
## 2025-06-23 20:05:20.770408 INFO::Fitting model to feature number 344, F363
## 2025-06-23 20:05:20.779759 INFO::Fitting model to feature number 345, F364
## 2025-06-23 20:05:20.789976 INFO::Fitting model to feature number 346, F365
## 2025-06-23 20:05:20.799242 INFO::Fitting model to feature number 347, F366
## 2025-06-23 20:05:20.808058 INFO::Fitting model to feature number 348, F367
## 2025-06-23 20:05:20.81843 INFO::Fitting model to feature number 349, F368
## 2025-06-23 20:05:20.8274 INFO::Fitting model to feature number 350, F369
## 2025-06-23 20:05:20.836425 INFO::Fitting model to feature number 351, F370
## 2025-06-23 20:05:20.845032 INFO::Fitting model to feature number 352, F371
## 2025-06-23 20:05:20.853823 INFO::Fitting model to feature number 353, F372
## 2025-06-23 20:05:20.86266 INFO::Fitting model to feature number 354, F373
## 2025-06-23 20:05:20.871595 INFO::Fitting model to feature number 355, F374
## 2025-06-23 20:05:20.880594 INFO::Fitting model to feature number 356, F375
## 2025-06-23 20:05:20.889699 INFO::Fitting model to feature number 357, F376
## 2025-06-23 20:05:20.898226 INFO::Fitting model to feature number 358, F377
## 2025-06-23 20:05:20.906853 INFO::Fitting model to feature number 359, F378
## 2025-06-23 20:05:20.915551 INFO::Fitting model to feature number 360, F379
## 2025-06-23 20:05:20.924976 INFO::Fitting model to feature number 361, F380
## 2025-06-23 20:05:20.934081 INFO::Fitting model to feature number 362, F381
## 2025-06-23 20:05:20.942839 INFO::Fitting model to feature number 363, F382
## 2025-06-23 20:05:20.951476 INFO::Fitting model to feature number 364, F383
## 2025-06-23 20:05:20.960497 INFO::Fitting model to feature number 365, F384
## 2025-06-23 20:05:20.969416 INFO::Fitting model to feature number 366, F386
## 2025-06-23 20:05:20.978323 INFO::Fitting model to feature number 367, F387
## 2025-06-23 20:05:20.987838 INFO::Fitting model to feature number 368, F388
## 2025-06-23 20:05:20.996158 INFO::Fitting model to feature number 369, F389
## 2025-06-23 20:05:21.005468 INFO::Fitting model to feature number 370, F390
## 2025-06-23 20:05:21.014716 INFO::Fitting model to feature number 371, F391
## 2025-06-23 20:05:21.023845 INFO::Fitting model to feature number 372, F392
## 2025-06-23 20:05:21.032815 INFO::Fitting model to feature number 373, F393
## 2025-06-23 20:05:21.041531 INFO::Fitting model to feature number 374, F394
## 2025-06-23 20:05:21.051258 INFO::Fitting model to feature number 375, F395
## 2025-06-23 20:05:21.060691 INFO::Fitting model to feature number 376, F396
## 2025-06-23 20:05:21.069896 INFO::Fitting model to feature number 377, F397
## 2025-06-23 20:05:21.078924 INFO::Fitting model to feature number 378, F398
## 2025-06-23 20:05:21.089555 INFO::Fitting model to feature number 379, F399
## 2025-06-23 20:05:21.098183 INFO::Fitting model to feature number 380, F400
## 2025-06-23 20:05:21.107053 INFO::Fitting model to feature number 381, F401
## 2025-06-23 20:05:21.116662 INFO::Fitting model to feature number 382, F402
## 2025-06-23 20:05:21.126106 INFO::Fitting model to feature number 383, F403
## 2025-06-23 20:05:21.13662 INFO::Fitting model to feature number 384, F404
## 2025-06-23 20:05:21.145689 INFO::Fitting model to feature number 385, F406
## 2025-06-23 20:05:21.155876 INFO::Fitting model to feature number 386, F407
## 2025-06-23 20:05:21.164582 INFO::Fitting model to feature number 387, F408
## 2025-06-23 20:05:21.174681 INFO::Fitting model to feature number 388, F409
## 2025-06-23 20:05:21.183814 INFO::Fitting model to feature number 389, F410
## 2025-06-23 20:05:21.193194 INFO::Fitting model to feature number 390, F411
## 2025-06-23 20:05:21.202587 INFO::Fitting model to feature number 391, F412
## 2025-06-23 20:05:21.211843 INFO::Fitting model to feature number 392, F413
## 2025-06-23 20:05:21.22069 INFO::Fitting model to feature number 393, F414
## 2025-06-23 20:05:21.230081 INFO::Fitting model to feature number 394, F415
## 2025-06-23 20:05:21.23985 INFO::Fitting model to feature number 395, F417
## 2025-06-23 20:05:21.249388 INFO::Fitting model to feature number 396, F418
## 2025-06-23 20:05:21.258761 INFO::Fitting model to feature number 397, F419
## 2025-06-23 20:05:21.268916 INFO::Fitting model to feature number 398, F420
## 2025-06-23 20:05:21.314355 INFO::Fitting model to feature number 399, F421
## 2025-06-23 20:05:21.323925 INFO::Fitting model to feature number 400, F422
## 2025-06-23 20:05:21.333109 INFO::Fitting model to feature number 401, F423
## 2025-06-23 20:05:21.377503 INFO::Fitting model to feature number 402, F425
## 2025-06-23 20:05:21.388172 INFO::Fitting model to feature number 403, F426
## 2025-06-23 20:05:21.398777 INFO::Fitting model to feature number 404, F428
## 2025-06-23 20:05:21.409115 INFO::Fitting model to feature number 405, F429
## 2025-06-23 20:05:21.417998 INFO::Fitting model to feature number 406, F430
## 2025-06-23 20:05:21.429555 INFO::Fitting model to feature number 407, F431
## 2025-06-23 20:05:21.439015 INFO::Fitting model to feature number 408, F432
## 2025-06-23 20:05:21.449792 INFO::Fitting model to feature number 409, F433
## 2025-06-23 20:05:21.45973 INFO::Fitting model to feature number 410, F434
## 2025-06-23 20:05:21.469086 INFO::Fitting model to feature number 411, F435
## 2025-06-23 20:05:21.478254 INFO::Fitting model to feature number 412, F436
## 2025-06-23 20:05:21.489209 INFO::Fitting model to feature number 413, F437
## 2025-06-23 20:05:21.498251 INFO::Fitting model to feature number 414, F438
## 2025-06-23 20:05:21.506489 INFO::Fitting model to feature number 415, F439
## 2025-06-23 20:05:21.516203 INFO::Fitting model to feature number 416, F440
## 2025-06-23 20:05:21.525321 INFO::Fitting model to feature number 417, F441
## 2025-06-23 20:05:21.534218 INFO::Fitting model to feature number 418, F442
## 2025-06-23 20:05:21.543691 INFO::Fitting model to feature number 419, F443
## 2025-06-23 20:05:21.552004 INFO::Fitting model to feature number 420, F444
## 2025-06-23 20:05:21.561851 INFO::Fitting model to feature number 421, F445
## 2025-06-23 20:05:21.570994 INFO::Fitting model to feature number 422, F446
## 2025-06-23 20:05:21.619075 INFO::Fitting model to feature number 423, F447
## 2025-06-23 20:05:21.628152 INFO::Fitting model to feature number 424, F448
## 2025-06-23 20:05:21.637349 INFO::Fitting model to feature number 425, F449
## 2025-06-23 20:05:21.64547 INFO::Fitting model to feature number 426, F450
## 2025-06-23 20:05:21.65295 INFO::Fitting model to feature number 427, F451
## 2025-06-23 20:05:21.662172 INFO::Fitting model to feature number 428, F452
## 2025-06-23 20:05:21.669058 INFO::Fitting model to feature number 429, F454
## 2025-06-23 20:05:21.677427 INFO::Fitting model to feature number 430, F455
## 2025-06-23 20:05:21.686049 INFO::Fitting model to feature number 431, F456
## 2025-06-23 20:05:21.694969 INFO::Fitting model to feature number 432, F457
## 2025-06-23 20:05:21.704003 INFO::Fitting model to feature number 433, F458
## 2025-06-23 20:05:21.7136 INFO::Fitting model to feature number 434, F459
## 2025-06-23 20:05:21.723402 INFO::Fitting model to feature number 435, F461
## 2025-06-23 20:05:21.733353 INFO::Fitting model to feature number 436, F462
## 2025-06-23 20:05:21.74504 INFO::Fitting model to feature number 437, F463
## 2025-06-23 20:05:21.756075 INFO::Fitting model to feature number 438, F464
## 2025-06-23 20:05:21.765541 INFO::Fitting model to feature number 439, F465
## 2025-06-23 20:05:21.774966 INFO::Fitting model to feature number 440, F466
## 2025-06-23 20:05:21.784165 INFO::Fitting model to feature number 441, F467
## 2025-06-23 20:05:21.793991 INFO::Fitting model to feature number 442, F468
## 2025-06-23 20:05:21.803448 INFO::Fitting model to feature number 443, F469
## 2025-06-23 20:05:21.814436 INFO::Fitting model to feature number 444, F470
## 2025-06-23 20:05:21.82666 INFO::Fitting model to feature number 445, F471
## 2025-06-23 20:05:21.837005 INFO::Fitting model to feature number 446, F474
## 2025-06-23 20:05:21.847744 INFO::Fitting model to feature number 447, F475
## 2025-06-23 20:05:21.856951 INFO::Fitting model to feature number 448, F476
## 2025-06-23 20:05:21.867169 INFO::Fitting model to feature number 449, F477
## 2025-06-23 20:05:21.879329 INFO::Fitting model to feature number 450, F478
## 2025-06-23 20:05:21.889346 INFO::Fitting model to feature number 451, F479
## 2025-06-23 20:05:21.899821 INFO::Fitting model to feature number 452, F480
## 2025-06-23 20:05:21.910536 INFO::Fitting model to feature number 453, F481
## 2025-06-23 20:05:21.919154 INFO::Fitting model to feature number 454, F482
## 2025-06-23 20:05:21.931277 INFO::Fitting model to feature number 455, F483
## 2025-06-23 20:05:21.943525 INFO::Fitting model to feature number 456, F484
## 2025-06-23 20:05:21.953971 INFO::Fitting model to feature number 457, F485
## 2025-06-23 20:05:21.964263 INFO::Fitting model to feature number 458, F486
## 2025-06-23 20:05:21.97549 INFO::Fitting model to feature number 459, F487
## 2025-06-23 20:05:21.985487 INFO::Fitting model to feature number 460, F488
## 2025-06-23 20:05:21.99832 INFO::Fitting model to feature number 461, F489
## 2025-06-23 20:05:22.0089 INFO::Fitting model to feature number 462, F490
## 2025-06-23 20:05:22.020329 INFO::Fitting model to feature number 463, F491
## 2025-06-23 20:05:22.029896 INFO::Fitting model to feature number 464, F492
## 2025-06-23 20:05:22.039453 INFO::Fitting model to feature number 465, F493
## 2025-06-23 20:05:22.049622 INFO::Fitting model to feature number 466, F494
## 2025-06-23 20:05:22.060876 INFO::Fitting model to feature number 467, F495
## 2025-06-23 20:05:22.071605 INFO::Fitting model to feature number 468, F496
## 2025-06-23 20:05:22.083148 INFO::Fitting model to feature number 469, F497
## 2025-06-23 20:05:22.09398 INFO::Fitting model to feature number 470, F498
## 2025-06-23 20:05:22.103391 INFO::Fitting model to feature number 471, F499
## 2025-06-23 20:05:22.11327 INFO::Fitting model to feature number 472, F500
## 2025-06-23 20:05:22.124198 INFO::Fitting model to feature number 473, F501
## 2025-06-23 20:05:22.134425 INFO::Fitting model to feature number 474, F502
## 2025-06-23 20:05:22.144159 INFO::Fitting model to feature number 475, F503
## 2025-06-23 20:05:22.153809 INFO::Fitting model to feature number 476, F504
## 2025-06-23 20:05:22.163068 INFO::Fitting model to feature number 477, F505
## 2025-06-23 20:05:22.17267 INFO::Fitting model to feature number 478, F506
## 2025-06-23 20:05:22.184109 INFO::Fitting model to feature number 479, F507
## 2025-06-23 20:05:22.193429 INFO::Fitting model to feature number 480, F508
## 2025-06-23 20:05:22.203134 INFO::Fitting model to feature number 481, F509
## 2025-06-23 20:05:22.253882 INFO::Fitting model to feature number 482, F510
## 2025-06-23 20:05:22.29639 INFO::Fitting model to feature number 483, F511
## 2025-06-23 20:05:22.306276 INFO::Fitting model to feature number 484, F512
## 2025-06-23 20:05:22.316076 INFO::Fitting model to feature number 485, F513
## 2025-06-23 20:05:22.325308 INFO::Fitting model to feature number 486, F514
## 2025-06-23 20:05:22.335025 INFO::Fitting model to feature number 487, F515
## 2025-06-23 20:05:22.345578 INFO::Fitting model to feature number 488, F516
## 2025-06-23 20:05:22.355485 INFO::Fitting model to feature number 489, F517
## 2025-06-23 20:05:22.364943 INFO::Fitting model to feature number 490, F518
## 2025-06-23 20:05:22.373844 INFO::Fitting model to feature number 491, F519
## 2025-06-23 20:05:22.384936 INFO::Fitting model to feature number 492, F520
## 2025-06-23 20:05:22.471577 INFO::Fitting model to feature number 493, F521
## 2025-06-23 20:05:22.51632 INFO::Fitting model to feature number 494, F522
## 2025-06-23 20:05:22.526251 INFO::Fitting model to feature number 495, F523
## 2025-06-23 20:05:22.536599 INFO::Fitting model to feature number 496, F524
## 2025-06-23 20:05:22.546478 INFO::Fitting model to feature number 497, F525
## 2025-06-23 20:05:22.557323 INFO::Fitting model to feature number 498, F526
## 2025-06-23 20:05:22.567693 INFO::Fitting model to feature number 499, F527
## 2025-06-23 20:05:22.578113 INFO::Fitting model to feature number 500, F528
## 2025-06-23 20:05:22.587761 INFO::Fitting model to feature number 501, F529
## 2025-06-23 20:05:22.598946 INFO::Fitting model to feature number 502, F530
## 2025-06-23 20:05:22.646172 INFO::Fitting model to feature number 503, F531
## 2025-06-23 20:05:22.655427 INFO::Fitting model to feature number 504, F532
## 2025-06-23 20:05:22.665015 INFO::Fitting model to feature number 505, F533
## 2025-06-23 20:05:22.675263 INFO::Fitting model to feature number 506, F534
## 2025-06-23 20:05:22.683637 INFO::Fitting model to feature number 507, F535
## 2025-06-23 20:05:22.692009 INFO::Fitting model to feature number 508, F536
## 2025-06-23 20:05:22.700576 INFO::Fitting model to feature number 509, F537
## 2025-06-23 20:05:22.70989 INFO::Fitting model to feature number 510, F539
## 2025-06-23 20:05:22.720142 INFO::Fitting model to feature number 511, F540
## 2025-06-23 20:05:22.729377 INFO::Fitting model to feature number 512, F541
## 2025-06-23 20:05:22.738897 INFO::Fitting model to feature number 513, F543
## 2025-06-23 20:05:22.748963 INFO::Fitting model to feature number 514, F544
## 2025-06-23 20:05:22.759446 INFO::Fitting model to feature number 515, F545
## 2025-06-23 20:05:22.768808 INFO::Fitting model to feature number 516, F546
## 2025-06-23 20:05:22.778244 INFO::Fitting model to feature number 517, F547
## 2025-06-23 20:05:22.788076 INFO::Fitting model to feature number 518, F548
## 2025-06-23 20:05:22.797722 INFO::Fitting model to feature number 519, F549
## 2025-06-23 20:05:22.80802 INFO::Fitting model to feature number 520, F550
## 2025-06-23 20:05:22.818128 INFO::Fitting model to feature number 521, F551
## 2025-06-23 20:05:22.827567 INFO::Fitting model to feature number 522, F552
## 2025-06-23 20:05:22.837101 INFO::Fitting model to feature number 523, F553
## 2025-06-23 20:05:22.846822 INFO::Fitting model to feature number 524, F554
## 2025-06-23 20:05:22.857037 INFO::Fitting model to feature number 525, F555
## 2025-06-23 20:05:22.866143 INFO::Fitting model to feature number 526, F556
## 2025-06-23 20:05:22.914984 INFO::Fitting model to feature number 527, F557
## 2025-06-23 20:05:22.925809 INFO::Fitting model to feature number 528, F558
## 2025-06-23 20:05:22.93568 INFO::Fitting model to feature number 529, F559
## 2025-06-23 20:05:22.946483 INFO::Fitting model to feature number 530, F560
## 2025-06-23 20:05:22.956588 INFO::Fitting model to feature number 531, F561
## 2025-06-23 20:05:22.966315 INFO::Fitting model to feature number 532, F562
## 2025-06-23 20:05:22.975785 INFO::Fitting model to feature number 533, F563
## 2025-06-23 20:05:22.98546 INFO::Fitting model to feature number 534, F564
## 2025-06-23 20:05:22.996602 INFO::Fitting model to feature number 535, F566
## 2025-06-23 20:05:23.04162 INFO::Fitting model to feature number 536, F567
## 2025-06-23 20:05:23.051351 INFO::Fitting model to feature number 537, F568
## 2025-06-23 20:05:23.061059 INFO::Fitting model to feature number 538, F569
## 2025-06-23 20:05:23.069819 INFO::Fitting model to feature number 539, F570
## 2025-06-23 20:05:23.152377 INFO::Fitting model to feature number 540, F571
## 2025-06-23 20:05:23.162193 INFO::Fitting model to feature number 541, F572
## 2025-06-23 20:05:23.171088 INFO::Fitting model to feature number 542, F573
## 2025-06-23 20:05:23.185299 INFO::Fitting model to feature number 543, F574
## 2025-06-23 20:05:23.195121 INFO::Fitting model to feature number 544, F575
## 2025-06-23 20:05:23.204883 INFO::Fitting model to feature number 545, F576
## 2025-06-23 20:05:23.215129 INFO::Fitting model to feature number 546, F578
## 2025-06-23 20:05:23.224196 INFO::Fitting model to feature number 547, F579
## 2025-06-23 20:05:23.269012 INFO::Fitting model to feature number 548, F580
## 2025-06-23 20:05:23.278147 INFO::Fitting model to feature number 549, F581
## 2025-06-23 20:05:23.288507 INFO::Fitting model to feature number 550, F582
## 2025-06-23 20:05:23.298259 INFO::Fitting model to feature number 551, F583
## 2025-06-23 20:05:23.307985 INFO::Fitting model to feature number 552, F584
## 2025-06-23 20:05:23.318129 INFO::Fitting model to feature number 553, F585
## 2025-06-23 20:05:23.398393 INFO::Fitting model to feature number 554, F586
## 2025-06-23 20:05:23.407555 INFO::Fitting model to feature number 555, F587
## 2025-06-23 20:05:23.416723 INFO::Fitting model to feature number 556, F588
## 2025-06-23 20:05:23.425947 INFO::Fitting model to feature number 557, F589
## 2025-06-23 20:05:23.435628 INFO::Fitting model to feature number 558, F590
## 2025-06-23 20:05:23.444918 INFO::Fitting model to feature number 559, F591
## 2025-06-23 20:05:23.453624 INFO::Fitting model to feature number 560, F592
## 2025-06-23 20:05:23.462608 INFO::Fitting model to feature number 561, F593
## 2025-06-23 20:05:23.471777 INFO::Fitting model to feature number 562, F594
## 2025-06-23 20:05:23.4809 INFO::Fitting model to feature number 563, F595
## 2025-06-23 20:05:23.489646 INFO::Fitting model to feature number 564, F596
## 2025-06-23 20:05:23.499118 INFO::Fitting model to feature number 565, F597
## 2025-06-23 20:05:23.512096 INFO::Fitting model to feature number 566, F598
## 2025-06-23 20:05:23.521434 INFO::Fitting model to feature number 567, F599
## 2025-06-23 20:05:23.531129 INFO::Fitting model to feature number 568, F600
## 2025-06-23 20:05:23.540052 INFO::Fitting model to feature number 569, F601
## 2025-06-23 20:05:23.55127 INFO::Fitting model to feature number 570, F602
## 2025-06-23 20:05:23.561974 INFO::Fitting model to feature number 571, F603
## 2025-06-23 20:05:23.571031 INFO::Fitting model to feature number 572, F605
## 2025-06-23 20:05:23.58039 INFO::Fitting model to feature number 573, F606
## 2025-06-23 20:05:23.589393 INFO::Fitting model to feature number 574, F607
## 2025-06-23 20:05:23.597827 INFO::Fitting model to feature number 575, F608
## 2025-06-23 20:05:23.607199 INFO::Fitting model to feature number 576, F609
## 2025-06-23 20:05:23.61712 INFO::Fitting model to feature number 577, F610
## 2025-06-23 20:05:23.628269 INFO::Fitting