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)
## 2024-12-19 17:11:12.813322 INFO::Creating output folder.
## 2024-12-19 17:11:12.829693 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2024-12-19 17:11:12.903004 INFO::Summarized Experiment created.
## 2024-12-19 17:11:12.9053 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.
## 2024-12-19 17:11:18.275077 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2024-12-19 17:11:18.277142 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.
## 2024-12-19 17:11:19.776029 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"
## 2024-12-19 17:11:22.196103 INFO::Writing function arguments to log file
## 2024-12-19 17:11:22.204737 INFO::Verifying options selected are valid
## 2024-12-19 17:11:22.262751 INFO::Determining format of input files
## 2024-12-19 17:11:22.263965 INFO::Input format is data samples as columns and metadata samples as rows
## 2024-12-19 17:11:22.279423 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2024-12-19 17:11:22.28103 INFO::Filter data based on min abundance and min prevalence
## 2024-12-19 17:11:22.281836 INFO::Total samples in data: 102
## 2024-12-19 17:11:22.282563 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2024-12-19 17:11:22.29438 INFO::Total filtered features: 0
## 2024-12-19 17:11:22.296042 INFO::Filtered feature names from abundance and prevalence filtering:
## 2024-12-19 17:11:22.313202 INFO::Total filtered features with variance filtering: 0
## 2024-12-19 17:11:22.314863 INFO::Filtered feature names from variance filtering:
## 2024-12-19 17:11:22.315861 INFO::Running selected normalization method: NONE
## 2024-12-19 17:11:22.316694 INFO::Applying z-score to standardize continuous metadata
## 2024-12-19 17:11:22.338863 INFO::Running selected transform method: NONE
## 2024-12-19 17:11:22.340196 INFO::Running selected analysis method: LM
## 2024-12-19 17:11:22.347464 INFO::Fitting model to feature number 1, F1
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## 2024-12-19 17:11:23.151507 INFO::Fitting model to feature number 185, F191
## 2024-12-19 17:11:23.155324 INFO::Fitting model to feature number 186, F192
## 2024-12-19 17:11:23.159275 INFO::Fitting model to feature number 187, F193
## 2024-12-19 17:11:23.163612 INFO::Fitting model to feature number 188, F194
## 2024-12-19 17:11:23.167682 INFO::Fitting model to feature number 189, F195
## 2024-12-19 17:11:23.172197 INFO::Fitting model to feature number 190, F196
## 2024-12-19 17:11:23.175814 INFO::Fitting model to feature number 191, F197
## 2024-12-19 17:11:23.179501 INFO::Fitting model to feature number 192, F198
## 2024-12-19 17:11:23.183199 INFO::Fitting model to feature number 193, F199
## 2024-12-19 17:11:23.186683 INFO::Fitting model to feature number 194, F200
## 2024-12-19 17:11:23.191279 INFO::Fitting model to feature number 195, F201
## 2024-12-19 17:11:23.196246 INFO::Fitting model to feature number 196, F202
## 2024-12-19 17:11:23.200699 INFO::Fitting model to feature number 197, F203
## 2024-12-19 17:11:23.204262 INFO::Fitting model to feature number 198, F204
## 2024-12-19 17:11:23.208891 INFO::Fitting model to feature number 199, F206
## 2024-12-19 17:11:23.212642 INFO::Fitting model to feature number 200, F207
## 2024-12-19 17:11:23.216715 INFO::Fitting model to feature number 201, F208
## 2024-12-19 17:11:23.221362 INFO::Fitting model to feature number 202, F209
## 2024-12-19 17:11:23.225502 INFO::Fitting model to feature number 203, F210
## 2024-12-19 17:11:23.229373 INFO::Fitting model to feature number 204, F211
## 2024-12-19 17:11:23.234659 INFO::Fitting model to feature number 205, F212
## 2024-12-19 17:11:23.238451 INFO::Fitting model to feature number 206, F213
## 2024-12-19 17:11:23.241977 INFO::Fitting model to feature number 207, F214
## 2024-12-19 17:11:23.245613 INFO::Fitting model to feature number 208, F215
## 2024-12-19 17:11:23.249202 INFO::Fitting model to feature number 209, F216
## 2024-12-19 17:11:23.252726 INFO::Fitting model to feature number 210, F217
## 2024-12-19 17:11:23.256221 INFO::Fitting model to feature number 211, F218
## 2024-12-19 17:11:23.259603 INFO::Fitting model to feature number 212, F219
## 2024-12-19 17:11:23.262986 INFO::Fitting model to feature number 213, F220
## 2024-12-19 17:11:23.266458 INFO::Fitting model to feature number 214, F221
## 2024-12-19 17:11:23.269976 INFO::Fitting model to feature number 215, F222
## 2024-12-19 17:11:23.274479 INFO::Fitting model to feature number 216, F223
## 2024-12-19 17:11:23.279009 INFO::Fitting model to feature number 217, F224
## 2024-12-19 17:11:23.282622 INFO::Fitting model to feature number 218, F225
## 2024-12-19 17:11:23.286177 INFO::Fitting model to feature number 219, F226
## 2024-12-19 17:11:23.289696 INFO::Fitting model to feature number 220, F227
## 2024-12-19 17:11:23.293163 INFO::Fitting model to feature number 221, F228
## 2024-12-19 17:11:23.296664 INFO::Fitting model to feature number 222, F229
## 2024-12-19 17:11:23.300206 INFO::Fitting model to feature number 223, F230
## 2024-12-19 17:11:23.304244 INFO::Fitting model to feature number 224, F231
## 2024-12-19 17:11:23.309299 INFO::Fitting model to feature number 225, F232
## 2024-12-19 17:11:23.314009 INFO::Fitting model to feature number 226, F233
## 2024-12-19 17:11:23.318593 INFO::Fitting model to feature number 227, F234
## 2024-12-19 17:11:23.324109 INFO::Fitting model to feature number 228, F235
## 2024-12-19 17:11:23.327834 INFO::Fitting model to feature number 229, F236
## 2024-12-19 17:11:23.331467 INFO::Fitting model to feature number 230, F237
## 2024-12-19 17:11:23.334954 INFO::Fitting model to feature number 231, F238
## 2024-12-19 17:11:23.338537 INFO::Fitting model to feature number 232, F239
## 2024-12-19 17:11:23.342196 INFO::Fitting model to feature number 233, F240
## 2024-12-19 17:11:23.346286 INFO::Fitting model to feature number 234, F241
## 2024-12-19 17:11:23.350962 INFO::Fitting model to feature number 235, F242
## 2024-12-19 17:11:23.35536 INFO::Fitting model to feature number 236, F243
## 2024-12-19 17:11:23.35984 INFO::Fitting model to feature number 237, F244
## 2024-12-19 17:11:23.365174 INFO::Fitting model to feature number 238, F245
## 2024-12-19 17:11:23.370719 INFO::Fitting model to feature number 239, F246
## 2024-12-19 17:11:23.376117 INFO::Fitting model to feature number 240, F247
## 2024-12-19 17:11:23.381796 INFO::Fitting model to feature number 241, F248
## 2024-12-19 17:11:23.386098 INFO::Fitting model to feature number 242, F249
## 2024-12-19 17:11:23.391579 INFO::Fitting model to feature number 243, F250
## 2024-12-19 17:11:23.396332 INFO::Fitting model to feature number 244, F252
## 2024-12-19 17:11:23.400474 INFO::Fitting model to feature number 245, F253
## 2024-12-19 17:11:23.405101 INFO::Fitting model to feature number 246, F254
## 2024-12-19 17:11:23.410027 INFO::Fitting model to feature number 247, F255
## 2024-12-19 17:11:23.414065 INFO::Fitting model to feature number 248, F256
## 2024-12-19 17:11:23.418795 INFO::Fitting model to feature number 249, F257
## 2024-12-19 17:11:23.424613 INFO::Fitting model to feature number 250, F259
## 2024-12-19 17:11:23.428971 INFO::Fitting model to feature number 251, F260
## 2024-12-19 17:11:23.434246 INFO::Fitting model to feature number 252, F261
## 2024-12-19 17:11:23.438814 INFO::Fitting model to feature number 253, F262
## 2024-12-19 17:11:23.443782 INFO::Fitting model to feature number 254, F263
## 2024-12-19 17:11:23.448285 INFO::Fitting model to feature number 255, F264
## 2024-12-19 17:11:23.453211 INFO::Fitting model to feature number 256, F265
## 2024-12-19 17:11:23.459136 INFO::Fitting model to feature number 257, F266
## 2024-12-19 17:11:23.464295 INFO::Fitting model to feature number 258, F267
## 2024-12-19 17:11:23.469454 INFO::Fitting model to feature number 259, F269
## 2024-12-19 17:11:23.47502 INFO::Fitting model to feature number 260, F270
## 2024-12-19 17:11:23.4803 INFO::Fitting model to feature number 261, F271
## 2024-12-19 17:11:23.484323 INFO::Fitting model to feature number 262, F272
## 2024-12-19 17:11:23.48987 INFO::Fitting model to feature number 263, F273
## 2024-12-19 17:11:23.495188 INFO::Fitting model to feature number 264, F274
## 2024-12-19 17:11:23.500212 INFO::Fitting model to feature number 265, F276
## 2024-12-19 17:11:23.505736 INFO::Fitting model to feature number 266, F277
## 2024-12-19 17:11:23.510743 INFO::Fitting model to feature number 267, F278
## 2024-12-19 17:11:23.515755 INFO::Fitting model to feature number 268, F279
## 2024-12-19 17:11:23.520258 INFO::Fitting model to feature number 269, F280
## 2024-12-19 17:11:23.526533 INFO::Fitting model to feature number 270, F281
## 2024-12-19 17:11:23.531396 INFO::Fitting model to feature number 271, F282
## 2024-12-19 17:11:23.536832 INFO::Fitting model to feature number 272, F283
## 2024-12-19 17:11:23.540982 INFO::Fitting model to feature number 273, F284
## 2024-12-19 17:11:23.546079 INFO::Fitting model to feature number 274, F285
## 2024-12-19 17:11:23.551851 INFO::Fitting model to feature number 275, F286
## 2024-12-19 17:11:23.5561 INFO::Fitting model to feature number 276, F287
## 2024-12-19 17:11:23.559802 INFO::Fitting model to feature number 277, F288
## 2024-12-19 17:11:23.563461 INFO::Fitting model to feature number 278, F289
## 2024-12-19 17:11:23.567108 INFO::Fitting model to feature number 279, F290
## 2024-12-19 17:11:23.570794 INFO::Fitting model to feature number 280, F292
## 2024-12-19 17:11:23.574625 INFO::Fitting model to feature number 281, F293
## 2024-12-19 17:11:23.578614 INFO::Fitting model to feature number 282, F294
## 2024-12-19 17:11:23.583672 INFO::Fitting model to feature number 283, F295
## 2024-12-19 17:11:23.588739 INFO::Fitting model to feature number 284, F296
## 2024-12-19 17:11:23.6379 INFO::Fitting model to feature number 285, F297
## 2024-12-19 17:11:23.641708 INFO::Fitting model to feature number 286, F298
## 2024-12-19 17:11:23.646068 INFO::Fitting model to feature number 287, F299
## 2024-12-19 17:11:23.649879 INFO::Fitting model to feature number 288, F300
## 2024-12-19 17:11:23.653626 INFO::Fitting model to feature number 289, F301
## 2024-12-19 17:11:23.657844 INFO::Fitting model to feature number 290, F302
## 2024-12-19 17:11:23.661578 INFO::Fitting model to feature number 291, F303
## 2024-12-19 17:11:23.66643 INFO::Fitting model to feature number 292, F304
## 2024-12-19 17:11:23.670973 INFO::Fitting model to feature number 293, F305
## 2024-12-19 17:11:23.676853 INFO::Fitting model to feature number 294, F306
## 2024-12-19 17:11:23.681181 INFO::Fitting model to feature number 295, F307
## 2024-12-19 17:11:23.685723 INFO::Fitting model to feature number 296, F308
## 2024-12-19 17:11:23.691132 INFO::Fitting model to feature number 297, F309
## 2024-12-19 17:11:23.695445 INFO::Fitting model to feature number 298, F310
## 2024-12-19 17:11:23.6991 INFO::Fitting model to feature number 299, F311
## 2024-12-19 17:11:23.703699 INFO::Fitting model to feature number 300, F312
## 2024-12-19 17:11:23.70779 INFO::Fitting model to feature number 301, F313
## 2024-12-19 17:11:23.713557 INFO::Fitting model to feature number 302, F315
## 2024-12-19 17:11:23.718474 INFO::Fitting model to feature number 303, F316
## 2024-12-19 17:11:23.723017 INFO::Fitting model to feature number 304, F317
## 2024-12-19 17:11:23.727441 INFO::Fitting model to feature number 305, F318
## 2024-12-19 17:11:23.732365 INFO::Fitting model to feature number 306, F319
## 2024-12-19 17:11:23.736102 INFO::Fitting model to feature number 307, F320
## 2024-12-19 17:11:23.739631 INFO::Fitting model to feature number 308, F321
## 2024-12-19 17:11:23.743139 INFO::Fitting model to feature number 309, F322
## 2024-12-19 17:11:23.74763 INFO::Fitting model to feature number 310, F323
## 2024-12-19 17:11:23.752584 INFO::Fitting model to feature number 311, F324
## 2024-12-19 17:11:23.757747 INFO::Fitting model to feature number 312, F325
## 2024-12-19 17:11:23.761596 INFO::Fitting model to feature number 313, F326
## 2024-12-19 17:11:23.765145 INFO::Fitting model to feature number 314, F327
## 2024-12-19 17:11:23.769665 INFO::Fitting model to feature number 315, F328
## 2024-12-19 17:11:23.774904 INFO::Fitting model to feature number 316, F329
## 2024-12-19 17:11:23.779014 INFO::Fitting model to feature number 317, F330
## 2024-12-19 17:11:23.783067 INFO::Fitting model to feature number 318, F331
## 2024-12-19 17:11:23.786862 INFO::Fitting model to feature number 319, F332
## 2024-12-19 17:11:23.790659 INFO::Fitting model to feature number 320, F333
## 2024-12-19 17:11:23.79407 INFO::Fitting model to feature number 321, F334
## 2024-12-19 17:11:23.797735 INFO::Fitting model to feature number 322, F335
## 2024-12-19 17:11:23.801155 INFO::Fitting model to feature number 323, F336
## 2024-12-19 17:11:23.805469 INFO::Fitting model to feature number 324, F337
## 2024-12-19 17:11:23.811264 INFO::Fitting model to feature number 325, F338
## 2024-12-19 17:11:23.815716 INFO::Fitting model to feature number 326, F339
## 2024-12-19 17:11:23.821125 INFO::Fitting model to feature number 327, F340
## 2024-12-19 17:11:23.825288 INFO::Fitting model to feature number 328, F342
## 2024-12-19 17:11:23.828738 INFO::Fitting model to feature number 329, F343
## 2024-12-19 17:11:23.832358 INFO::Fitting model to feature number 330, F344
## 2024-12-19 17:11:23.837358 INFO::Fitting model to feature number 331, F345
## 2024-12-19 17:11:23.842473 INFO::Fitting model to feature number 332, F346
## 2024-12-19 17:11:23.846018 INFO::Fitting model to feature number 333, F347
## 2024-12-19 17:11:23.849424 INFO::Fitting model to feature number 334, F348
## 2024-12-19 17:11:23.855202 INFO::Fitting model to feature number 335, F350
## 2024-12-19 17:11:23.861828 INFO::Fitting model to feature number 336, F351
## 2024-12-19 17:11:23.865892 INFO::Fitting model to feature number 337, F352
## 2024-12-19 17:11:23.870338 INFO::Fitting model to feature number 338, F353
## 2024-12-19 17:11:23.87416 INFO::Fitting model to feature number 339, F355
## 2024-12-19 17:11:23.878197 INFO::Fitting model to feature number 340, F356
## 2024-12-19 17:11:23.883578 INFO::Fitting model to feature number 341, F357
## 2024-12-19 17:11:23.889026 INFO::Fitting model to feature number 342, F358
## 2024-12-19 17:11:23.894288 INFO::Fitting model to feature number 343, F359
## 2024-12-19 17:11:23.898341 INFO::Fitting model to feature number 344, F360
## 2024-12-19 17:11:23.902547 INFO::Fitting model to feature number 345, F361
## 2024-12-19 17:11:23.907173 INFO::Fitting model to feature number 346, F362
## 2024-12-19 17:11:23.912117 INFO::Fitting model to feature number 347, F363
## 2024-12-19 17:11:23.917608 INFO::Fitting model to feature number 348, F364
## 2024-12-19 17:11:23.921915 INFO::Fitting model to feature number 349, F365
## 2024-12-19 17:11:23.926009 INFO::Fitting model to feature number 350, F366
## 2024-12-19 17:11:23.93061 INFO::Fitting model to feature number 351, F367
## 2024-12-19 17:11:23.934571 INFO::Fitting model to feature number 352, F368
## 2024-12-19 17:11:23.938569 INFO::Fitting model to feature number 353, F369
## 2024-12-19 17:11:23.942792 INFO::Fitting model to feature number 354, F370
## 2024-12-19 17:11:23.946152 INFO::Fitting model to feature number 355, F371
## 2024-12-19 17:11:23.949497 INFO::Fitting model to feature number 356, F372
## 2024-12-19 17:11:23.954194 INFO::Fitting model to feature number 357, F373
## 2024-12-19 17:11:23.958022 INFO::Fitting model to feature number 358, F374
## 2024-12-19 17:11:23.961388 INFO::Fitting model to feature number 359, F375
## 2024-12-19 17:11:23.965984 INFO::Fitting model to feature number 360, F376
## 2024-12-19 17:11:23.971418 INFO::Fitting model to feature number 361, F377
## 2024-12-19 17:11:23.975406 INFO::Fitting model to feature number 362, F378
## 2024-12-19 17:11:23.978881 INFO::Fitting model to feature number 363, F379
## 2024-12-19 17:11:23.983257 INFO::Fitting model to feature number 364, F380
## 2024-12-19 17:11:23.988387 INFO::Fitting model to feature number 365, F381
## 2024-12-19 17:11:23.992578 INFO::Fitting model to feature number 366, F382
## 2024-12-19 17:11:23.997071 INFO::Fitting model to feature number 367, F383
## 2024-12-19 17:11:24.002156 INFO::Fitting model to feature number 368, F384
## 2024-12-19 17:11:24.005775 INFO::Fitting model to feature number 369, F386
## 2024-12-19 17:11:24.010225 INFO::Fitting model to feature number 370, F387
## 2024-12-19 17:11:24.013679 INFO::Fitting model to feature number 371, F388
## 2024-12-19 17:11:24.017096 INFO::Fitting model to feature number 372, F389
## 2024-12-19 17:11:24.021907 INFO::Fitting model to feature number 373, F390
## 2024-12-19 17:11:24.026236 INFO::Fitting model to feature number 374, F391
## 2024-12-19 17:11:24.030614 INFO::Fitting model to feature number 375, F392
## 2024-12-19 17:11:24.035609 INFO::Fitting model to feature number 376, F393
## 2024-12-19 17:11:24.040027 INFO::Fitting model to feature number 377, F394
## 2024-12-19 17:11:24.043894 INFO::Fitting model to feature number 378, F395
## 2024-12-19 17:11:24.047257 INFO::Fitting model to feature number 