model to feature number 578, F611
## 2025-06-23 20:05:23.637951 INFO::Fitting model to feature number 579, F612
## 2025-06-23 20:05:23.647248 INFO::Fitting model to feature number 580, F613
## 2025-06-23 20:05:23.656129 INFO::Fitting model to feature number 581, F614
## 2025-06-23 20:05:23.666296 INFO::Fitting model to feature number 582, F615
## 2025-06-23 20:05:23.676039 INFO::Fitting model to feature number 583, F616
## 2025-06-23 20:05:23.686199 INFO::Fitting model to feature number 584, F617
## 2025-06-23 20:05:23.696038 INFO::Fitting model to feature number 585, F618
## 2025-06-23 20:05:23.706409 INFO::Fitting model to feature number 586, F619
## 2025-06-23 20:05:23.716437 INFO::Fitting model to feature number 587, F620
## 2025-06-23 20:05:23.72655 INFO::Fitting model to feature number 588, F621
## 2025-06-23 20:05:23.736118 INFO::Fitting model to feature number 589, F622
## 2025-06-23 20:05:23.746682 INFO::Fitting model to feature number 590, F623
## 2025-06-23 20:05:23.756427 INFO::Fitting model to feature number 591, F624
## 2025-06-23 20:05:23.768388 INFO::Fitting model to feature number 592, F625
## 2025-06-23 20:05:23.778245 INFO::Fitting model to feature number 593, F626
## 2025-06-23 20:05:23.787841 INFO::Fitting model to feature number 594, F627
## 2025-06-23 20:05:23.837774 INFO::Fitting model to feature number 595, F628
## 2025-06-23 20:05:23.847593 INFO::Fitting model to feature number 596, F630
## 2025-06-23 20:05:23.857868 INFO::Fitting model to feature number 597, F631
## 2025-06-23 20:05:23.867522 INFO::Fitting model to feature number 598, F632
## 2025-06-23 20:05:23.877574 INFO::Fitting model to feature number 599, F633
## 2025-06-23 20:05:23.887555 INFO::Fitting model to feature number 600, F634
## 2025-06-23 20:05:23.896389 INFO::Fitting model to feature number 601, F635
## 2025-06-23 20:05:23.90524 INFO::Fitting model to feature number 602, F636
## 2025-06-23 20:05:23.914315 INFO::Fitting model to feature number 603, F637
## 2025-06-23 20:05:23.924158 INFO::Fitting model to feature number 604, F638
## 2025-06-23 20:05:23.934042 INFO::Fitting model to feature number 605, F639
## 2025-06-23 20:05:23.943585 INFO::Fitting model to feature number 606, F640
## 2025-06-23 20:05:23.988212 INFO::Fitting model to feature number 607, F641
## 2025-06-23 20:05:23.998012 INFO::Fitting model to feature number 608, F642
## 2025-06-23 20:05:24.006928 INFO::Fitting model to feature number 609, F643
## 2025-06-23 20:05:24.015765 INFO::Fitting model to feature number 610, F644
## 2025-06-23 20:05:24.024652 INFO::Fitting model to feature number 611, F645
## 2025-06-23 20:05:24.033869 INFO::Fitting model to feature number 612, F646
## 2025-06-23 20:05:24.042897 INFO::Fitting model to feature number 613, F647
## 2025-06-23 20:05:24.052665 INFO::Fitting model to feature number 614, F648
## 2025-06-23 20:05:24.062522 INFO::Fitting model to feature number 615, F649
## 2025-06-23 20:05:24.073683 INFO::Fitting model to feature number 616, F650
## 2025-06-23 20:05:24.082922 INFO::Fitting model to feature number 617, F651
## 2025-06-23 20:05:24.093908 INFO::Fitting model to feature number 618, F652
## 2025-06-23 20:05:24.103788 INFO::Fitting model to feature number 619, F653
## 2025-06-23 20:05:24.113785 INFO::Fitting model to feature number 620, F654
## 2025-06-23 20:05:24.124062 INFO::Fitting model to feature number 621, F655
## 2025-06-23 20:05:24.133591 INFO::Fitting model to feature number 622, F656
## 2025-06-23 20:05:24.142797 INFO::Fitting model to feature number 623, F657
## 2025-06-23 20:05:24.152379 INFO::Fitting model to feature number 624, F658
## 2025-06-23 20:05:24.161954 INFO::Fitting model to feature number 625, F659
## 2025-06-23 20:05:24.172813 INFO::Fitting model to feature number 626, F660
## 2025-06-23 20:05:24.182292 INFO::Fitting model to feature number 627, F661
## 2025-06-23 20:05:24.192892 INFO::Fitting model to feature number 628, F662
## 2025-06-23 20:05:24.203651 INFO::Fitting model to feature number 629, F663
## 2025-06-23 20:05:24.212934 INFO::Fitting model to feature number 630, F664
## 2025-06-23 20:05:24.221968 INFO::Fitting model to feature number 631, F665
## 2025-06-23 20:05:24.232597 INFO::Fitting model to feature number 632, F666
## 2025-06-23 20:05:24.242481 INFO::Fitting model to feature number 633, F667
## 2025-06-23 20:05:24.252228 INFO::Fitting model to feature number 634, F668
## 2025-06-23 20:05:24.262288 INFO::Fitting model to feature number 635, F669
## 2025-06-23 20:05:24.271945 INFO::Fitting model to feature number 636, F670
## 2025-06-23 20:05:24.282007 INFO::Fitting model to feature number 637, F671
## 2025-06-23 20:05:24.291999 INFO::Fitting model to feature number 638, F673
## 2025-06-23 20:05:24.302516 INFO::Fitting model to feature number 639, F674
## 2025-06-23 20:05:24.312448 INFO::Fitting model to feature number 640, F675
## 2025-06-23 20:05:24.321786 INFO::Fitting model to feature number 641, F676
## 2025-06-23 20:05:24.334418 INFO::Fitting model to feature number 642, F677
## 2025-06-23 20:05:24.345079 INFO::Fitting model to feature number 643, F678
## 2025-06-23 20:05:24.356033 INFO::Fitting model to feature number 644, F679
## 2025-06-23 20:05:24.368265 INFO::Fitting model to feature number 645, F680
## 2025-06-23 20:05:24.380811 INFO::Fitting model to feature number 646, F681
## 2025-06-23 20:05:24.393605 INFO::Fitting model to feature number 647, F682
## 2025-06-23 20:05:24.404076 INFO::Fitting model to feature number 648, F683
## 2025-06-23 20:05:24.413547 INFO::Fitting model to feature number 649, F684
## 2025-06-23 20:05:24.423535 INFO::Fitting model to feature number 650, F685
## 2025-06-23 20:05:24.434054 INFO::Fitting model to feature number 651, F686
## 2025-06-23 20:05:24.442829 INFO::Fitting model to feature number 652, F687
## 2025-06-23 20:05:24.451983 INFO::Fitting model to feature number 653, F688
## 2025-06-23 20:05:24.46074 INFO::Fitting model to feature number 654, F689
## 2025-06-23 20:05:24.471983 INFO::Fitting model to feature number 655, F690
## 2025-06-23 20:05:24.48086 INFO::Fitting model to feature number 656, F691
## 2025-06-23 20:05:24.52083 INFO::Fitting model to feature number 657, F692
## 2025-06-23 20:05:24.529715 INFO::Fitting model to feature number 658, F693
## 2025-06-23 20:05:24.538968 INFO::Fitting model to feature number 659, F694
## 2025-06-23 20:05:24.548006 INFO::Fitting model to feature number 660, F695
## 2025-06-23 20:05:24.55766 INFO::Fitting model to feature number 661, F696
## 2025-06-23 20:05:24.567152 INFO::Fitting model to feature number 662, F697
## 2025-06-23 20:05:24.576492 INFO::Fitting model to feature number 663, F698
## 2025-06-23 20:05:24.586201 INFO::Fitting model to feature number 664, F699
## 2025-06-23 20:05:24.595218 INFO::Fitting model to feature number 665, F700
## 2025-06-23 20:05:24.604893 INFO::Fitting model to feature number 666, F701
## 2025-06-23 20:05:24.613822 INFO::Fitting model to feature number 667, F702
## 2025-06-23 20:05:24.623711 INFO::Fitting model to feature number 668, F704
## 2025-06-23 20:05:24.633018 INFO::Fitting model to feature number 669, F705
## 2025-06-23 20:05:24.64291 INFO::Fitting model to feature number 670, F706
## 2025-06-23 20:05:24.688542 INFO::Fitting model to feature number 671, F707
## 2025-06-23 20:05:24.69678 INFO::Fitting model to feature number 672, F708
## 2025-06-23 20:05:24.705564 INFO::Fitting model to feature number 673, F709
## 2025-06-23 20:05:24.714392 INFO::Fitting model to feature number 674, F710
## 2025-06-23 20:05:24.723162 INFO::Fitting model to feature number 675, F711
## 2025-06-23 20:05:24.768174 INFO::Fitting model to feature number 676, F712
## 2025-06-23 20:05:24.778522 INFO::Fitting model to feature number 677, F713
## 2025-06-23 20:05:24.787386 INFO::Fitting model to feature number 678, F714
## 2025-06-23 20:05:24.796382 INFO::Fitting model to feature number 679, F715
## 2025-06-23 20:05:24.805622 INFO::Fitting model to feature number 680, F716
## 2025-06-23 20:05:24.814719 INFO::Fitting model to feature number 681, F717
## 2025-06-23 20:05:24.825716 INFO::Fitting model to feature number 682, F718
## 2025-06-23 20:05:24.834277 INFO::Fitting model to feature number 683, F719
## 2025-06-23 20:05:24.844077 INFO::Fitting model to feature number 684, F720
## 2025-06-23 20:05:24.853688 INFO::Fitting model to feature number 685, F721
## 2025-06-23 20:05:24.862518 INFO::Fitting model to feature number 686, F722
## 2025-06-23 20:05:24.871517 INFO::Fitting model to feature number 687, F723
## 2025-06-23 20:05:24.880737 INFO::Fitting model to feature number 688, F724
## 2025-06-23 20:05:24.890535 INFO::Fitting model to feature number 689, F725
## 2025-06-23 20:05:24.899955 INFO::Fitting model to feature number 690, F726
## 2025-06-23 20:05:24.908791 INFO::Fitting model to feature number 691, F727
## 2025-06-23 20:05:24.91517 INFO::Fitting model to feature number 692, F728
## 2025-06-23 20:05:24.923275 INFO::Fitting model to feature number 693, F729
## 2025-06-23 20:05:24.932129 INFO::Fitting model to feature number 694, F730
## 2025-06-23 20:05:24.941399 INFO::Fitting model to feature number 695, F731
## 2025-06-23 20:05:24.950568 INFO::Fitting model to feature number 696, F732
## 2025-06-23 20:05:24.960316 INFO::Fitting model to feature number 697, F733
## 2025-06-23 20:05:24.969239 INFO::Fitting model to feature number 698, F734
## 2025-06-23 20:05:25.011458 INFO::Fitting model to feature number 699, F735
## 2025-06-23 20:05:25.019148 INFO::Fitting model to feature number 700, F736
## 2025-06-23 20:05:25.028416 INFO::Fitting model to feature number 701, F737
## 2025-06-23 20:05:25.037413 INFO::Fitting model to feature number 702, F739
## 2025-06-23 20:05:25.046713 INFO::Fitting model to feature number 703, F740
## 2025-06-23 20:05:25.055608 INFO::Fitting model to feature number 704, F741
## 2025-06-23 20:05:25.065263 INFO::Fitting model to feature number 705, F742
## 2025-06-23 20:05:25.07451 INFO::Fitting model to feature number 706, F743
## 2025-06-23 20:05:25.08376 INFO::Fitting model to feature number 707, F745
## 2025-06-23 20:05:25.092934 INFO::Fitting model to feature number 708, F746
## 2025-06-23 20:05:25.102789 INFO::Fitting model to feature number 709, F747
## 2025-06-23 20:05:25.11233 INFO::Fitting model to feature number 710, F748
## 2025-06-23 20:05:25.153674 INFO::Fitting model to feature number 711, F749
## 2025-06-23 20:05:25.163041 INFO::Fitting model to feature number 712, F750
## 2025-06-23 20:05:25.173584 INFO::Fitting model to feature number 713, F751
## 2025-06-23 20:05:25.185154 INFO::Fitting model to feature number 714, F752
## 2025-06-23 20:05:25.194555 INFO::Fitting model to feature number 715, F753
## 2025-06-23 20:05:25.204108 INFO::Fitting model to feature number 716, F755
## 2025-06-23 20:05:25.214325 INFO::Fitting model to feature number 717, F756
## 2025-06-23 20:05:25.224263 INFO::Fitting model to feature number 718, F757
## 2025-06-23 20:05:25.234089 INFO::Fitting model to feature number 719, F758
## 2025-06-23 20:05:25.243454 INFO::Fitting model to feature number 720, F759
## 2025-06-23 20:05:25.254347 INFO::Fitting model to feature number 721, F760
## 2025-06-23 20:05:25.26461 INFO::Fitting model to feature number 722, F761
## 2025-06-23 20:05:25.273565 INFO::Fitting model to feature number 723, F762
## 2025-06-23 20:05:25.281467 INFO::Fitting model to feature number 724, F763
## 2025-06-23 20:05:25.290213 INFO::Fitting model to feature number 725, F764
## 2025-06-23 20:05:25.298891 INFO::Fitting model to feature number 726, F765
## 2025-06-23 20:05:25.308009 INFO::Fitting model to feature number 727, F766
## 2025-06-23 20:05:25.317274 INFO::Fitting model to feature number 728, F767
## 2025-06-23 20:05:25.32684 INFO::Fitting model to feature number 729, F768
## 2025-06-23 20:05:25.336308 INFO::Fitting model to feature number 730, F769
## 2025-06-23 20:05:25.345019 INFO::Fitting model to feature number 731, F770
## 2025-06-23 20:05:25.353652 INFO::Fitting model to feature number 732, F771
## 2025-06-23 20:05:25.362618 INFO::Fitting model to feature number 733, F772
## 2025-06-23 20:05:25.372172 INFO::Fitting model to feature number 734, F773
## 2025-06-23 20:05:25.382575 INFO::Fitting model to feature number 735, F774
## 2025-06-23 20:05:25.392775 INFO::Fitting model to feature number 736, F775
## 2025-06-23 20:05:25.401928 INFO::Fitting model to feature number 737, F776
## 2025-06-23 20:05:25.412457 INFO::Fitting model to feature number 738, F777
## 2025-06-23 20:05:25.422535 INFO::Fitting model to feature number 739, F778
## 2025-06-23 20:05:25.4317 INFO::Fitting model to feature number 740, F779
## 2025-06-23 20:05:25.44091 INFO::Fitting model to feature number 741, F780
## 2025-06-23 20:05:25.449627 INFO::Fitting model to feature number 742, F781
## 2025-06-23 20:05:25.459571 INFO::Fitting model to feature number 743, F782
## 2025-06-23 20:05:25.469044 INFO::Fitting model to feature number 744, F783
## 2025-06-23 20:05:25.478872 INFO::Fitting model to feature number 745, F784
## 2025-06-23 20:05:25.490239 INFO::Fitting model to feature number 746, F785
## 2025-06-23 20:05:25.500435 INFO::Fitting model to feature number 747, F786
## 2025-06-23 20:05:25.510732 INFO::Fitting model to feature number 748, F787
## 2025-06-23 20:05:25.519866 INFO::Fitting model to feature number 749, F788
## 2025-06-23 20:05:25.530353 INFO::Fitting model to feature number 750, F789
## 2025-06-23 20:05:25.540291 INFO::Fitting model to feature number 751, F790
## 2025-06-23 20:05:25.550207 INFO::Fitting model to feature number 752, F791
## 2025-06-23 20:05:25.560682 INFO::Fitting model to feature number 753, F792
## 2025-06-23 20:05:25.571868 INFO::Fitting model to feature number 754, F793
## 2025-06-23 20:05:25.581298 INFO::Fitting model to feature number 755, F794
## 2025-06-23 20:05:25.592041 INFO::Fitting model to feature number 756, F795
## 2025-06-23 20:05:25.604046 INFO::Fitting model to feature number 757, F796
## 2025-06-23 20:05:25.614327 INFO::Fitting model to feature number 758, F797
## 2025-06-23 20:05:25.625926 INFO::Fitting model to feature number 759, F798
## 2025-06-23 20:05:25.635675 INFO::Fitting model to feature number 760, F799
## 2025-06-23 20:05:25.644855 INFO::Fitting model to feature number 761, F800
## 2025-06-23 20:05:25.654452 INFO::Fitting model to feature number 762, F801
## 2025-06-23 20:05:25.664813 INFO::Fitting model to feature number 763, F802
## 2025-06-23 20:05:25.675497 INFO::Fitting model to feature number 764, F803
## 2025-06-23 20:05:25.689421 INFO::Fitting model to feature number 765, F804
## 2025-06-23 20:05:25.701933 INFO::Fitting model to feature number 766, F805
## 2025-06-23 20:05:25.747992 INFO::Fitting model to feature number 767, F806
## 2025-06-23 20:05:25.758191 INFO::Fitting model to feature number 768, F808
## 2025-06-23 20:05:25.768472 INFO::Fitting model to feature number 769, F809
## 2025-06-23 20:05:25.777489 INFO::Fitting model to feature number 770, F810
## 2025-06-23 20:05:25.787389 INFO::Fitting model to feature number 771, F811
## 2025-06-23 20:05:25.798177 INFO::Fitting model to feature number 772, F812
## 2025-06-23 20:05:25.809267 INFO::Fitting model to feature number 773, F813
## 2025-06-23 20:05:25.819358 INFO::Fitting model to feature number 774, F814
## 2025-06-23 20:05:25.829944 INFO::Fitting model to feature number 775, F815
## 2025-06-23 20:05:25.840226 INFO::Fitting model to feature number 776, F816
## 2025-06-23 20:05:25.849437 INFO::Fitting model to feature number 777, F817
## 2025-06-23 20:05:25.858605 INFO::Fitting model to feature number 778, F818
## 2025-06-23 20:05:25.869226 INFO::Fitting model to feature number 779, F819
## 2025-06-23 20:05:25.880581 INFO::Fitting model to feature number 780, F820
## 2025-06-23 20:05:25.890521 INFO::Fitting model to feature number 781, F821
## 2025-06-23 20:05:25.900342 INFO::Fitting model to feature number 782, F822
## 2025-06-23 20:05:25.912794 INFO::Fitting model to feature number 783, F823
## 2025-06-23 20:05:25.921825 INFO::Fitting model to feature number 784, F824
## 2025-06-23 20:05:25.932161 INFO::Fitting model to feature number 785, F825
## 2025-06-23 20:05:25.942272 INFO::Fitting model to feature number 786, F826
## 2025-06-23 20:05:25.953135 INFO::Fitting model to feature number 787, F827
## 2025-06-23 20:05:25.963229 INFO::Fitting model to feature number 788, F828
## 2025-06-23 20:05:25.973825 INFO::Fitting model to feature number 789, F829
## 2025-06-23 20:05:25.984458 INFO::Fitting model to feature number 790, F830
## 2025-06-23 20:05:25.994757 INFO::Fitting model to feature number 791, F831
## 2025-06-23 20:05:26.004319 INFO::Fitting model to feature number 792, F832
## 2025-06-23 20:05:26.015662 INFO::Fitting model to feature number 793, F833
## 2025-06-23 20:05:26.026637 INFO::Fitting model to feature number 794, F834
## 2025-06-23 20:05:26.036948 INFO::Fitting model to feature number 795, F835
## 2025-06-23 20:05:26.047002 INFO::Fitting model to feature number 796, F836
## 2025-06-23 20:05:26.057519 INFO::Fitting model to feature number 797, F837
## 2025-06-23 20:05:26.06747 INFO::Fitting model to feature number 798, F838
## 2025-06-23 20:05:26.077394 INFO::Fitting model to feature number 799, F839
## 2025-06-23 20:05:26.087 INFO::Fitting model to feature number 800, F840
## 2025-06-23 20:05:26.09674 INFO::Fitting model to feature number 801, F841
## 2025-06-23 20:05:26.106609 INFO::Fitting model to feature number 802, F842
## 2025-06-23 20:05:26.118117 INFO::Fitting model to feature number 803, F843
## 2025-06-23 20:05:26.127116 INFO::Fitting model to feature number 804, F844
## 2025-06-23 20:05:26.1372 INFO::Fitting model to feature number 805, F845
## 2025-06-23 20:05:26.14613 INFO::Fitting model to feature number 806, F847
## 2025-06-23 20:05:26.156172 INFO::Fitting model to feature number 807, F848
## 2025-06-23 20:05:26.166789 INFO::Fitting model to feature number 808, F849
## 2025-06-23 20:05:26.177171 INFO::Fitting model to feature number 809, F850
## 2025-06-23 20:05:26.18673 INFO::Fitting model to feature number 810, F851
## 2025-06-23 20:05:26.197008 INFO::Fitting model to feature number 811, F852
## 2025-06-23 20:05:26.207236 INFO::Fitting model to feature number 812, F853
## 