379, F396
## 2024-12-19 17:11:24.050581 INFO::Fitting model to feature number 380, F397
## 2024-12-19 17:11:24.053903 INFO::Fitting model to feature number 381, F398
## 2024-12-19 17:11:24.057303 INFO::Fitting model to feature number 382, F399
## 2024-12-19 17:11:24.060807 INFO::Fitting model to feature number 383, F400
## 2024-12-19 17:11:24.066446 INFO::Fitting model to feature number 384, F401
## 2024-12-19 17:11:24.073625 INFO::Fitting model to feature number 385, F402
## 2024-12-19 17:11:24.077948 INFO::Fitting model to feature number 386, F403
## 2024-12-19 17:11:24.08296 INFO::Fitting model to feature number 387, F404
## 2024-12-19 17:11:24.087942 INFO::Fitting model to feature number 388, F406
## 2024-12-19 17:11:24.092577 INFO::Fitting model to feature number 389, F407
## 2024-12-19 17:11:24.098046 INFO::Fitting model to feature number 390, F408
## 2024-12-19 17:11:24.103499 INFO::Fitting model to feature number 391, F409
## 2024-12-19 17:11:24.107239 INFO::Fitting model to feature number 392, F410
## 2024-12-19 17:11:24.112106 INFO::Fitting model to feature number 393, F411
## 2024-12-19 17:11:24.117591 INFO::Fitting model to feature number 394, F412
## 2024-12-19 17:11:24.121792 INFO::Fitting model to feature number 395, F413
## 2024-12-19 17:11:24.125659 INFO::Fitting model to feature number 396, F414
## 2024-12-19 17:11:24.130861 INFO::Fitting model to feature number 397, F415
## 2024-12-19 17:11:24.134582 INFO::Fitting model to feature number 398, F416
## 2024-12-19 17:11:24.138286 INFO::Fitting model to feature number 399, F417
## 2024-12-19 17:11:24.142372 INFO::Fitting model to feature number 400, F418
## 2024-12-19 17:11:24.146042 INFO::Fitting model to feature number 401, F419
## 2024-12-19 17:11:24.149423 INFO::Fitting model to feature number 402, F420
## 2024-12-19 17:11:24.153575 INFO::Fitting model to feature number 403, F421
## 2024-12-19 17:11:24.157741 INFO::Fitting model to feature number 404, F422
## 2024-12-19 17:11:24.162379 INFO::Fitting model to feature number 405, F423
## 2024-12-19 17:11:24.167775 INFO::Fitting model to feature number 406, F425
## 2024-12-19 17:11:24.173401 INFO::Fitting model to feature number 407, F426
## 2024-12-19 17:11:24.178744 INFO::Fitting model to feature number 408, F428
## 2024-12-19 17:11:24.182874 INFO::Fitting model to feature number 409, F429
## 2024-12-19 17:11:24.187754 INFO::Fitting model to feature number 410, F430
## 2024-12-19 17:11:24.19213 INFO::Fitting model to feature number 411, F431
## 2024-12-19 17:11:24.197576 INFO::Fitting model to feature number 412, F432
## 2024-12-19 17:11:24.202717 INFO::Fitting model to feature number 413, F433
## 2024-12-19 17:11:24.206983 INFO::Fitting model to feature number 414, F434
## 2024-12-19 17:11:24.211024 INFO::Fitting model to feature number 415, F435
## 2024-12-19 17:11:24.215191 INFO::Fitting model to feature number 416, F436
## 2024-12-19 17:11:24.220231 INFO::Fitting model to feature number 417, F437
## 2024-12-19 17:11:24.225642 INFO::Fitting model to feature number 418, F438
## 2024-12-19 17:11:24.230175 INFO::Fitting model to feature number 419, F439
## 2024-12-19 17:11:24.235447 INFO::Fitting model to feature number 420, F440
## 2024-12-19 17:11:24.239273 INFO::Fitting model to feature number 421, F441
## 2024-12-19 17:11:24.243266 INFO::Fitting model to feature number 422, F442
## 2024-12-19 17:11:24.24685 INFO::Fitting model to feature number 423, F443
## 2024-12-19 17:11:24.252706 INFO::Fitting model to feature number 424, F444
## 2024-12-19 17:11:24.258725 INFO::Fitting model to feature number 425, F445
## 2024-12-19 17:11:24.263964 INFO::Fitting model to feature number 426, F446
## 2024-12-19 17:11:24.269531 INFO::Fitting model to feature number 427, F447
## 2024-12-19 17:11:24.275306 INFO::Fitting model to feature number 428, F448
## 2024-12-19 17:11:24.279898 INFO::Fitting model to feature number 429, F449
## 2024-12-19 17:11:24.285242 INFO::Fitting model to feature number 430, F450
## 2024-12-19 17:11:24.289107 INFO::Fitting model to feature number 431, F451
## 2024-12-19 17:11:24.294474 INFO::Fitting model to feature number 432, F452
## 2024-12-19 17:11:24.299975 INFO::Fitting model to feature number 433, F454
## 2024-12-19 17:11:24.305404 INFO::Fitting model to feature number 434, F455
## 2024-12-19 17:11:24.310513 INFO::Fitting model to feature number 435, F456
## 2024-12-19 17:11:24.314193 INFO::Fitting model to feature number 436, F457
## 2024-12-19 17:11:24.317783 INFO::Fitting model to feature number 437, F458
## 2024-12-19 17:11:24.322971 INFO::Fitting model to feature number 438, F459
## 2024-12-19 17:11:24.328271 INFO::Fitting model to feature number 439, F461
## 2024-12-19 17:11:24.331893 INFO::Fitting model to feature number 440, F462
## 2024-12-19 17:11:24.336697 INFO::Fitting model to feature number 441, F463
## 2024-12-19 17:11:24.342225 INFO::Fitting model to feature number 442, F464
## 2024-12-19 17:11:24.347063 INFO::Fitting model to feature number 443, F465
## 2024-12-19 17:11:24.350951 INFO::Fitting model to feature number 444, F466
## 2024-12-19 17:11:24.356084 INFO::Fitting model to feature number 445, F467
## 2024-12-19 17:11:24.360445 INFO::Fitting model to feature number 446, F468
## 2024-12-19 17:11:24.364748 INFO::Fitting model to feature number 447, F469
## 2024-12-19 17:11:24.369345 INFO::Fitting model to feature number 448, F470
## 2024-12-19 17:11:24.374901 INFO::Fitting model to feature number 449, F471
## 2024-12-19 17:11:24.378693 INFO::Fitting model to feature number 450, F474
## 2024-12-19 17:11:24.383 INFO::Fitting model to feature number 451, F475
## 2024-12-19 17:11:24.386992 INFO::Fitting model to feature number 452, F476
## 2024-12-19 17:11:24.391571 INFO::Fitting model to feature number 453, F477
## 2024-12-19 17:11:24.397295 INFO::Fitting model to feature number 454, F478
## 2024-12-19 17:11:24.402887 INFO::Fitting model to feature number 455, F479
## 2024-12-19 17:11:24.408412 INFO::Fitting model to feature number 456, F480
## 2024-12-19 17:11:24.413355 INFO::Fitting model to feature number 457, F481
## 2024-12-19 17:11:24.418598 INFO::Fitting model to feature number 458, F482
## 2024-12-19 17:11:24.423451 INFO::Fitting model to feature number 459, F483
## 2024-12-19 17:11:24.428488 INFO::Fitting model to feature number 460, F484
## 2024-12-19 17:11:24.43407 INFO::Fitting model to feature number 461, F485
## 2024-12-19 17:11:24.438831 INFO::Fitting model to feature number 462, F486
## 2024-12-19 17:11:24.443456 INFO::Fitting model to feature number 463, F487
## 2024-12-19 17:11:24.448849 INFO::Fitting model to feature number 464, F488
## 2024-12-19 17:11:24.453586 INFO::Fitting model to feature number 465, F489
## 2024-12-19 17:11:24.459134 INFO::Fitting model to feature number 466, F490
## 2024-12-19 17:11:24.463879 INFO::Fitting model to feature number 467, F491
## 2024-12-19 17:11:24.4698 INFO::Fitting model to feature number 468, F492
## 2024-12-19 17:11:24.475811 INFO::Fitting model to feature number 469, F493
## 2024-12-19 17:11:24.480947 INFO::Fitting model to feature number 470, F494
## 2024-12-19 17:11:24.484848 INFO::Fitting model to feature number 471, F495
## 2024-12-19 17:11:24.489738 INFO::Fitting model to feature number 472, F496
## 2024-12-19 17:11:24.493534 INFO::Fitting model to feature number 473, F497
## 2024-12-19 17:11:24.497622 INFO::Fitting model to feature number 474, F498
## 2024-12-19 17:11:24.501694 INFO::Fitting model to feature number 475, F499
## 2024-12-19 17:11:24.507443 INFO::Fitting model to feature number 476, F500
## 2024-12-19 17:11:24.511572 INFO::Fitting model to feature number 477, F501
## 2024-12-19 17:11:24.516783 INFO::Fitting model to feature number 478, F502
## 2024-12-19 17:11:24.522253 INFO::Fitting model to feature number 479, F503
## 2024-12-19 17:11:24.527585 INFO::Fitting model to feature number 480, F504
## 2024-12-19 17:11:24.531969 INFO::Fitting model to feature number 481, F505
## 2024-12-19 17:11:24.536828 INFO::Fitting model to feature number 482, F506
## 2024-12-19 17:11:24.541033 INFO::Fitting model to feature number 483, F507
## 2024-12-19 17:11:24.546589 INFO::Fitting model to feature number 484, F508
## 2024-12-19 17:11:24.55211 INFO::Fitting model to feature number 485, F509
## 2024-12-19 17:11:24.556255 INFO::Fitting model to feature number 486, F510
## 2024-12-19 17:11:24.561696 INFO::Fitting model to feature number 487, F511
## 2024-12-19 17:11:24.567632 INFO::Fitting model to feature number 488, F512
## 2024-12-19 17:11:24.571889 INFO::Fitting model to feature number 489, F513
## 2024-12-19 