2025-06-23 20:05:26.21867 INFO::Fitting model to feature number 813, F854
## 2025-06-23 20:05:26.227557 INFO::Fitting model to feature number 814, F855
## 2025-06-23 20:05:26.236125 INFO::Fitting model to feature number 815, F856
## 2025-06-23 20:05:26.245834 INFO::Fitting model to feature number 816, F857
## 2025-06-23 20:05:26.334104 INFO::Fitting model to feature number 817, F858
## 2025-06-23 20:05:26.415924 INFO::Fitting model to feature number 818, F859
## 2025-06-23 20:05:26.422719 INFO::Fitting model to feature number 819, F860
## 2025-06-23 20:05:26.466964 INFO::Fitting model to feature number 820, F861
## 2025-06-23 20:05:26.476131 INFO::Fitting model to feature number 821, F862
## 2025-06-23 20:05:26.485447 INFO::Fitting model to feature number 822, F863
## 2025-06-23 20:05:26.494874 INFO::Fitting model to feature number 823, F864
## 2025-06-23 20:05:26.504059 INFO::Fitting model to feature number 824, F865
## 2025-06-23 20:05:26.514068 INFO::Fitting model to feature number 825, F866
## 2025-06-23 20:05:26.523393 INFO::Fitting model to feature number 826, F867
## 2025-06-23 20:05:26.532845 INFO::Fitting model to feature number 827, F868
## 2025-06-23 20:05:26.542021 INFO::Fitting model to feature number 828, F869
## 2025-06-23 20:05:26.55105 INFO::Fitting model to feature number 829, F870
## 2025-06-23 20:05:26.594624 INFO::Fitting model to feature number 830, F871
## 2025-06-23 20:05:26.603744 INFO::Fitting model to feature number 831, F872
## 2025-06-23 20:05:26.613867 INFO::Fitting model to feature number 832, F873
## 2025-06-23 20:05:26.62427 INFO::Fitting model to feature number 833, F874
## 2025-06-23 20:05:26.633715 INFO::Fitting model to feature number 834, F875
## 2025-06-23 20:05:26.644313 INFO::Fitting model to feature number 835, F876
## 2025-06-23 20:05:26.653517 INFO::Fitting model to feature number 836, F877
## 2025-06-23 20:05:26.699927 INFO::Fitting model to feature number 837, F878
## 2025-06-23 20:05:26.709174 INFO::Fitting model to feature number 838, F879
## 2025-06-23 20:05:26.718335 INFO::Fitting model to feature number 839, F880
## 2025-06-23 20:05:26.729572 INFO::Fitting model to feature number 840, F881
## 2025-06-23 20:05:26.739536 INFO::Fitting model to feature number 841, F882
## 2025-06-23 20:05:26.74984 INFO::Fitting model to feature number 842, F883
## 2025-06-23 20:05:26.762134 INFO::Fitting model to feature number 843, F884
## 2025-06-23 20:05:26.771467 INFO::Fitting model to feature number 844, F885
## 2025-06-23 20:05:26.780675 INFO::Fitting model to feature number 845, F886
## 2025-06-23 20:05:26.789726 INFO::Fitting model to feature number 846, F887
## 2025-06-23 20:05:26.798768 INFO::Fitting model to feature number 847, F888
## 2025-06-23 20:05:26.808186 INFO::Fitting model to feature number 848, F889
## 2025-06-23 20:05:26.817656 INFO::Fitting model to feature number 849, F890
## 2025-06-23 20:05:26.861466 INFO::Fitting model to feature number 850, F891
## 2025-06-23 20:05:26.872179 INFO::Fitting model to feature number 851, F892
## 2025-06-23 20:05:26.881686 INFO::Fitting model to feature number 852, F893
## 2025-06-23 20:05:26.892732 INFO::Fitting model to feature number 853, F894
## 2025-06-23 20:05:26.90206 INFO::Fitting model to feature number 854, F895
## 2025-06-23 20:05:26.911216 INFO::Fitting model to feature number 855, F896
## 2025-06-23 20:05:26.920783 INFO::Fitting model to feature number 856, F897
## 2025-06-23 20:05:26.931373 INFO::Fitting model to feature number 857, F898
## 2025-06-23 20:05:26.942937 INFO::Fitting model to feature number 858, F899
## 2025-06-23 20:05:26.953192 INFO::Fitting model to feature number 859, F900
## 2025-06-23 20:05:27.555733 INFO::Counting total values for each feature
## 2025-06-23 20:05:27.946379 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2025-06-23 20:05:28.195624 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2025-06-23 20:05:28.508304 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2025-06-23 20:05:28.777852 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2025-06-23 20:05:28.860312 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2025-06-23 20:05:28.938511 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2025-06-23 20:05:29.059196 INFO::Writing the significant results (those which are less than or equal to the threshold of 0.250000 ) to file (ordered by increasing q-values): Macarron_output/maaslin2_results/significant_results.tsv
## 2025-06-23 20:05:29.083823 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2025-06-23 20:05:29.135712 INFO::Plotting associations from most to least significant, grouped by metadata
## 2025-06-23 20:05:29.138141 INFO::Plotting data for metadata number 1, diagnosis
## 2025-06-23 20:05:29.261421 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2025-06-23 20:05:30.01753 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2025-06-23 20:05:30.606882 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2025-06-23 20:05:31.181718 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2025-06-23 20:05:31.686067 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2025-06-23 20:05:32.216578 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2025-06-23 20:05:32.695716 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2025-06-23 20:05:33.202226 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2025-06-23 20:05:33.708786 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2025-06-23 20:05:34.253802 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2025-06-23 20:05:34.773697 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2025-06-23 20:05:35.275669 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2025-06-23 20:05:35.824935 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2025-06-23 20:05:36.331925 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2025-06-23 20:05:36.828677 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2025-06-23 20:05:37.296301 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2025-06-23 20:05:37.812057 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2025-06-23 20:05:38.249614 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2025-06-23 20:05:38.756409 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2025-06-23 20:05:39.23556 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2025-06-23 20:05:39.724569 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2025-06-23 20:05:40.215756 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2025-06-23 20:05:40.727375 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2025-06-23 20:05:41.32739 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2025-06-23 20:05:41.761919 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2025-06-23 20:05:42.211657 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2025-06-23 20:05:42.699028 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2025-06-23 20:05:43.249101 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2025-06-23 20:05:43.791808 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2025-06-23 20:05:44.284879 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2025-06-23 20:05:44.775913 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2025-06-23 20:05:45.256245 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2025-06-23 20:05:45.787919 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2025-06-23 20:05:46.354365 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2025-06-23 20:05:46.895975 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2025-06-23 20:05:47.422638 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2025-06-23 20:05:47.951484 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2025-06-23 20:05:48.471935 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2025-06-23 20:05:48.957742 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2025-06-23 20:05:49.445826 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2025-06-23 20:05:49.951144 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2025-06-23 20:05:50.459818 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2025-06-23 20:05:50.97841 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2025-06-23 20:05:51.473654 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2025-06-23 20:05:51.943719 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2025-06-23 20:05:52.445823 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2025-06-23 20:05:52.946393 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2025-06-23 20:05:53.443887 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2025-06-23 20:05:53.951032 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2025-06-23 20:05:54.427876 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2025-06-23 20:05:54.949062 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2025-06-23 20:05:55.436541 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2025-06-23 20:05:55.945284 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2025-06-23 20:05:56.428308 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2025-06-23 20:05:56.974731 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2025-06-23 20:05:57.467577 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2025-06-23 20:05:58.026565 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2025-06-23 20:05:58.565148 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2025-06-23 20:05:59.116972 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2025-06-23 20:05:59.611945 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2025-06-23 20:06:00.11427 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2025-06-23 20:06:00.658222 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2025-06-23 20:06:01.192948 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2025-06-23 20:06:01.701002 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2025-06-23 20:06:02.222921 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2025-06-23 20:06:02.758238 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2025-06-23 20:06:03.356856 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2025-06-23 20:06:03.85273 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2025-06-23 20:06:04.330942 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2025-06-23 20:06:04.851724 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2025-06-23 20:06:05.361199 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2025-06-23 20:06:05.908136 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2025-06-23 20:06:06.379214 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2025-06-23 20:06:06.889289 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2025-06-23 20:06:07.39846 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2025-06-23 20:06:07.875377 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2025-06-23 20:06:08.395991 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2025-06-23 20:06:08.872656 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2025-06-23 20:06:09.348378 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2025-06-23 20:06:09.857412 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2025-06-23 20:06:10.355287 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2025-06-23 20:06:10.843532 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2025-06-23 20:06:11.332021 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2025-06-23 20:06:11.814778 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2025-06-23 20:06:12.298897 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2025-06-23 20:06:12.777659 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2025-06-23 20:06:13.331996 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2025-06-23 20:06:13.809418 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2025-06-23 20:06:14.290444 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2025-06-23 20:06:14.841645 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2025-06-23 20:06:15.320109 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2025-06-23 20:06:15.836863 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2025-06-23 20:06:16.330175 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2025-06-23 20:06:16.845347 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2025-06-23 20:06:17.346823 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2025-06-23 20:06:17.841142 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2025-06-23 20:06:18.357725 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2025-06-23 20:06:18.871627 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2025-06-23 20:06:19.367579 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2025-06-23 20:06:19.906139 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2025-06-23 20:06:20.422876 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2025-06-23 20:06:20.891668 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2025-06-23 20:06:21.37925 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2025-06-23 20:06:21.879224 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2025-06-23 20:06:22.374747 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2025-06-23 20:06:22.851896 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2025-06-23 20:06:23.347172 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2025-06-23 20:06:23.830445 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2025-06-23 20:06:24.341172 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2025-06-23 20:06:24.834577 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2025-06-23 20:06:25.342776 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2025-06-23 20:06:25.823534 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2025-06-23 20:06:26.311288 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2025-06-23 20:06:26.805412 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2025-06-23 20:06:27.308314 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2025-06-23 20:06:27.78471 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2025-06-23 20:06:28.256783 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2025-06-23 20:06:28.761011 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2025-06-23 20:06:29.26061 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2025-06-23 20:06:29.767007 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2025-06-23 20:06:30.247133 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2025-06-23 20:06:30.711082 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2025-06-23 20:06:31.211538 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2025-06-23 20:06:31.709427 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2025-06-23 20:06:32.36523 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2025-06-23 20:06:32.85649 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2025-06-23 20:06:33.340297 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2025-06-23 20:06:33.820862 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2025-06-23 20:06:34.372443 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2025-06-23 20:06:34.895415 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2025-06-23 20:06:35.393136 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2025-06-23 20:06:35.91318 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2025-06-23 20:06:36.409181 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2025-06-23 20:06:36.898075 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2025-06-23 20:06:37.401959 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2025-06-23 20:06:37.879268 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2025-06-23 20:06:38.368824 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2025-06-23 20:06:38.863807 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2025-06-23 20:06:39.355359 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2025-06-23 20:06:39.857302 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2025-06-23 20:06:40.380252 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2025-06-23 20:06:40.893366 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2025-06-23 20:06:41.393813 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2025-06-23 20:06:41.953134 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2025-06-23 20:06:42.485326 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2025-06-23 20:06:42.997982 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2025-06-23 20:06:43.52227 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2025-06-23 20:06:44.021304 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2025-06-23 20:06:44.538287 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2025-06-23 20:06:45.051108 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2025-06-23 20:06:45.525941 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2025-06-23 20:06:45.978759 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2025-06-23 20:06:46.472065 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2025-06-23 20:06:46.99267 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2025-06-23 20:06:47.485324 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2025-06-23 20:06:47.975768 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2025-06-23 20:06:48.463891 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2025-06-23 20:06:48.908614 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2025-06-23 20:06:49.423514 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2025-06-23 20:06:49.892179 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2025-06-23 20:06:50.385299 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2025-06-23 20:06:50.884464 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2025-06-23 20:06:51.346328 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2025-06-23 20:06:51.857882 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2025-06-23 20:06:52.318427 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2025-06-23 20:06:52.786966 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2025-06-23 20:06:53.20461 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2025-06-23 20:06:53.675748 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2025-06-23 20:06:54.214336 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2025-06-23 20:06:54.708815 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2025-06-23 20:06:55.168989 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2025-06-23 20:06:55.6279 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2025-06-23 20:06:56.129208 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2025-06-23 20:06:56.595071 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2025-06-23 20:06:57.032918 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2025-06-23 20:06:57.601306 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2025-06-23 20:06:58.066284 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2025-06-23 20:06:58.556444 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2025-06-23 20:06:59.072369 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2025-06-23 20:06:59.645749 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2025-06-23 20:07:00.128591 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2025-06-23 20:07:00.590316 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2025-06-23 20:07:01.081738 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2025-06-23 20:07:01.542957 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2025-06-23 20:07:02.011486 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2025-06-23 20:07:02.469804 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2025-06-23 20:07:02.967375 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2025-06-23 20:07:03.435094 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2025-06-23 20:07:03.908265 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2025-06-23 20:07:04.439731 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2025-06-23 20:07:04.926141 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2025-06-23 20:07:05.447355 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2025-06-23 20:07:05.918165 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2025-06-23 20:07:06.412596 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2025-06-23 20:07:06.863231 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2025-06-23 20:07:07.300884 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2025-06-23 20:07:07.785948 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2025-06-23 20:07:08.28142 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2025-06-23 20:07:08.782492 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2025-06-23 20:07:09.269804 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2025-06-23 20:07:09.764199 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2025-06-23 20:07:10.281269 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2025-06-23 20:07:10.788691 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2025-06-23 20:07:11.269092 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2025-06-23 20:07:11.755491 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2025-06-23 20:07:12.269088 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2025-06-23 20:07:12.889207 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2025-06-23 20:07:13.345852 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2025-06-23 20:07:13.779841 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2025-06-23 20:07:14.262209 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2025-06-23 20:07:14.752574 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2025-06-23 20:07:15.267689 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2025-06-23 20:07:15.757641 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2025-06-23 20:07:16.219556 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2025-06-23 20:07:16.70181 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2025-06-23 20:07:17.229523 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2025-06-23 20:07:17.781595 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2025-06-23 20:07:18.345034 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2025-06-23 20:07:18.846778 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2025-06-23 20:07:19.364014 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2025-06-23 20:07:19.888233 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2025-06-23 20:07:20.400011 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2025-06-23 20:07:20.902137 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2025-06-23 20:07:21.420944 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2025-06-23 20:07:21.996657 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2025-06-23 20:07:22.483271 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2025-06-23 20:07:22.964502 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2025-06-23 20:07:23.441385 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2025-06-23 20:07:23.936792 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2025-06-23 20:07:24.441957 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2025-06-23 20:07:24.914632 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2025-06-23 20:07:25.400409 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2025-06-23 20:07:25.889552 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2025-06-23 20:07:26.358021 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2025-06-23 20:07:26.86493 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2025-06-23 20:07:27.350576 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2025-06-23 20:07:27.787224 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2025-06-23 20:07:28.285116 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2025-06-23 20:07:28.81192 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2025-06-23 20:07:29.357879 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2025-06-23 20:07:29.858968 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2025-06-23 20:07:30.368137 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2025-06-23 20:07:30.866835 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2025-06-23 20:07:31.392104 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2025-06-23 20:07:31.928699 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2025-06-23 20:07:32.429303 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2025-06-23 20:07:32.946294 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2025-06-23 20:07:33.470524 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2025-06-23 20:07:33.992049 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2025-06-23 20:07:34.544964 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2025-06-23 20:07:35.047864 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2025-06-23 20:07:35.561203 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2025-06-23 20:07:36.075506 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2025-06-23 20:07:36.629821 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2025-06-23 20:07:37.141648 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2025-06-23 20:07:37.653013 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2025-06-23 20:07:38.164601 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2025-06-23 20:07:38.694595 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2025-06-23 20:07:39.20133 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2025-06-23 20:07:39.748295 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2025-06-23 20:07:40.303079 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2025-06-23 20:07:40.792934 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2025-06-23 20:07:41.292615 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2025-06-23 20:07:41.821612 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2025-06-23 20:07:42.33612 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2025-06-23 20:07:42.865813 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2025-06-23 20:07:43.37075 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2025-06-23 20:07:43.860927 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2025-06-23 20:07:44.373096 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2025-06-23 20:07:44.85329 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2025-06-23 20:07:45.338121 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2025-06-23 20:07:45.839453 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2025-06-23 20:07:46.362439 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2025-06-23 20:07:46.894406 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2025-06-23 20:07:47.395783 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2025-06-23 20:07:47.907962 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2025-06-23 20:07:48.44142 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2025-06-23 20:07:49.007325 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2025-06-23 20:07:49.508591 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2025-06-23 20:07:50.0324 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2025-06-23 20:07:50.914465 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2025-06-23 20:07:51.554333 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2025-06-23 20:07:52.082659 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2025-06-23 20:07:52.55444 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2025-06-23 20:07:53.028923 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2025-06-23 20:07:53.543023 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2025-06-23 20:07:54.046509 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2025-06-23 20:07:54.564193 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2025-06-23 20:07:55.052093 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2025-06-23 20:07:55.529093 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2025-06-23 20:07:56.00899 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2025-06-23 20:07:56.519965 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2025-06-23 20:07:57.031689 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2025-06-23 20:07:57.517039 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2025-06-23 20:07:58.004825 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2025-06-23 20:07:58.472661 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2025-06-23 20:07:58.982828 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2025-06-23 20:07:59.457659 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2025-06-23 20:07:59.937405 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2025-06-23 20:08:00.410316 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2025-06-23 20:08:00.897718 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2025-06-23 20:08:01.393513 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2025-06-23 20:08:01.866065 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2025-06-23 20:08:02.341511 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2025-06-23 20:08:02.818564 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2025-06-23 20:08:03.287158 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2025-06-23 20:08:03.804277 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2025-06-23 20:08:04.295481 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2025-06-23 20:08:04.773834 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2025-06-23 20:08:05.261047 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2025-06-23 20:08:05.774345 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2025-06-23 20:08:06.275244 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2025-06-23 20:08:06.747738 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2025-06-23 20:08:07.245167 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2025-06-23 20:08:07.716466 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2025-06-23 20:08:08.237067 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2025-06-23 20:08:08.707393 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2025-06-23 20:08:09.181026 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2025-06-23 20:08:09.673354 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2025-06-23 20:08:10.160769 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2025-06-23 20:08:10.677148 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2025-06-23 20:08:11.145004 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2025-06-23 20:08:11.638551 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2025-06-23 20:08:12.117831 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2025-06-23 20:08:16.147551 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2025-06-23 20:08:16.638083 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2025-06-23 20:08:17.117662 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2025-06-23 20:08:17.588764 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2025-06-23 20:08:18.124971 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2025-06-23 20:08:18.686762 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2025-06-23 20:08:19.159558 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2025-06-23 20:08:19.659259 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2025-06-23 20:08:20.1578 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2025-06-23 20:08:20.673424 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2025-06-23 20:08:21.283505 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2025-06-23 20:08:21.754258 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2025-06-23 20:08:22.242375 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2025-06-23 20:08:22.769394 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2025-06-23 20:08:23.234527 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2025-06-23 20:08:23.708128 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2025-06-23 20:08:24.160026 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2025-06-23 20:08:24.663935 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2025-06-23 20:08:25.176864 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2025-06-23 20:08:25.720421 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2025-06-23 20:08:26.225368 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2025-06-23 20:08:26.684451 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2025-06-23 20:08:27.144444 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2025-06-23 20:08:27.665466 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2025-06-23 20:08:28.186478 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2025-06-23 20:08:28.685312 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2025-06-23 20:08:29.186892 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2025-06-23 20:08:29.682095 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2025-06-23 20:08:30.202761 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2025-06-23 20:08:30.68587 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2025-06-23 20:08:31.196586 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2025-06-23 20:08:31.684851 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2025-06-23 20:08:32.196757 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2025-06-23 20:08:32.716532 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2025-06-23 20:08:33.229313 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2025-06-23 20:08:33.74228 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2025-06-23 20:08:34.24569 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2025-06-23 20:08:34.708852 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2025-06-23 20:08:35.195143 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2025-06-23 20:08:35.698276 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2025-06-23 20:08:36.189846 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2025-06-23 20:08:36.668968 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2025-06-23 20:08:37.15621 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2025-06-23 20:08:37.65956 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2025-06-23 20:08:38.186315 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2025-06-23 20:08:38.686796 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2025-06-23 20:08:39.168364 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2025-06-23 20:08:39.658162 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2025-06-23 20:08:40.129726 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2025-06-23 20:08:40.612272 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2025-06-23 20:08:41.06705 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2025-06-23 20:08:41.517759 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2025-06-23 20:08:42.02301 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2025-06-23 20:08:42.490915 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2025-06-23 20:08:43.007027 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2025-06-23 20:08:43.517768 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2025-06-23 20:08:44.020889 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2025-06-23 20:08:44.531888 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2025-06-23 20:08:45.032439 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2025-06-23 20:08:45.575401 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2025-06-23 20:08:46.059688 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2025-06-23 20:08:46.609568 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2025-06-23 20:08:47.103019 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2025-06-23 20:08:47.589525 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2025-06-23 20:08:48.124363 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2025-06-23 20:08:48.647577 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2025-06-23 20:08:49.146246 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2025-06-23 20:08:49.675407 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2025-06-23 20:08:50.197224 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2025-06-23 20:08:50.67891 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2025-06-23 20:08:51.167949 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2025-06-23 20:08:51.69077 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2025-06-23 20:08:52.230745 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2025-06-23 20:08:52.761146 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2025-06-23 