17:11:24.576626 INFO::Fitting model to feature number 490, F514
## 2024-12-19 17:11:24.581349 INFO::Fitting model to feature number 491, F515
## 2024-12-19 17:11:24.586996 INFO::Fitting model to feature number 492, F516
## 2024-12-19 17:11:24.592415 INFO::Fitting model to feature number 493, F517
## 2024-12-19 17:11:24.598342 INFO::Fitting model to feature number 494, F518
## 2024-12-19 17:11:24.602801 INFO::Fitting model to feature number 495, F519
## 2024-12-19 17:11:24.608098 INFO::Fitting model to feature number 496, F520
## 2024-12-19 17:11:24.612625 INFO::Fitting model to feature number 497, F521
## 2024-12-19 17:11:24.617037 INFO::Fitting model to feature number 498, F522
## 2024-12-19 17:11:24.622078 INFO::Fitting model to feature number 499, F523
## 2024-12-19 17:11:24.627899 INFO::Fitting model to feature number 500, F524
## 2024-12-19 17:11:24.632118 INFO::Fitting model to feature number 501, F525
## 2024-12-19 17:11:24.636085 INFO::Fitting model to feature number 502, F526
## 2024-12-19 17:11:24.64125 INFO::Fitting model to feature number 503, F527
## 2024-12-19 17:11:24.645629 INFO::Fitting model to feature number 504, F528
## 2024-12-19 17:11:24.64976 INFO::Fitting model to feature number 505, F529
## 2024-12-19 17:11:24.654205 INFO::Fitting model to feature number 506, F530
## 2024-12-19 17:11:24.659416 INFO::Fitting model to feature number 507, F531
## 2024-12-19 17:11:24.663598 INFO::Fitting model to feature number 508, F532
## 2024-12-19 17:11:24.667842 INFO::Fitting model to feature number 509, F533
## 2024-12-19 17:11:24.672071 INFO::Fitting model to feature number 510, F534
## 2024-12-19 17:11:24.676861 INFO::Fitting model to feature number 511, F535
## 2024-12-19 17:11:24.682167 INFO::Fitting model to feature number 512, F536
## 2024-12-19 17:11:24.686583 INFO::Fitting model to feature number 513, F537
## 2024-12-19 17:11:24.691733 INFO::Fitting model to feature number 514, F539
## 2024-12-19 17:11:24.696078 INFO::Fitting model to feature number 515, F540
## 2024-12-19 17:11:24.701584 INFO::Fitting model to feature number 516, F541
## 2024-12-19 17:11:24.707325 INFO::Fitting model to feature number 517, F543
## 2024-12-19 17:11:24.711455 INFO::Fitting model to feature number 518, F544
## 2024-12-19 17:11:24.715641 INFO::Fitting model to feature number 519, F545
## 2024-12-19 17:11:24.721371 INFO::Fitting model to feature number 520, F546
## 2024-12-19 17:11:24.726646 INFO::Fitting model to feature number 521, F547
## 2024-12-19 17:11:24.731879 INFO::Fitting model to feature number 522, F548
## 2024-12-19 17:11:24.737332 INFO::Fitting model to feature number 523, F549
## 2024-12-19 17:11:24.741386 INFO::Fitting model to feature number 524, F550
## 2024-12-19 17:11:24.745921 INFO::Fitting model to feature number 525, F551
## 2024-12-19 17:11:24.751555 INFO::Fitting model to feature number 526, F552
## 2024-12-19 17:11:24.756495 INFO::Fitting model to feature number 527, F553
## 2024-12-19 17:11:24.762034 INFO::Fitting model to feature number 528, F554
## 2024-12-19 17:11:24.766508 INFO::Fitting model to feature number 529, F555
## 2024-12-19 17:11:24.771203 INFO::Fitting model to feature number 530, F556
## 2024-12-19 17:11:24.775577 INFO::Fitting model to feature number 531, F557
## 2024-12-19 17:11:24.781076 INFO::Fitting model to feature number 532, F558
## 2024-12-19 17:11:24.785304 INFO::Fitting model to feature number 533, F559
## 2024-12-19 17:11:24.790135 INFO::Fitting model to feature number 534, F560
## 2024-12-19 17:11:24.793859 INFO::Fitting model to feature number 535, F561
## 2024-12-19 17:11:24.79826 INFO::Fitting model to feature number 536, F562
## 2024-12-19 17:11:24.803764 INFO::Fitting model to feature number 537, F563
## 2024-12-19 17:11:24.809302 INFO::Fitting model to feature number 538, F564
## 2024-12-19 17:11:24.81469 INFO::Fitting model to feature number 539, F566
## 2024-12-19 17:11:24.82039 INFO::Fitting model to feature number 540, F567
## 2024-12-19 17:11:24.825254 INFO::Fitting model to feature number 541, F568
## 2024-12-19 17:11:24.832293 INFO::Fitting model to feature number 542, F569
## 2024-12-19 17:11:24.838992 INFO::Fitting model to feature number 543, F570
## 2024-12-19 17:11:24.844645 INFO::Fitting model to feature number 544, F571
## 2024-12-19 17:11:24.850209 INFO::Fitting model to feature number 545, F572
## 2024-12-19 17:11:24.85543 INFO::Fitting model to feature number 546, F573
## 2024-12-19 17:11:24.859442 INFO::Fitting model to feature number 547, F574
## 2024-12-19 17:11:24.863633 INFO::Fitting model to feature number 548, F575
## 2024-12-19 17:11:24.868778 INFO::Fitting model to feature number 549, F576
## 2024-12-19 17:11:24.873803 INFO::Fitting model to feature number 550, F577
## 2024-12-19 17:11:24.878392 INFO::Fitting model to feature number 551, F578
## 2024-12-19 17:11:24.883199 INFO::Fitting model to feature number 552, F579
## 2024-12-19 17:11:24.887102 INFO::Fitting model to feature number 553, F580
## 2024-12-19 17:11:24.891289 INFO::Fitting model to feature number 554, F581
## 2024-12-19 17:11:24.895186 INFO::Fitting model to feature number 555, F582
## 2024-12-19 17:11:24.899092 INFO::Fitting model to feature number 556, F583
## 2024-12-19 17:11:24.903735 INFO::Fitting model to feature number 557, F584
## 2024-12-19 17:11:24.907769 INFO::Fitting model to feature number 558, F585
## 2024-12-19 17:11:24.91126 INFO::Fitting model to feature number 559, F586
## 2024-12-19 17:11:24.914673 INFO::Fitting model to feature number 560, F587
## 2024-12-19 17:11:24.918413 INFO::Fitting model to feature number 561, F588
## 2024-12-19 17:11:24.923755 INFO::Fitting model to feature number 562, F589
## 2024-12-19 17:11:24.929486 INFO::Fitting model to feature number 563, F590
## 2024-12-19 17:11:24.933812 INFO::Fitting model to feature number 564, F591
## 2024-12-19 17:11:24.938857 INFO::Fitting model to feature number 565, F592
## 2024-12-19 17:11:24.943535 INFO::Fitting model to feature number 566, F593
## 2024-12-19 17:11:24.948067 INFO::Fitting model to feature number 567, F594
## 2024-12-19 17:11:24.953757 INFO::Fitting model to feature number 568, F595
## 2024-12-19 17:11:24.959432 INFO::Fitting model to feature number 569, F596
## 2024-12-19 17:11:24.964057 INFO::Fitting model to feature number 570, F597
## 2024-12-19 17:11:24.969863 INFO::Fitting model to feature number 571, F598
## 2024-12-19 17:11:24.97494 INFO::Fitting model to feature number 572, F599
## 2024-12-19 17:11:24.979745 INFO::Fitting model to feature number 573, F600
## 2024-12-19 17:11:24.983988 INFO::Fitting model to feature number 574, F601
## 2024-12-19 17:11:24.988907 INFO::Fitting model to feature number 575, F602
## 2024-12-19 17:11:24.992858 INFO::Fitting model to feature number 576, F603
## 2024-12-19 17:11:24.996429 INFO::Fitting model to feature number 577, F605
## 2024-12-19 17:11:25.001663 INFO::Fitting model to feature number 578, F606
## 2024-12-19 17:11:25.006248 INFO::Fitting model to feature number 579, F607
## 2024-12-19 17:11:25.01104 INFO::Fitting model to feature number 580, F608
## 2024-12-19 17:11:25.015991 INFO::Fitting model to feature number 581, F609
## 2024-12-19 17:11:25.020153 INFO::Fitting model to feature number 582, F610
## 2024-12-19 17:11:25.025536 INFO::Fitting model to feature number 583, F611
## 2024-12-19 17:11:25.030865 INFO::Fitting model to feature number 584, F612
## 2024-12-19 17:11:25.03555 INFO::Fitting model to feature number 585, F613
## 2024-12-19 17:11:25.039315 INFO::Fitting model to feature number 586, F614
## 2024-12-19 17:11:25.043223 INFO::Fitting model to feature number 587, F615
## 2024-12-19 17:11:25.048004 INFO::Fitting model to feature number 588, F616
## 2024-12-19 17:11:25.053859 INFO::Fitting model to feature number 589, F617
## 2024-12-19 17:11:25.059123 INFO::Fitting model to feature number 590, F618
## 2024-12-19 17:11:25.064344 INFO::Fitting model to feature number 591, F619
## 2024-12-19 17:11:25.070628 INFO::Fitting model to feature number 592, F620
## 2024-12-19 17:11:25.076382 INFO::Fitting model to feature number 593, F621
## 2024-12-19 17:11:25.080077 INFO::Fitting model to feature number 594, F622
## 2024-12-19 17:11:25.083663 INFO::Fitting model to feature number 595, F623
## 2024-12-19 17:11:25.087285 INFO::Fitting model to feature number 596, F624
## 2024-12-19 17:11:25.090922 INFO::Fitting model to feature number 597, F625
## 2024-12-19 17:11:25.094543 INFO::Fitting model to feature number 598, F626
## 2024-12-19 17:11:25.09959 INFO::Fitting model to feature number 599, F627
## 2024-12-19 17:11:25.104609 INFO::Fitting