20:08:53.382127 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2025-06-23 20:08:53.853517 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2025-06-23 20:08:54.333581 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2025-06-23 20:08:54.829531 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2025-06-23 20:08:55.354992 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2025-06-23 20:08:55.824029 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2025-06-23 20:08:56.323611 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2025-06-23 20:08:56.818397 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2025-06-23 20:08:57.30887 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2025-06-23 20:08:57.7902 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2025-06-23 20:08:58.242613 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2025-06-23 20:08:58.755937 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2025-06-23 20:08:59.288368 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2025-06-23 20:08:59.826991 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2025-06-23 20:09:00.346795 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2025-06-23 20:09:00.857337 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2025-06-23 20:09:01.356178 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2025-06-23 20:09:01.866643 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2025-06-23 20:09:02.374539 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2025-06-23 20:09:02.898075 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2025-06-23 20:09:03.425309 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2025-06-23 20:09:03.914916 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2025-06-23 20:09:04.429319 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2025-06-23 20:09:04.941132 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2025-06-23 20:09:05.43543 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2025-06-23 20:09:05.933329 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2025-06-23 20:09:06.413541 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2025-06-23 20:09:06.960806 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2025-06-23 20:09:07.549463 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2025-06-23 20:09:08.051823 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2025-06-23 20:09:08.580343 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2025-06-23 20:09:09.112424 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2025-06-23 20:09:09.677179 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2025-06-23 20:09:10.175737 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2025-06-23 20:09:10.661313 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2025-06-23 20:09:11.157884 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2025-06-23 20:09:11.648454 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2025-06-23 20:09:12.164503 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2025-06-23 20:09:12.703387 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2025-06-23 20:09:13.230999 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2025-06-23 20:09:13.733545 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2025-06-23 20:09:14.219859 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2025-06-23 20:09:14.760398 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2025-06-23 20:09:15.262582 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2025-06-23 20:09:15.834609 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2025-06-23 20:09:16.360705 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2025-06-23 20:09:16.887222 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2025-06-23 20:09:17.418167 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2025-06-23 20:09:17.906214 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2025-06-23 20:09:18.431526 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2025-06-23 20:09:18.941823 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2025-06-23 20:09:19.465422 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2025-06-23 20:09:19.999863 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2025-06-23 20:09:20.493004 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2025-06-23 20:09:21.011587 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2025-06-23 20:09:21.50388 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2025-06-23 20:09:22.011126 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2025-06-23 20:09:22.52381 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2025-06-23 20:09:23.003726 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2025-06-23 20:09:23.475548 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2025-06-23 20:09:23.993007 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2025-06-23 20:09:24.506023 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2025-06-23 20:09:25.006959 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2025-06-23 20:09:25.50378 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2025-06-23 20:09:26.002428 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2025-06-23 20:09:26.510408 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2025-06-23 20:09:27.052098 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2025-06-23 20:09:27.567553 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2025-06-23 20:09:28.049213 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2025-06-23 20:09:28.604512 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2025-06-23 20:09:29.150423 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2025-06-23 20:09:29.646167 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2025-06-23 20:09:30.123605 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2025-06-23 20:09:30.576203 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2025-06-23 20:09:31.057873 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2025-06-23 20:09:31.609038 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2025-06-23 20:09:32.127738 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2025-06-23 20:09:32.616268 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2025-06-23 20:09:33.10715 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2025-06-23 20:09:33.674891 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2025-06-23 20:09:34.140123 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2025-06-23 20:09:34.6089 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2025-06-23 20:09:35.063593 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2025-06-23 20:09:35.52714 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2025-06-23 20:09:36.060937 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2025-06-23 20:09:36.625631 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2025-06-23 20:09:37.280262 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2025-06-23 20:09:37.813182 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2025-06-23 20:09:38.340197 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2025-06-23 20:09:38.896405 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2025-06-23 20:09:39.443407 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2025-06-23 20:09:39.972008 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2025-06-23 20:09:40.568097 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2025-06-23 20:09:41.179387 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2025-06-23 20:09:41.684696 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2025-06-23 20:09:42.201543 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2025-06-23 20:09:42.722788 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2025-06-23 20:09:43.347136 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2025-06-23 20:09:43.865022 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2025-06-23 20:09:44.333449 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2025-06-23 20:09:44.825579 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2025-06-23 20:09:45.320426 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2025-06-23 20:09:45.873472 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2025-06-23 20:09:46.417543 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2025-06-23 20:09:46.925176 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2025-06-23 20:09:47.422874 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2025-06-23 20:09:47.894549 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2025-06-23 20:09:48.359088 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2025-06-23 20:09:48.87301 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2025-06-23 20:09:49.409577 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2025-06-23 20:09:49.896189 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2025-06-23 20:09:50.394267 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2025-06-23 20:09:50.875611 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2025-06-23 20:09:51.38971 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2025-06-23 20:09:51.916211 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2025-06-23 20:09:52.408948 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2025-06-23 20:09:52.888918 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2025-06-23 20:09:53.386591 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2025-06-23 20:09:53.912222 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2025-06-23 20:09:54.434816 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2025-06-23 20:09:54.9672 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2025-06-23 20:09:55.465603 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2025-06-23 20:09:55.952517 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2025-06-23 20:09:56.486352 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2025-06-23 20:09:56.98872 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2025-06-23 20:09:57.47219 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2025-06-23 20:09:57.971087 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2025-06-23 20:09:58.465073 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2025-06-23 20:09:59.096883 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2025-06-23 20:09:59.624495 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2025-06-23 20:10:00.133908 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2025-06-23 20:10:00.637846 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2025-06-23 20:10:01.14661 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2025-06-23 20:10:01.670707 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2025-06-23 20:10:02.158822 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2025-06-23 20:10:02.641619 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2025-06-23 20:10:03.152201 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2025-06-23 20:10:03.649313 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2025-06-23 20:10:04.183472 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2025-06-23 20:10:04.691682 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2025-06-23 20:10:05.225675 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2025-06-23 20:10:05.726637 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2025-06-23 20:10:06.217511 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2025-06-23 20:10:06.735414 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2025-06-23 20:10:07.244347 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2025-06-23 20:10:07.741556 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2025-06-23 20:10:08.225351 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2025-06-23 20:10:08.736975 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2025-06-23 20:10:09.289456 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2025-06-23 20:10:09.769847 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2025-06-23 20:10:10.276488 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2025-06-23 20:10:10.784559 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2025-06-23 20:10:11.300589 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2025-06-23 20:10:11.80586 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2025-06-23 20:10:12.300469 INFO::Creating boxplot for categorical data, diagnosis vs F730
## 2025-06-23 20:10:17.880805 INFO::Plotting data for metadata number 2, antibiotics
## 2025-06-23 20:10:17.88526 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2025-06-23 20:10:18.440296 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2025-06-23 20:10:19.002868 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2025-06-23 20:10:19.588319 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2025-06-23 20:10:20.144605 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2025-06-23 20:10:20.682304 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2025-06-23 20:10:21.231787 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2025-06-23 20:10:21.795487 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2025-06-23 20:10:22.277285 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2025-06-23 20:10:22.755799 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2025-06-23 20:10:23.241185 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2025-06-23 20:10:23.719832 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2025-06-23 20:10:24.210717 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2025-06-23 20:10:24.689093 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2025-06-23 20:10:25.164955 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2025-06-23 20:10:25.650548 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2025-06-23 20:10:26.142373 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2025-06-23 20:10:26.617386 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2025-06-23 20:10:27.107728 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2025-06-23 20:10:27.63583 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2025-06-23 20:10:28.11983 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2025-06-23 20:10:28.624303 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2025-06-23 20:10:29.134466 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2025-06-23 20:10:29.619757 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2025-06-23 20:10:30.133617 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2025-06-23 20:10:30.665295 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2025-06-23 20:10:31.148384 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2025-06-23 20:10:31.661208 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2025-06-23 20:10:32.147783 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2025-06-23 20:10:32.603028 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2025-06-23 20:10:33.111058 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2025-06-23 20:10:33.590917 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2025-06-23 20:10:34.068768 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2025-06-23 20:10:34.559682 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2025-06-23 20:10:35.079703 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2025-06-23 20:10:35.568367 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2025-06-23 20:10:36.067144 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2025-06-23 20:10:36.582987 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2025-06-23 20:10:37.073362 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2025-06-23 20:10:37.578506 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2025-06-23 20:10:38.07256 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2025-06-23 20:10:38.573441 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2025-06-23 20:10:39.095027 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2025-06-23 20:10:39.640605 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2025-06-23 20:10:40.156679 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2025-06-23 20:10:40.654857 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2025-06-23 20:10:41.165294 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2025-06-23 20:10:41.673434 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2025-06-23 20:10:42.166327 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2025-06-23 20:10:42.700084 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2025-06-23 20:10:43.217822 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2025-06-23 20:10:43.730746 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2025-06-23 20:10:44.288049 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2025-06-23 20:10:44.75273 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2025-06-23 20:10:45.24342 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2025-06-23 20:10:45.773574 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2025-06-23 20:10:46.300014 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2025-06-23 20:10:46.815803 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2025-06-23 20:10:47.325244 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2025-06-23 20:10:47.855203 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2025-06-23 20:10:48.41806 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2025-06-23 20:10:48.899835 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2025-06-23 20:10:49.380063 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2025-06-23 20:10:49.86814 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2025-06-23 20:10:50.355643 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2025-06-23 20:10:50.876924 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2025-06-23 20:10:51.366922 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2025-06-23 20:10:51.907497 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2025-06-23 20:10:52.394624 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2025-06-23 20:10:52.903492 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2025-06-23 20:10:53.416198 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2025-06-23 20:10:53.910649 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2025-06-23 20:10:54.410216 