model to feature number 600, F628
## 2024-12-19 17:11:25.109807 INFO::Fitting model to feature number 601, F629
## 2024-12-19 17:11:25.115068 INFO::Fitting model to feature number 602, F630
## 2024-12-19 17:11:25.118855 INFO::Fitting model to feature number 603, F631
## 2024-12-19 17:11:25.123005 INFO::Fitting model to feature number 604, F632
## 2024-12-19 17:11:25.126555 INFO::Fitting model to feature number 605, F633
## 2024-12-19 17:11:25.171366 INFO::Fitting model to feature number 606, F634
## 2024-12-19 17:11:25.177146 INFO::Fitting model to feature number 607, F635
## 2024-12-19 17:11:25.181615 INFO::Fitting model to feature number 608, F636
## 2024-12-19 17:11:25.185933 INFO::Fitting model to feature number 609, F637
## 2024-12-19 17:11:25.190167 INFO::Fitting model to feature number 610, F638
## 2024-12-19 17:11:25.194333 INFO::Fitting model to feature number 611, F639
## 2024-12-19 17:11:25.199108 INFO::Fitting model to feature number 612, F640
## 2024-12-19 17:11:25.204112 INFO::Fitting model to feature number 613, F641
## 2024-12-19 17:11:25.207621 INFO::Fitting model to feature number 614, F642
## 2024-12-19 17:11:25.211168 INFO::Fitting model to feature number 615, F643
## 2024-12-19 17:11:25.215003 INFO::Fitting model to feature number 616, F644
## 2024-12-19 17:11:25.219093 INFO::Fitting model to feature number 617, F645
## 2024-12-19 17:11:25.223517 INFO::Fitting model to feature number 618, F646
## 2024-12-19 17:11:25.227925 INFO::Fitting model to feature number 619, F647
## 2024-12-19 17:11:25.231996 INFO::Fitting model to feature number 620, F648
## 2024-12-19 17:11:25.235648 INFO::Fitting model to feature number 621, F649
## 2024-12-19 17:11:25.240062 INFO::Fitting model to feature number 622, F650
## 2024-12-19 17:11:25.243866 INFO::Fitting model to feature number 623, F651
## 2024-12-19 17:11:25.24836 INFO::Fitting model to feature number 624, F652
## 2024-12-19 17:11:25.252563 INFO::Fitting model to feature number 625, F653
## 2024-12-19 17:11:25.255862 INFO::Fitting model to feature number 626, F654
## 2024-12-19 17:11:25.260459 INFO::Fitting model to feature number 627, F655
## 2024-12-19 17:11:25.26457 INFO::Fitting model to feature number 628, F656
## 2024-12-19 17:11:25.269424 INFO::Fitting model to feature number 629, F657
## 2024-12-19 17:11:25.275048 INFO::Fitting model to feature number 630, F658
## 2024-12-19 17:11:25.27941 INFO::Fitting model to feature number 631, F659
## 2024-12-19 17:11:25.284204 INFO::Fitting model to feature number 632, F660
## 2024-12-19 17:11:25.288593 INFO::Fitting model to feature number 633, F661
## 2024-12-19 17:11:25.292226 INFO::Fitting model to feature number 634, F662
## 2024-12-19 17:11:25.29588 INFO::Fitting model to feature number 635, F663
## 2024-12-19 17:11:25.299621 INFO::Fitting model to feature number 636, F664
## 2024-12-19 17:11:25.303807 INFO::Fitting model to feature number 637, F665
## 2024-12-19 17:11:25.309052 INFO::Fitting model to feature number 638, F666
## 2024-12-19 17:11:25.314225 INFO::Fitting model to feature number 639, F667
## 2024-12-19 17:11:25.319002 INFO::Fitting model to feature number 640, F668
## 2024-12-19 17:11:25.32433 INFO::Fitting model to feature number 641, F669
## 2024-12-19 17:11:25.328239 INFO::Fitting model to feature number 642, F670
## 2024-12-19 17:11:25.331648 INFO::Fitting model to feature number 643, F671
## 2024-12-19 17:11:25.336875 INFO::Fitting model to feature number 644, F672
## 2024-12-19 17:11:25.342077 INFO::Fitting model to feature number 645, F673
## 2024-12-19 17:11:25.346922 INFO::Fitting model to feature number 646, F674
## 2024-12-19 17:11:25.351584 INFO::Fitting model to feature number 647, F675
## 2024-12-19 17:11:25.356871 INFO::Fitting model to feature number 648, F676
## 2024-12-19 17:11:25.36254 INFO::Fitting model to feature number 649, F677
## 2024-12-19 17:11:25.36768 INFO::Fitting model to feature number 650, F678
## 2024-12-19 17:11:25.372663 INFO::Fitting model to feature number 651, F679
## 2024-12-19 17:11:25.376281 INFO::Fitting model to feature number 652, F680
## 2024-12-19 17:11:25.381357 INFO::Fitting model to feature number 653, F681
## 2024-12-19 17:11:25.386168 INFO::Fitting model to feature number 654, F682
## 2024-12-19 17:11:25.391243 INFO::Fitting model to feature number 655, F683
## 2024-12-19 17:11:25.395884 INFO::Fitting model to feature number 656, F684
## 2024-12-19 17:11:25.400816 INFO::Fitting model to feature number 657, F685
## 2024-12-19 17:11:25.405836 INFO::Fitting model to feature number 658, F686
## 2024-12-19 17:11:25.411175 INFO::Fitting model to feature number 659, F687
## 2024-12-19 17:11:25.416244 INFO::Fitting model to feature number 660, F688
## 2024-12-19 17:11:25.420656 INFO::Fitting model to feature number 661, F689
## 2024-12-19 17:11:25.425935 INFO::Fitting model to feature number 662, F690
## 2024-12-19 17:11:25.431157 INFO::Fitting model to feature number 663, F691
## 2024-12-19 17:11:25.436511 INFO::Fitting model to feature number 664, F692
## 2024-12-19 17:11:25.440661 INFO::Fitting model to feature number 665, F693
## 2024-12-19 17:11:25.444826 INFO::Fitting model to feature number 666, F694
## 2024-12-19 17:11:25.449429 INFO::Fitting model to feature number 667, F695
## 2024-12-19 17:11:25.453833 INFO::Fitting model to feature number 668, F696
## 2024-12-19 17:11:25.4576 INFO::Fitting model to feature number 669, F697
## 2024-12-19 17:11:25.462085 INFO::Fitting model to feature number 670, F698
## 2024-12-19 17:11:25.466714 INFO::Fitting model to feature number 671, F699
## 2024-12-19 17:11:25.470077 INFO::Fitting model to feature number 672, F700
## 2024-12-19 17:11:25.474439 INFO::Fitting model to feature number 673, F701
## 2024-12-19 17:11:25.478819 INFO::Fitting model to feature number 674, F702
## 2024-12-19 17:11:25.483844 INFO::Fitting model to feature number 675, F704
## 2024-12-19 17:11:25.487209 INFO::Fitting model to feature number 676, F705
## 2024-12-19 17:11:25.490566 INFO::Fitting model to feature number 677, F706
## 2024-12-19 17:11:25.494044 INFO::Fitting model to feature number 678, F707
## 2024-12-19 17:11:25.497365 INFO::Fitting model to feature number 679, F708
## 2024-12-19 17:11:25.500627 INFO::Fitting model to feature number 680, F709
## 2024-12-19 17:11:25.503887 INFO::Fitting model to feature number 681, F710
## 2024-12-19 17:11:25.507133 INFO::Fitting model to feature number 682, F711
## 2024-12-19 17:11:25.510331 INFO::Fitting model to feature number 683, F712
## 2024-12-19 17:11:25.513877 INFO::Fitting model to feature number 684, F713
## 2024-12-19 17:11:25.517273 INFO::Fitting model to feature number 685, F714
## 2024-12-19 17:11:25.52097 INFO::Fitting model to feature number 686, F715
## 2024-12-19 17:11:25.524796 INFO::Fitting model to feature number 687, F716
## 2024-12-19 17:11:25.529878 INFO::Fitting model to feature number 688, F717
## 2024-12-19 17:11:25.535176 INFO::Fitting model to feature number 689, F718
## 2024-12-19 17:11:25.538801 INFO::Fitting model to feature number 690, F719
## 2024-12-19 17:11:25.543389 INFO::Fitting model to feature number 691, F720
## 2024-12-19 17:11:25.54762 INFO::Fitting model to feature number 692, F721
## 2024-12-19 17:11:25.551188 INFO::Fitting model to feature number 693, F722
## 2024-12-19 17:11:25.555051 INFO::Fitting model to feature number 694, F723
## 2024-12-19 17:11:25.55943 INFO::Fitting model to feature number 695, F724
## 2024-12-19 17:11:25.564108 INFO::Fitting model to feature number 696, F725
## 2024-12-19 17:11:25.568373 INFO::Fitting model to feature number 697, F726
## 2024-12-19 17:11:25.571736 INFO::Fitting model to feature number 698, F727
## 2024-12-19 17:11:25.575061 INFO::Fitting model to feature number 699, F728
## 2024-12-19 17:11:25.578382 INFO::Fitting model to feature number 700, F729
## 2024-12-19 17:11:25.583657 INFO::Fitting model to feature number 701, F730
## 2024-12-19 17:11:25.590471 INFO::Fitting model to feature number 702, F731
## 2024-12-19 17:11:25.593825 INFO::Fitting model to feature number 703, F732
## 2024-12-19 17:11:25.597694 INFO::Fitting model to feature number 704, F733
## 2024-12-19 17:11:25.601817 INFO::Fitting model to feature number 705, F734
## 2024-12-19 17:11:25.605901 INFO::Fitting model to feature number 706, F735
## 2024-12-19 17:11:25.611 INFO::Fitting model to feature number 707, F736
## 2024-12-19 17:11:25.615073 INFO::Fitting model to feature number 708, F737
## 2024-12-19 17:11:25.619422 INFO::Fitting model to feature number 709, F739
## 2024-12-19 17:11:25.622828 INFO::Fitting model to feature number 710, F740