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2025-06-23 20:10:54.887764 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2025-06-23 20:10:55.373923 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2025-06-23 20:10:55.867083 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2025-06-23 20:10:56.363433 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2025-06-23 20:10:56.871464 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2025-06-23 20:10:57.377964 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2025-06-23 20:10:57.887468 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2025-06-23 20:10:58.354271 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2025-06-23 20:10:58.901868 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2025-06-23 20:10:59.387929 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2025-06-23 20:10:59.913846 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2025-06-23 20:11:00.401425 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2025-06-23 20:11:00.890663 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2025-06-23 20:11:01.40575 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2025-06-23 20:11:01.909532 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2025-06-23 20:11:02.44353 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2025-06-23 20:11:02.937658 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2025-06-23 20:11:03.436329 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2025-06-23 20:11:03.93115 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2025-06-23 20:11:04.435177 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2025-06-23 20:11:04.902353 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2025-06-23 20:11:05.370752 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2025-06-23 20:11:05.843044 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2025-06-23 20:11:06.344508 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2025-06-23 20:11:06.838574 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2025-06-23 20:11:07.317867 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2025-06-23 20:11:07.80204 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2025-06-23 20:11:08.300467 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2025-06-23 20:11:08.8312 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2025-06-23 20:11:09.363904 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2025-06-23 20:11:09.853053 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2025-06-23 20:11:10.325554 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2025-06-23 20:11:10.842528 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2025-06-23 20:11:11.337637 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2025-06-23 20:11:11.823031 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2025-06-23 20:11:12.277738 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2025-06-23 20:11:12.76317 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2025-06-23 20:11:13.284409 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2025-06-23 20:11:13.76664 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2025-06-23 20:11:14.2463 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2025-06-23 20:11:14.734963 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2025-06-23 20:11:15.237105 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2025-06-23 20:11:15.718773 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2025-06-23 20:11:16.193233 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2025-06-23 20:11:16.662612 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2025-06-23 20:11:17.134552 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2025-06-23 20:11:17.617504 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2025-06-23 20:11:18.099398 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2025-06-23 20:11:18.550098 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2025-06-23 20:11:19.025121 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2025-06-23 20:11:19.518692 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2025-06-23 20:11:19.989588 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2025-06-23 20:11:20.455244 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2025-06-23 20:11:20.92183 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2025-06-23 20:11:21.426877 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2025-06-23 20:11:21.936081 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2025-06-23 20:11:22.419382 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2025-06-23 20:11:22.907769 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2025-06-23 20:11:23.393184 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2025-06-23 20:11:23.899882 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2025-06-23 20:11:24.382037 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2025-06-23 20:11:24.866395 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2025-06-23 20:11:25.343284 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2025-06-23 20:11:25.859772 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2025-06-23 20:11:26.336363 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2025-06-23 20:11:26.81058 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2025-06-23 20:11:27.303965 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2025-06-23 20:11:27.783913 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2025-06-23 20:11:28.358238 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2025-06-23 20:11:28.84613 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2025-06-23 20:11:29.349339 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2025-06-23 20:11:29.835501 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2025-06-23 20:11:30.3792 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2025-06-23 20:11:30.84685 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2025-06-23 20:11:31.315381 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2025-06-23 20:11:31.782691 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2025-06-23 20:11:32.285793 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2025-06-23 20:11:32.757248 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2025-06-23 20:11:33.208413 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2025-06-23 20:11:33.681668 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2025-06-23 20:11:34.242893 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2025-06-23 20:11:34.721661 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2025-06-23 20:11:35.184788 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2025-06-23 20:11:35.652772 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2025-06-23 20:11:36.139137 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2025-06-23 20:11:36.642732 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2025-06-23 20:11:37.088745 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2025-06-23 20:11:37.576574 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2025-06-23 20:11:38.097142 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2025-06-23 20:11:38.591244 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2025-06-23 20:11:39.079404 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2025-06-23 20:11:39.562139 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2025-06-23 20:11:40.041498 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2025-06-23 20:11:40.514519 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2025-06-23 20:11:41.023241 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2025-06-23 20:11:41.505661 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2025-06-23 20:11:42.004597 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2025-06-23 20:11:42.529304 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2025-06-23 20:11:43.055769 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2025-06-23 20:11:43.574987 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2025-06-23 20:11:44.054513 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2025-06-23 20:11:44.55944 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2025-06-23 20:11:45.039862 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2025-06-23 20:11:45.568397 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2025-06-23 20:11:46.035618 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2025-06-23 20:11:46.518891 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2025-06-23 20:11:47.007081 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2025-06-23 20:11:47.474496 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2025-06-23 20:11:47.972592 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2025-06-23 20:11:48.448831 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2025-06-23 20:11:48.931942 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2025-06-23 20:11:49.432187 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2025-06-23 20:11:49.92902 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2025-06-23 20:11:50.416381 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2025-06-23 20:11:50.897827 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2025-06-23 20:11:51.385904 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2025-06-23 20:11:51.890219 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2025-06-23 20:11:52.393844 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2025-06-23 20:11:52.883158 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2025-06-23 20:11:53.378138 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2025-06-23 20:11:53.878077 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2025-06-23 20:11:54.443001 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2025-06-23 20:11:54.996008 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2025-06-23 20:11:55.559668 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2025-06-23 20:11:56.207691 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2025-06-23 20:11:56.765309 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2025-06-23 20:11:57.31523 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2025-06-23 20:11:57.870411 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2025-06-23 20:11:58.432503 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2025-06-23 20:11:58.995176 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2025-06-23 20:11:59.578368 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2025-06-23 20:12:00.12759 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2025-06-23 20:12:00.669151 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2025-06-23 20:12:01.223751 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2025-06-23 20:12:01.80474 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2025-06-23 20:12:02.33895 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2025-06-23 20:12:02.88358 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2025-06-23 20:12:03.433489 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2025-06-23 20:12:03.990439 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2025-06-23 20:12:04.56768 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2025-06-23 20:12:05.115795 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2025-06-23 20:12:05.66739 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2025-06-23 20:12:06.201229 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2025-06-23 20:12:06.778966 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2025-06-23 20:12:07.309917 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2025-06-23 20:12:07.839453 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2025-06-23 20:12:08.382718 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2025-06-23 20:12:08.953 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2025-06-23 20:12:09.49184 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2025-06-23 20:12:10.048519 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2025-06-23 20:12:10.58869 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2025-06-23 20:12:11.119685 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2025-06-23 20:12:11.690859 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2025-06-23 20:12:12.213394 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2025-06-23 20:12:12.7523 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2025-06-23 20:12:13.296699 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2025-06-23 20:12:13.885082 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2025-06-23 20:12:14.40585 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2025-06-23 20:12:14.951799 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2025-06-23 20:12:15.479436 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2025-06-23 20:12:16.008058 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2025-06-23 20:12:16.543801 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2025-06-23 20:12:17.050409 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2025-06-23 20:12:17.583007 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2025-06-23 20:12:18.110825 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2025-06-23 20:12:18.62249 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2025-06-23 20:12:19.110455 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2025-06-23 20:12:19.611611 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2025-06-23 20:12:20.095059 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2025-06-23 20:12:20.644553 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2025-06-23 20:12:21.190828 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2025-06-23 20:12:21.754203 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2025-06-23 20:12:22.320281 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2025-06-23 20:12:22.928913 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2025-06-23 20:12:23.489323 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2025-06-23 20:12:24.029046 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2025-06-23 20:12:24.574567 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2025-06-23 20:12:25.123571 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2025-06-23 20:12:25.693981 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2025-06-23 20:12:26.247294 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2025-06-23 20:12:26.794867 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2025-06-23 20:12:27.355137 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2025-06-23 20:12:27.905049 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2025-06-23 20:12:28.507293 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2025-06-23 20:12:29.055364 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2025-06-23 20:12:29.589033 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2025-06-23 20:12:30.140949 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2025-06-23 20:12:30.719985 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2025-06-23 20:12:31.272624 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2025-06-23 20:12:31.815312 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2025-06-23 20:12:32.379884 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2025-06-23 20:12:32.929155 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2025-06-23 20:12:33.52086 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2025-06-23 20:12:34.074402 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2025-06-23 20:12:34.607158 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2025-06-23 20:12:35.140115 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2025-06-23 20:12:35.725069 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2025-06-23 20:12:36.276832 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2025-06-23 20:12:36.836378 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2025-06-23 20:12:37.387282 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2025-06-23 20:12:37.938994 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2025-06-23 20:12:38.522357 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2025-06-23 20:12:39.093181 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2025-06-23 20:12:39.648454 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2025-06-23 20:12:40.183626 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2025-06-23 20:12:40.756442 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2025-06-23 20:12:41.276178 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2025-06-23 20:12:41.834747 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2025-06-23 20:12:42.375547 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2025-06-23 20:12:42.91835 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2025-06-23 20:12:43.501044 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2025-06-23 20:12:44.047646 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2025-06-23 20:12:44.585535 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2025-06-23 20:12:45.133521 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2025-06-23 20:12:45.696106 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2025-06-23 20:12:46.245742 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2025-06-23 20:12:46.806648 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2025-06-23 20:12:47.360675 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2025-06-23 20:12:47.960369 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2025-06-23 20:12:48.503698 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2025-06-23 20:12:49.04915 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2025-06-23 20:12:49.609287 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2025-06-23 20:12:50.164481 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2025-06-23 20:12:50.770439 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2025-06-23 20:12:51.301553 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2025-06-23 20:12:51.849615 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2025-06-23 20:12:52.404857 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2025-06-23 20:12:52.986692 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2025-06-23 20:12:53.539269 