## 2024-12-19 17:11:25.627516 INFO::Fitting model to feature number 711, F741
## 2024-12-19 17:11:25.631841 INFO::Fitting model to feature number 712, F742
## 2024-12-19 17:11:25.636349 INFO::Fitting model to feature number 713, F743
## 2024-12-19 17:11:25.640125 INFO::Fitting model to feature number 714, F744
## 2024-12-19 17:11:25.64412 INFO::Fitting model to feature number 715, F745
## 2024-12-19 17:11:25.648347 INFO::Fitting model to feature number 716, F746
## 2024-12-19 17:11:25.652524 INFO::Fitting model to feature number 717, F747
## 2024-12-19 17:11:25.657434 INFO::Fitting model to feature number 718, F748
## 2024-12-19 17:11:25.660988 INFO::Fitting model to feature number 719, F749
## 2024-12-19 17:11:25.665436 INFO::Fitting model to feature number 720, F750
## 2024-12-19 17:11:25.66875 INFO::Fitting model to feature number 721, F751
## 2024-12-19 17:11:25.673521 INFO::Fitting model to feature number 722, F752
## 2024-12-19 17:11:25.678713 INFO::Fitting model to feature number 723, F753
## 2024-12-19 17:11:25.684273 INFO::Fitting model to feature number 724, F754
## 2024-12-19 17:11:25.689711 INFO::Fitting model to feature number 725, F755
## 2024-12-19 17:11:25.694778 INFO::Fitting model to feature number 726, F756
## 2024-12-19 17:11:25.700051 INFO::Fitting model to feature number 727, F757
## 2024-12-19 17:11:25.703627 INFO::Fitting model to feature number 728, F758
## 2024-12-19 17:11:25.707433 INFO::Fitting model to feature number 729, F759
## 2024-12-19 17:11:25.711138 INFO::Fitting model to feature number 730, F760
## 2024-12-19 17:11:25.715456 INFO::Fitting model to feature number 731, F761
## 2024-12-19 17:11:25.720411 INFO::Fitting model to feature number 732, F762
## 2024-12-19 17:11:25.725147 INFO::Fitting model to feature number 733, F763
## 2024-12-19 17:11:25.730203 INFO::Fitting model to feature number 734, F764
## 2024-12-19 17:11:25.735303 INFO::Fitting model to feature number 735, F765
## 2024-12-19 17:11:25.739307 INFO::Fitting model to feature number 736, F766
## 2024-12-19 17:11:25.744007 INFO::Fitting model to feature number 737, F767
## 2024-12-19 17:11:25.748972 INFO::Fitting model to feature number 738, F768
## 2024-12-19 17:11:25.753248 INFO::Fitting model to feature number 739, F769
## 2024-12-19 17:11:25.757768 INFO::Fitting model to feature number 740, F770
## 2024-12-19 17:11:25.762052 INFO::Fitting model to feature number 741, F771
## 2024-12-19 17:11:25.766126 INFO::Fitting model to feature number 742, F772
## 2024-12-19 17:11:25.769696 INFO::Fitting model to feature number 743, F773
## 2024-12-19 17:11:25.774371 INFO::Fitting model to feature number 744, F774
## 2024-12-19 17:11:25.779189 INFO::Fitting model to feature number 745, F775
## 2024-12-19 17:11:25.782936 INFO::Fitting model to feature number 746, F776
## 2024-12-19 17:11:25.786479 INFO::Fitting model to feature number 747, F777
## 2024-12-19 17:11:25.790113 INFO::Fitting model to feature number 748, F778
## 2024-12-19 17:11:25.793557 INFO::Fitting model to feature number 749, F779
## 2024-12-19 17:11:25.797869 INFO::Fitting model to feature number 750, F780
## 2024-12-19 17:11:25.80176 INFO::Fitting model to feature number 751, F781
## 2024-12-19 17:11:25.805189 INFO::Fitting model to feature number 752, F782
## 2024-12-19 17:11:25.80858 INFO::Fitting model to feature number 753, F783
## 2024-12-19 17:11:25.812343 INFO::Fitting model to feature number 754, F784
## 2024-12-19 17:11:25.817007 INFO::Fitting model to feature number 755, F785
## 2024-12-19 17:11:25.822351 INFO::Fitting model to feature number 756, F786
## 2024-12-19 17:11:25.827362 INFO::Fitting model to feature number 757, F787
## 2024-12-19 17:11:25.832492 INFO::Fitting model to feature number 758, F788
## 2024-12-19 17:11:25.837744 INFO::Fitting model to feature number 759, F789
## 2024-12-19 17:11:25.842445 INFO::Fitting model to feature number 760, F790
## 2024-12-19 17:11:25.846865 INFO::Fitting model to feature number 761, F791
## 2024-12-19 17:11:25.850737 INFO::Fitting model to feature number 762, F792
## 2024-12-19 17:11:25.854977 INFO::Fitting model to feature number 763, F793
## 2024-12-19 17:11:25.858766 INFO::Fitting model to feature number 764, F794
## 2024-12-19 17:11:25.863646 INFO::Fitting model to feature number 765, F795
## 2024-12-19 17:11:25.867588 INFO::Fitting model to feature number 766, F796
## 2024-12-19 17:11:25.87154 INFO::Fitting model to feature number 767, F797
## 2024-12-19 17:11:25.87709 INFO::Fitting model to feature number 768, F798
## 2024-12-19 17:11:25.882407 INFO::Fitting model to feature number 769, F799
## 2024-12-19 17:11:25.88752 INFO::Fitting model to feature number 770, F800
## 2024-12-19 17:11:25.892087 INFO::Fitting model to feature number 771, F801
## 2024-12-19 17:11:25.896375 INFO::Fitting model to feature number 772, F802
## 2024-12-19 17:11:25.900491 INFO::Fitting model to feature number 773, F803
## 2024-12-19 17:11:25.904745 INFO::Fitting model to feature number 774, F804
## 2024-12-19 17:11:25.909452 INFO::Fitting model to feature number 775, F805
## 2024-12-19 17:11:25.913502 INFO::Fitting model to feature number 776, F806
## 2024-12-19 17:11:25.917841 INFO::Fitting model to feature number 777, F808
## 2024-12-19 17:11:25.923492 INFO::Fitting model to feature number 778, F809
## 2024-12-19 17:11:25.928008 INFO::Fitting model to feature number 779, F810
## 2024-12-19 17:11:25.932685 INFO::Fitting model to feature number 780, F811
## 2024-12-19 17:11:25.93699 INFO::Fitting model to feature number 781, F812
## 2024-12-19 17:11:25.941567 INFO::Fitting model to feature number 782, F813
## 2024-12-19 17:11:25.945549 INFO::Fitting model to feature number 783, F814
## 2024-12-19 17:11:25.949957 INFO::Fitting model to feature number 784, F815
## 2024-12-19 17:11:25.954016 INFO::Fitting model to feature number 785, F816
## 2024-12-19 17:11:25.958615 INFO::Fitting model to feature number 786, F817
## 2024-12-19 17:11:25.963134 INFO::Fitting model to feature number 787, F818
## 2024-12-19 17:11:25.967903 INFO::Fitting model to feature number 788, F819
## 2024-12-19 17:11:25.972321 INFO::Fitting model to feature number 789, F820
## 2024-12-19 17:11:25.97663 INFO::Fitting model to feature number 790, F821
## 2024-12-19 17:11:25.980588 INFO::Fitting model to feature number 791, F822
## 2024-12-19 17:11:25.985991 INFO::Fitting model to feature number 792, F823
## 2024-12-19 17:11:25.991344 INFO::Fitting model to feature number 793, F824
## 2024-12-19 17:11:25.996983 INFO::Fitting model to feature number 794, F825
## 2024-12-19 17:11:26.001275 INFO::Fitting model to feature number 795, F826
## 2024-12-19 17:11:26.006124 INFO::Fitting model to feature number 796, F827
## 2024-12-19 17:11:26.011863 INFO::Fitting model to feature number 797, F828
## 2024-12-19 17:11:26.016402 INFO::Fitting model to feature number 798, F829
## 2024-12-19 17:11:26.021656 INFO::Fitting model to feature number 799, F830
## 2024-12-19 17:11:26.02555 INFO::Fitting model to feature number 800, F831
## 2024-12-19 17:11:26.030332 INFO::Fitting model to feature number 801, F832
## 2024-12-19 17:11:26.03549 INFO::Fitting model to feature number 802, F833
## 2024-12-19 17:11:26.040506 INFO::Fitting model to feature number 803, F834
## 2024-12-19 17:11:26.046019 INFO::Fitting model to feature number 804, F835
## 2024-12-19 17:11:26.050597 INFO::Fitting model to feature number 805, F836
## 2024-12-19 17:11:26.0551 INFO::Fitting model to feature number 806, F837
## 2024-12-19 17:11:26.060729 INFO::Fitting model to feature number 807, F838
## 2024-12-19 17:11:26.065168 INFO::Fitting model to feature number 808, F839
## 2024-12-19 17:11:26.069551 INFO::Fitting model to feature number 809, F840
## 2024-12-19 17:11:26.073732 INFO::Fitting model to feature number 810, F841
## 2024-12-19 17:11:26.077693 INFO::Fitting model to feature number 811, F842
## 2024-12-19 17:11:26.081927 INFO::Fitting model to feature number 812, F843
## 2024-12-19 17:11:26.085967 INFO::Fitting model to feature number 813, F844
## 2024-12-19 17:11:26.08989 INFO::Fitting model to feature number 814, F845
## 2024-12-19 17:11:26.095634 INFO::Fitting model to feature number 815, F846
## 2024-12-19 17:11:26.101734 INFO::Fitting model to feature number 816, F847
## 2024-12-19 17:11:26.107595 INFO::Fitting model to feature number 817, F848
## 2024-12-19 17:11:26.113162 INFO::Fitting model to feature number 818, F849
## 2024-12-19 17:11:26.118827 INFO::Fitting model to feature number 819, F850
## 2024-12-19 17:11:26.123569 INFO::Fitting model to feature number 820, F851
## 2024-12-19 17:11:26.128003 INFO::Fitting model to feature number 821, F852
## 2024-12-19 17:11:26.132415 INFO::Fitting model to feature number 822, F853
## 2024-12-19 17:11:26.136419 INFO::Fitting model to feature number 823, F854
## 2024-12-19 17:11:26.140479 INFO::Fitting model to feature number 824, F855
## 2024-12-19 17:11:26.14611 INFO::Fitting model to feature number 825, F856
## 2024-12-19 17:11:26.151029 INFO::Fitting model to feature number 826, F857
## 2024-12-19 17:11:26.15591 INFO::Fitting model to feature number 827, F858
## 2024-12-19 17:11:26.161127 INFO::Fitting model to feature number 828, F859
## 2024-12-19 17:11:26.166257 INFO::Fitting model to feature number 829, F860
## 2024-12-19 17:11:26.171921 INFO::Fitting model to feature number 830, F861
## 2024-12-19 17:11:26.177761 INFO::Fitting model to feature number 831, F862
## 2024-12-19 17:11:26.181743 INFO::Fitting model to feature number 832, F863
## 2024-12-19 17:11:26.18703 INFO::Fitting model to feature number 833, F864
## 2024-12-19 17:11:26.192512 INFO::Fitting model to feature number 834, F865
## 2024-12-19 17:11:26.196944 INFO::Fitting model to feature number 835, F866
## 2024-12-19 17:11:26.201051 INFO::Fitting model to feature number 836, F867
## 2024-12-19 17:11:26.205207 INFO::Fitting model to feature number 837, F868
## 2024-12-19 17:11:26.2095 INFO::Fitting model to feature number 838, F869
## 2024-12-19 17:11:26.214127 INFO::Fitting model to feature number 839, F870
## 2024-12-19 17:11:26.218942 INFO::Fitting model to feature number 840, F871
## 2024-12-19 17:11:26.223298 INFO::Fitting model to feature number 841, F872
## 2024-12-19 17:11:26.22754 INFO::Fitting model to feature number 842, F873
## 2024-12-19 17:11:26.233101 INFO::Fitting model to feature number 843, F874
## 2024-12-19 17:11:26.23838 INFO::Fitting model to feature number 844, F875
## 2024-12-19 17:11:26.243779 INFO::Fitting model to feature number 845, F876
## 2024-12-19 17:11:26.249383 INFO::Fitting model to feature number 846, F877
## 2024-12-19 17:11:26.253468 INFO::Fitting model to feature number 847, F878
## 2024-12-19 17:11:26.257284 INFO::Fitting model to feature number 848, F879
## 2024-12-19 17:11:26.263347 INFO::Fitting model to feature number 849, F880
## 2024-12-19 17:11:26.2679 INFO::Fitting model to feature number 850, F881
## 2024-12-19 17:11:26.273613 INFO::Fitting model to feature number 851, F882
## 2024-12-19 17:11:26.279815 INFO::Fitting model to feature number 852, F883
## 2024-12-19 17:11:26.284888 INFO::Fitting model to feature number 853, F884
## 2024-12-19 17:11:26.288925 INFO::Fitting model to feature number 854, F885
## 2024-12-19 17:11:26.293022 INFO::Fitting model to feature number 855, F886
## 2024-12-19 17:11:26.297077 INFO::Fitting model to feature number 856, F887
## 2024-12-19 17:11:26.301213 INFO::Fitting model to feature number 857, F888
## 2024-12-19 17:11:26.305189 INFO::Fitting model to feature number 858, F889
## 2024-12-19 17:11:26.310222 INFO::Fitting model to feature number 859, F890
## 2024-12-19 17:11:26.315515 INFO::Fitting model to feature number 860, F891
## 2024-12-19 17:11:26.320451 INFO::Fitting model to feature number 861, F892
## 2024-12-19 17:11:26.325671 INFO::Fitting model to feature number 862, F893
## 2024-12-19 17:11:26.330937 INFO::Fitting model to feature number 863, F894
## 2024-12-19 17:11:26.335035 INFO::Fitting model to feature number 864, F895
## 2024-12-19 17:11:26.342187 INFO::Fitting model to feature number 865, F896
## 2024-12-19 17:11:26.350606 INFO::Fitting model to feature number 866, F897
## 2024-12-19 17:11:26.355087 INFO::Fitting model to feature number 867, F898
## 2024-12-19 17:11:26.359304 INFO::Fitting model to feature number 868, F899
## 2024-12-19 17:11:26.363742 INFO::Fitting model to feature number 869, F900
## 2024-12-19 17:11:26.588855 INFO::Counting total values for each feature
## 2024-12-19 17:11:26.720457 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2024-12-19 17:11:26.83849 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2024-12-19 17:11:26.964364 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2024-12-19 17:11:27.088892 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2024-12-19 17:11:27.140766 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2024-12-19 17:11:27.180866 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2024-12-19 17:11:27.210528 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
## 2024-12-19 17:11:27.223919 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2024-12-19 17:11:27.24251 INFO::Plotting associations from most to least significant, grouped by metadata
## 2024-12-19 17:11:27.244166 INFO::Plotting data for metadata number 1, diagnosis
## 2024-12-19 17:11:27.295785 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2024-12-19 17:11:27.65529 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2024-12-19 17:11:27.898953 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2024-12-19 17:11:28.070657 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2024-12-19 17:11:28.2831 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2024-12-19 17:11:28.465559 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2024-12-19 17:11:28.680458 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2024-12-19 17:11:28.894745 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2024-12-19 17:11:29.102572 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2024-12-19 17:11:29.32657 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2024-12-19 17:11:29.540051 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2024-12-19 17:11:29.742388 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2024-12-19 17:11:29.957207 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2024-12-19 17:11:30.170009 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2024-12-19 17:11:30.383078 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2024-12-19 17:11:30.6137 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2024-12-19 17:11:30.818915 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2024-12-19 17:11:31.045519 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2024-12-19 17:11:31.250375 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2024-12-19 17:11:31.452215 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2024-12-19 17:11:31.704971 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2024-12-19 17:11:31.888401 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2024-12-19 17:11:32.091628 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2024-12-19 17:11:32.300159 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2024-12-19 17:11:32.501067 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2024-12-19 17:11:32.707117 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2024-12-19 17:11:32.891015 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2024-12-19 17:11:33.094718 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2024-12-19 17:11:33.328451 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2024-12-19 17:11:33.548892 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2024-12-19 17:11:33.775902 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2024-12-19 17:11:33.993651 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2024-12-19 17:11:34.197862 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2024-12-19 17:11:34.411261 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2024-12-19 17:11:34.626297 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2024-12-19 17:11:34.845617 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2024-12-19 17:11:35.038715 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2024-12-19 17:11:35.224525 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2024-12-19 17:11:35.426692 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2024-12-19 17:11:35.634907 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2024-12-19 17:11:35.829553 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2024-12-19 17:11:36.024615 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2024-12-19 17:11:36.210082 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2024-12-19 17:11:36.392287 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2024-12-19 17:11:36.590462 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2024-12-19 17:11:36.804501 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2024-12-19 17:11:37.036858 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2024-12-19 17:11:37.231493 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2024-12-19 17:11:37.428359 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2024-12-19 