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2025-06-23 20:12:54.074738 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2025-06-23 20:12:54.621882 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2025-06-23 20:12:55.171073 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2025-06-23 20:12:55.735715 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2025-06-23 20:12:56.27275 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2025-06-23 20:12:56.81331 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2025-06-23 20:12:57.384861 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2025-06-23 20:12:57.962015 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2025-06-23 20:12:58.506229 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2025-06-23 20:12:59.006387 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2025-06-23 20:12:59.497182 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2025-06-23 20:13:00.084327 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2025-06-23 20:13:00.582014 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2025-06-23 20:13:01.0714 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2025-06-23 20:13:01.57851 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2025-06-23 20:13:02.073887 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2025-06-23 20:13:02.611596 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2025-06-23 20:13:03.093933 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2025-06-23 20:13:03.608835 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2025-06-23 20:13:04.09447 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2025-06-23 20:13:04.59795 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2025-06-23 20:13:05.061281 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2025-06-23 20:13:05.520696 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2025-06-23 20:13:05.999011 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2025-06-23 20:13:06.516098 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2025-06-23 20:13:07.008555 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2025-06-23 20:13:07.483646 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2025-06-23 20:13:08.008542 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2025-06-23 20:13:08.521167 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2025-06-23 20:13:09.069512 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2025-06-23 20:13:09.593143 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2025-06-23 20:13:10.114693 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2025-06-23 20:13:10.640422 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2025-06-23 20:13:11.208247 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2025-06-23 20:13:11.773745 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2025-06-23 20:13:12.328201 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2025-06-23 20:13:12.851209 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2025-06-23 20:13:14.218719 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2025-06-23 20:13:14.752852 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2025-06-23 20:13:15.246256 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2025-06-23 20:13:15.755437 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2025-06-23 20:13:16.257991 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2025-06-23 20:13:16.762077 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2025-06-23 20:13:17.294129 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2025-06-23 20:13:17.786112 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2025-06-23 20:13:18.321837 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2025-06-23 20:13:18.806829 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2025-06-23 20:13:19.315649 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2025-06-23 20:13:19.837926 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2025-06-23 20:13:20.317361 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2025-06-23 20:13:20.843931 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2025-06-23 20:13:21.330968 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2025-06-23 20:13:21.789543 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2025-06-23 20:13:22.266006 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2025-06-23 20:13:22.783073 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2025-06-23 20:13:23.306491 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2025-06-23 20:13:23.848741 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2025-06-23 20:13:24.364528 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2025-06-23 20:13:24.889202 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2025-06-23 20:13:25.418252 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2025-06-23 20:13:25.957151 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2025-06-23 20:13:26.485517 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2025-06-23 20:13:27.005093 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2025-06-23 20:13:27.536672 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2025-06-23 20:13:28.073071 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2025-06-23 20:13:28.583661 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2025-06-23 20:13:29.172998 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2025-06-23 20:13:29.646637 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2025-06-23 20:13:30.131229 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2025-06-23 20:13:30.598504 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2025-06-23 20:13:31.091359 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2025-06-23 20:13:31.569188 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2025-06-23 20:13:32.032921 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2025-06-23 20:13:32.474736 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2025-06-23 20:13:32.958479 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2025-06-23 20:13:33.419839 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2025-06-23 20:13:33.871492 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2025-06-23 20:13:34.361293 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2025-06-23 20:13:34.815159 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2025-06-23 20:13:35.314566 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2025-06-23 20:13:35.781138 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2025-06-23 20:13:36.283626 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2025-06-23 20:13:36.769703 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2025-06-23 20:13:37.24609 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2025-06-23 20:13:37.714389 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2025-06-23 20:13:38.175313 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2025-06-23 20:13:38.622974 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2025-06-23 20:13:39.089757 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2025-06-23 20:13:39.545148 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2025-06-23 20:13:39.96984 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2025-06-23 20:13:40.430609 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2025-06-23 20:13:40.894041 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2025-06-23 20:13:41.379165 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2025-06-23 20:13:41.81755 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2025-06-23 20:13:42.292196 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2025-06-23 20:13:42.761065 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2025-06-23 20:13:43.226856 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2025-06-23 20:13:43.705437 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2025-06-23 20:13:44.156513 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2025-06-23 20:13:44.631687 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2025-06-23 20:13:45.11793 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2025-06-23 20:13:45.602154 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2025-06-23 20:13:46.072639 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2025-06-23 20:13:46.550476 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2025-06-23 20:13:47.02092 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2025-06-23 20:13:47.512346 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2025-06-23 20:13:47.969606 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2025-06-23 20:13:48.436321 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2025-06-23 20:13:48.896887 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2025-06-23 20:13:49.376123 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2025-06-23 20:13:49.855685 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2025-06-23 20:13:50.325064 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2025-06-23 20:13:50.773467 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2025-06-23 20:13:51.226627 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2025-06-23 20:13:51.708473 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2025-06-23 20:13:52.165402 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2025-06-23 20:13:52.635031 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2025-06-23 20:13:53.099215 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2025-06-23 20:13:53.562419 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2025-06-23 20:13:54.029351 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2025-06-23 20:13:54.502263 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2025-06-23 20:13:54.933785 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2025-06-23 20:13:55.392984 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2025-06-23 20:13:55.87355 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2025-06-23 20:13:56.325043 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2025-06-23 20:13:56.778604 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2025-06-23 20:13:57.244135 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2025-06-23 20:13:57.709939 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2025-06-23 20:13:58.180791 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2025-06-23 20:13:58.614326 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2025-06-23 20:13:59.071223 INFO::Creating boxplot for categorical data, antibiotics vs F367
## 2025-06-23 20:14:04.220789 INFO::Plotting data for metadata number 3, age
## 2025-06-23 20:14:04.224964 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:04.951754 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:05.653576 INFO::Creating scatter plot for continuous data, age vs F356
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:06.130428 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:06.640618 INFO::Creating scatter plot for continuous data, age vs F177
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:07.161627 INFO::Creating scatter plot for continuous data, age vs F390
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:07.645798 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:08.129817 INFO::Creating scatter plot for continuous data, age vs F491
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:08.607217 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:09.079486 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:09.551836 INFO::Creating scatter plot for continuous data, age vs F483
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:10.02659 INFO::Creating scatter plot for continuous data, age vs F878
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:10.523739 INFO::Creating scatter plot for continuous data, age vs F876
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:11.035003 INFO::Creating scatter plot for continuous data, age vs F211
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:11.516793 INFO::Creating scatter plot for continuous data, age vs F732
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:11.946048 INFO::Creating scatter plot for continuous data, age vs F222
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:12.402654 INFO::Creating scatter plot for continuous data, age vs F688
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:12.903747 INFO::Creating scatter plot for continuous data, age vs F170
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:13.382991 INFO::Creating scatter plot for continuous data, age vs F431
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:13.858538 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:14.309852 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:14.811667 INFO::Creating scatter plot for continuous data, age vs F334
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:15.291431 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:15.744947 INFO::Creating scatter plot for continuous data, age vs F223
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:16.236412 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:16.74207 INFO::Creating scatter plot for continuous data, age vs F623
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:17.174498 INFO::Creating scatter plot for continuous data, age vs F329
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:17.617775 INFO::Creating scatter plot for continuous data, age vs F395
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:18.10356 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:18.610707 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:19.104846 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:19.545248 INFO::Creating scatter plot for continuous data, age vs F285
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:20.059085 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:20.558591 INFO::Creating scatter plot for continuous data, age vs F894
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:21.039503 INFO::Creating scatter plot for continuous data, age vs F300
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:21.549451 INFO::Creating scatter plot for continuous data, age vs F32
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:22.052542 INFO::Creating scatter plot for continuous data, age vs F24
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:22.591591 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:23.116164 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:23.626638 INFO::Creating scatter plot for continuous data, age vs F185
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:24.127041 INFO::Creating scatter plot for continuous data, age vs F513
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:24.646933 INFO::Creating scatter plot for continuous data, age vs F296
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:25.173638 INFO::Creating scatter plot for continuous data, age vs F793
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:25.645783 INFO::Creating scatter plot for continuous data, age vs F471
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:26.126775 INFO::Creating scatter plot for continuous data, age vs F402
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:26.639913 INFO::Creating scatter plot for continuous data, age vs F541
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:27.12574 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:27.602031 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:28.106181 INFO::Creating scatter plot for continuous data, age vs F594
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:28.674349 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:29.241434 INFO::Creating scatter plot for continuous data, age vs F330
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:29.787597 INFO::Creating scatter plot for continuous data, age vs F197
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:30.302559 INFO::Creating scatter plot for continuous data, age vs F735
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:30.81433 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:31.300211 INFO::Creating scatter plot for continuous data, age vs F635
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:31.780488 INFO::Creating scatter plot for continuous data, age vs F687
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:32.284209 INFO::Creating scatter plot for continuous data, age vs F652
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:32.802808 INFO::Creating scatter plot for continuous data, age vs F651
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:33.311761 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:33.794861 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:34.26344 INFO::Creating scatter plot for continuous data, age vs F866
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:34.771482 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:35.256231 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:35.708005 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:36.21039 INFO::Creating scatter plot for continuous data, age vs F684
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:36.73893 INFO::Creating scatter plot for continuous data, age vs F224
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:37.210429 INFO::Creating scatter plot for continuous data, age vs F722
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:37.694821 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:38.205821 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:38.73212 INFO::Creating scatter plot for continuous data, age vs F19
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:39.238288 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:39.705928 INFO::Creating scatter plot for continuous data, age vs F859
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:40.182503 INFO::Creating scatter plot for continuous data, age vs F522
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:40.721787 INFO::Creating scatter plot for continuous data, age vs F372
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:41.227381 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:41.672579 INFO::Creating scatter plot for continuous data, age vs F782
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:42.15704 INFO::Creating scatter plot for continuous data, age vs F839
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:42.773673 INFO::Creating scatter plot for continuous data, age vs F827
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:43.352834 INFO::Creating scatter plot for continuous data, age vs F817
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:43.893268 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:44.468197 INFO::Creating scatter plot for continuous data, age vs F127
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:45.069637 INFO::Creating scatter plot for continuous data, age vs F749
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:45.617844 INFO::Creating scatter plot for continuous data, age vs F150
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:46.153795 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:46.71025 INFO::Creating scatter plot for continuous data, age vs F877
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:47.222298 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:47.77394 INFO::Creating scatter plot for continuous data, age vs F809
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:48.343296 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:48.828389 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:49.399451 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:49.927013 INFO::Creating scatter plot for continuous data, age vs F842
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:50.445878 INFO::Creating scatter plot for continuous data, age vs F319
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:50.943181 INFO::Creating scatter plot for continuous data, age vs F96
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:51.404235 INFO::Creating scatter plot for continuous data, age vs F171
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:51.941579 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:52.446393 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:52.957143 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:53.471905 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:54.015052 INFO::Creating scatter plot for continuous data, age vs F147
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:54.474811 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:54.948447 INFO::Creating scatter plot for continuous data, age vs F212
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:55.383815 INFO::Creating scatter plot for continuous data, age vs F718
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:55.876809 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:56.439999 INFO::Creating scatter plot for continuous data, age vs F690
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:56.980857 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:57.486251 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:57.967734 INFO::Creating scatter plot for continuous data, age vs F110
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:58.468764 INFO::Creating scatter plot for continuous data, age vs F84
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:58.924893 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:14:59.397616 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:14:59.846293 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:00.321466 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:00.793778 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:01.254579 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:01.726015 INFO::Creating scatter plot for continuous data, age vs F630
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:02.217243 INFO::Creating scatter plot for continuous data, age vs F711
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:02.675806 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:03.128781 INFO::Creating scatter plot for continuous data, age vs F152
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:03.609871 INFO::Creating scatter plot for continuous data, age vs F699
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:04.065662 INFO::Creating scatter plot for continuous data, age vs F324
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:04.529034 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:05.000033 INFO::Creating scatter plot for continuous data, age vs F857
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:05.487877 INFO::Creating scatter plot for continuous data, age vs F380
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:05.949276 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:06.44339 INFO::Creating scatter plot for continuous data, age vs F172
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:06.943765 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:07.490057 INFO::Creating scatter plot for continuous data, age vs F199
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:08.032715 INFO::Creating scatter plot for continuous data, age vs F198
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:08.547898 INFO::Creating scatter plot for continuous data, age vs F479
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:09.048487 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:09.473372 INFO::Creating scatter plot for continuous data, age vs F508
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:09.989546 INFO::Creating scatter plot for continuous data, age vs F337
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:10.462659 INFO::Creating scatter plot for continuous data, age vs F737
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:10.91937 INFO::Creating scatter plot for continuous data, age vs F609
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:11.383979 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:11.856945 INFO::Creating scatter plot for continuous data, age vs F821
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:12.331848 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:12.7849 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:13.298102 INFO::Creating scatter plot for continuous data, age vs F417
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:13.859194 INFO::Creating scatter plot for continuous data, age vs F58
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:14.352331 INFO::Creating scatter plot for continuous data, age vs F267
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:14.846895 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:15.386772 INFO::Creating scatter plot for continuous data, age vs F890
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:15.840555 INFO::Creating scatter plot for continuous data, age vs F655
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:16.302674 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:16.763763 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:17.257875 INFO::Creating scatter plot for continuous data, age vs F93
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:17.836838 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:18.298866 INFO::Creating scatter plot for continuous data, age vs F567
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:18.810868 INFO::Creating scatter plot for continuous data, age vs F480
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:19.277447 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:19.786498 INFO::Creating scatter plot for continuous data, age vs F459
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:20.214897 INFO::Creating scatter plot for continuous data, age vs F812
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:20.689594 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:21.130296 INFO::Creating scatter plot for continuous data, age vs F239
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:21.648094 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:22.110917 INFO::Creating scatter plot for continuous data, age vs F871
## `geom_smooth()` using formula = 'y ~ x'
## 2025-06-23 20:15:22.549468 INFO::Creating scatter plot for continuous data, age vs F5
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:23.015111 INFO::Creating scatter plot for continuous data, age vs F715
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:23.508685 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:23.964913 INFO::Creating scatter plot for continuous data, age vs F477
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:24.430794 INFO::Creating scatter plot for continuous data, age vs F571
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2025-06-23 20:15:24.915075 INFO::Creating scatter plot for continuous data, age vs F393
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## Initiating effect size calculations
## Calculating mean abundance in: IBD
## Calculating mean abundance in: Control
## Calculating effect size in: IBD
## Initiating prioritization
## Calculating meta-rank and prioritizing metabolic features
## 2025-06-23 20:15:30.266261 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2025-06-23 20:15:30.287306 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2025-06-23 20:15:30.337539 INFO::Writing highly prioritized metabolites in IBD to file: Macarron_output/highly_prioritized_per_module_in_IBD.csv
abundances_df = read.csv(file = prism_abundances, row.names = 1) # setting features as rownames
annotations_df = read.csv(file = prism_annotations, row.names = 1) # setting features as rownames
metadata_df = read.csv(file = prism_metadata, row.names = 1) # setting samples as rownames
taxonomy_df = read.csv(file = mets_taxonomy)
# Running Macarron
prism_prioritized <- Macarron::Macarron(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df,
input_taxonomy = taxonomy_df)
The Macarron::Macarron()
function is a wrapper for the Macarron framework. Users can also apply individual functions on the input dataframes to achieve same results as the wrapper with the added benefit of storing output from each function for other analyses. There are seven steps:
# Step 1: Storing input data in a summarized experiment object
prism_mbx <- prepInput(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df)
# Step 2: Creating a distance matrix from pairwise correlations in abundances of metabolic features
prism_w <- makeDisMat(se = prism_mbx)
# Step 3: Finding covariance modules
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df)
# The output is a list containing two dataframes- module assignments and measures of success
# if evaluateMOS=TRUE. To write modules to a separate dataframe, do:
prism_module_assignments <- prism_modules[[1]]
prism_modules_mos <- prism_modules[[2]]
# Step 4: Calculating AVA
prism_ava <- calAVA(se = prism_mbx,
mod.assn = prism_modules)
# Step 5: Calculating q-value
prism_qval <- calQval(se = prism_mbx,
mod.assn = prism_modules)
# Step 6: Calculating effect size
prism_es <- calES(se = prism_mbx,
mac.qval = prism_qval)
# Step 7: Prioritizing metabolic features
prism_prioritized <- prioritize(se = prism_mbx,
mod.assn = prism_modules,
mac.ava = prism_ava,
mac.qval = prism_qval,
mac.es = prism_es)
# The output is a list containing two dataframes- all prioritized metabolic features and
# only characterizable metabolic features.
all_prioritized <- prism_prioritized[[1]]
char_prioritized <- prism_prioritized[[2]]
# Step 8 (optional): View only the highly prioritized metabolic features in each module
prism_highly_prioritized <- showBest(prism_prioritized)
Session info from running the demo in R can be displayed with the following command.
sessionInfo()
## R version 4.5.1 RC (2025-06-05 r88288)
## Platform: x86_64-apple-darwin20
## Running under: macOS Monterey 12.7.6
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.5-x86_64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.5-x86_64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.1
##
## locale:
## [1] C/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## time zone: America/New_York
## tzcode source: internal
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] Macarron_1.12.2 SummarizedExperiment_1.38.1
## [3] Biobase_2.68.0 GenomicRanges_1.60.0
## [5] GenomeInfoDb_1.44.0 IRanges_2.42.0
## [7] S4Vectors_0.46.0 BiocGenerics_0.54.0
## [9] generics_0.1.4 MatrixGenerics_1.20.0
## [11] matrixStats_1.5.0 BiocStyle_2.36.0
##
## loaded via a namespace (and not attached):
## [1] mnormt_2.1.1 DBI_1.2.3 pbapply_1.7-2
## [4] gridExtra_2.3 rlang_1.1.6 magrittr_2.0.3
## [7] compiler_4.5.1 RSQLite_2.4.1 mgcv_1.9-3
## [10] png_0.1-8 vctrs_0.6.5 stringr_1.5.1
## [13] pkgconfig_2.0.3 crayon_1.5.3 fastmap_1.2.0
## [16] backports_1.5.0 XVector_0.48.0 labeling_0.4.3
## [19] rmarkdown_2.29 UCSC.utils_1.4.0 preprocessCore_1.70.0
## [22] bit_4.6.0 xfun_0.52 cachem_1.1.0
## [25] jsonlite_2.0.0 blob_1.2.4 DelayedArray_0.34.1
## [28] BiocParallel_1.42.1 psych_2.5.3 Maaslin2_1.22.0
## [31] parallel_4.5.1 cluster_2.1.8.1 biglm_0.9-3
## [34] R6_2.6.1 bslib_0.9.0 stringi_1.8.7
## [37] RColorBrewer_1.1-3 rpart_4.1.24 jquerylib_0.1.4
## [40] Rcpp_1.0.14 bookdown_0.43 iterators_1.0.14
## [43] knitr_1.50 WGCNA_1.73 base64enc_0.1-3
## [46] Matrix_1.7-3 splines_4.5.1 nnet_7.3-20
## [49] tidyselect_1.2.1 rstudioapi_0.17.1 dichromat_2.0-0.1
## [52] abind_1.4-8 yaml_2.3.10 doParallel_1.0.17
## [55] codetools_0.2-20 plyr_1.8.9 lattice_0.22-7
## [58] tibble_3.3.0 withr_3.0.2 KEGGREST_1.48.1
## [61] evaluate_1.0.4 foreign_0.8-90 survival_3.8-3
## [64] getopt_1.20.4 Biostrings_2.76.0 pillar_1.10.2
## [67] BiocManager_1.30.26 checkmate_2.3.2 foreach_1.5.2
## [70] pcaPP_2.0-5 ggplot2_3.5.2 scales_1.4.0
## [73] glue_1.8.0 Hmisc_5.2-3 tools_4.5.1
## [76] robustbase_0.99-4-1 data.table_1.17.6 mvtnorm_1.3-3
## [79] fastcluster_1.3.0 grid_4.5.1 optparse_1.7.5
## [82] impute_1.82.0 AnnotationDbi_1.70.0 colorspace_2.1-1
## [85] nlme_3.1-168 GenomeInfoDbData_1.2.14 htmlTable_2.4.3
## [88] Formula_1.2-5 cli_3.6.5 S4Arrays_1.8.1
## [91] dplyr_1.1.4 DEoptimR_1.1-3-1 gtable_0.3.6
## [94] hash_2.2.6.3 logging_0.10-108 dynamicTreeCut_1.63-1
## [97] sass_0.4.10 digest_0.6.37 SparseArray_1.8.0
## [100] htmlwidgets_1.6.4 farver_2.1.2 memoise_2.0.1
## [103] htmltools_0.5.8.1 lifecycle_1.0.4 httr_1.4.7
## [106] GO.db_3.21.0 bit64_4.6.0-1
The input taxonomy dataframe can be generated using the input metabolic features annotation dataframe using Macarron::decorateID()
. This function annotates an HMDB ID or a PubChem CID with the chemical class and subclass of the metabolite.
taxonomy_df <- decorateID(input_annotations = annotations_df)
write.csv(taxonomy_df, file="demo_taxonomy.csv", row.names = FALSE)
A record of all chosen parameters and steps that were followed during execution.
This file provides information about the properties of covariance modules used in the analysis. By default, modules are generated using a minimum module size (MMS) (argument: min_module_size
) equal to cube root of the total number of prevalent metabolic features. Macarron evaluates 9 measures of success (MOS) that collectively capture the “correctness” and chemical homogeneity of the modules. The MOS are as follows:
This folder contains the Maaslin2 log file (maaslin2.log), significant associations found by Maaslin2 (significant_results.tsv) and the linear model residuals file (residuals.rds). For more information, see Maaslin2.
Ideally, at least 50% metabolic features must be retained after prevalence filtering. By default, Macarron uses the union of metabolic features observed (non-zero abundance) in at least 70% samples of any phenotype for further analysis. This prevalence threshold may be high for some metabolomics datasets and can be changed using the min_prevalence
argument.
prism_prioritized <- Macarron::Macarron(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df,
input_taxonomy = taxonomy_df,
min_prevalence = 0.5)
# or
prism_w <- makeDisMat(se = prism_mbx,
min_prevalence = 0.5)
By default, cube root of the total number of prevalent features is used as the minimum module size (MMS) (argument: min_module_size
) for module detection and generation. We expect this to work for most real world datasets. To determine if the modules are optimal for further analysis, Macarron evaluates several measures of success (MOS) as described above. In addition to evaluating MOS for modules generated using the default MMS, Macarron also evaluates MOS for MMS values that are larger (MMS+5, MMS+10) and smaller (MMS-5, MMS-10) than the default MMS. If you find that the MOS improve with larger or smaller MMS, you may change the default accordingly. For more details about module detection, please see WGCNA
and dynamicTreeCut
.
# See MOS of modules generated using default
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df)
prism_modules_mos <- prism_modules[[2]]
View(prism_modules_mos)
# Change MMS
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df,
min_module_size = 10)
Macarron uses Maaslin2 for determining the q-value of differential abundance in a phenotype of interest. For default execution, the phenotype of interest must be a category in column 1 of the metadata dataframe e.g. IBD in diagnosis in the demo. This is also the column that is picked by the metadata_variable
argument for identifying the main phenotypes/conditions in any dataset (see Macarron.log file). Further, in the default execution, all columns in the metadata table are considered as fixed effects and the alphabetically first categorical variable in each covariate with two categories is considered as the reference. Maaslin2 requires reference categories to be explicitly defined for all categorical metadata with more than two categories.
Defaults can be changed with the arguments fixed_effects
, random_effects
and reference
. In the demo example, fixed effects
and reference
can be defined as follows:
prism_qval <- calQval(se = prism_mbx,
mod.assn = prism_modules,
metadata_variable = "diagnosis",
fixed_effects = c("diagnosis","age","antibiotics"),
reference = c("diagnosis,Control";"antibiotics,No"))
The package source contains a script MacarronCMD.R
in inst/scripts
to invoke Macarron in the command line using Rscript.
The inst/scripts
folder also contains a README file that comprehensively documents the usage of the script.