17:11:37.625605 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2024-12-19 17:11:37.815233 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2024-12-19 17:11:38.038471 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2024-12-19 17:11:38.230473 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2024-12-19 17:11:38.406426 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2024-12-19 17:11:38.603518 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2024-12-19 17:11:38.802017 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2024-12-19 17:11:39.002427 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2024-12-19 17:11:39.197587 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2024-12-19 17:11:39.395799 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2024-12-19 17:11:39.576048 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2024-12-19 17:11:39.787338 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2024-12-19 17:11:40.012352 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2024-12-19 17:11:40.217492 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2024-12-19 17:11:40.430699 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2024-12-19 17:11:40.635872 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2024-12-19 17:11:40.85646 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2024-12-19 17:11:41.091745 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2024-12-19 17:11:41.287733 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2024-12-19 17:11:41.504996 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2024-12-19 17:11:41.725035 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2024-12-19 17:11:41.9244 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2024-12-19 17:11:42.140487 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2024-12-19 17:11:42.332499 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2024-12-19 17:11:42.519054 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2024-12-19 17:11:42.718805 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2024-12-19 17:11:42.927075 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2024-12-19 17:11:43.118034 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2024-12-19 17:11:43.333164 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2024-12-19 17:11:43.543493 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2024-12-19 17:11:43.779115 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2024-12-19 17:11:43.994449 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2024-12-19 17:11:44.207282 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2024-12-19 17:11:44.430475 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2024-12-19 17:11:44.634756 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2024-12-19 17:11:44.821114 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2024-12-19 17:11:45.01772 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2024-12-19 17:11:45.235179 INFO::Creating boxplot for categorical data, diagnosis vs F1
## 2024-12-19 17:11:45.448979 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2024-12-19 17:11:45.649715 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2024-12-19 17:11:45.842617 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2024-12-19 17:11:46.055155 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2024-12-19 17:11:46.250533 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2024-12-19 17:11:46.451928 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2024-12-19 17:11:46.638552 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2024-12-19 17:11:46.849867 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2024-12-19 17:11:47.042125 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2024-12-19 17:11:47.245246 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2024-12-19 17:11:47.470138 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2024-12-19 17:11:47.674672 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2024-12-19 17:11:47.869811 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2024-12-19 17:11:48.08164 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2024-12-19 17:11:48.294042 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2024-12-19 17:11:48.505424 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2024-12-19 17:11:48.708711 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2024-12-19 17:11:48.903836 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2024-12-19 17:11:49.100853 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2024-12-19 17:11:49.290128 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2024-12-19 17:11:49.524525 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2024-12-19 17:11:49.723036 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2024-12-19 17:11:49.937474 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2024-12-19 17:11:50.147366 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2024-12-19 17:11:50.366262 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2024-12-19 17:11:50.610106 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2024-12-19 17:11:50.825454 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2024-12-19 17:11:51.047015 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2024-12-19 17:11:51.2412 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2024-12-19 17:11:51.424301 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2024-12-19 17:11:51.617596 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2024-12-19 17:11:51.798207 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2024-12-19 17:11:51.980903 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2024-12-19 17:11:52.169671 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2024-12-19 17:11:52.356597 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2024-12-19 17:11:52.557532 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2024-12-19 17:11:52.747414 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2024-12-19 17:11:52.96094 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2024-12-19 17:11:53.140839 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2024-12-19 17:11:53.345061 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2024-12-19 17:11:53.616883 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2024-12-19 17:11:53.796482 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2024-12-19 17:11:53.969246 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2024-12-19 17:11:54.160966 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2024-12-19 17:11:54.367608 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2024-12-19 17:11:54.586035 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2024-12-19 17:11:54.787451 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2024-12-19 17:11:54.976141 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2024-12-19 17:11:55.162904 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2024-12-19 17:11:55.343398 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2024-12-19 17:11:55.549939 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2024-12-19 17:11:55.740612 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2024-12-19 17:11:55.935587 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2024-12-19 17:11:56.135232 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2024-12-19 17:11:56.334963 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2024-12-19 17:11:56.525498 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2024-12-19 17:11:56.755054 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2024-12-19 17:11:56.954761 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2024-12-19 17:11:57.161221 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2024-12-19 17:11:57.367915 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2024-12-19 17:11:57.556748 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2024-12-19 17:11:57.771227 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2024-12-19 17:11:57.988758 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2024-12-19 17:11:58.204765 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2024-12-19 17:11:58.40649 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2024-12-19 17:11:58.605351 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2024-12-19 17:11:58.813979 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2024-12-19 17:11:59.012828 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2024-12-19 17:11:59.21901 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2024-12-19 17:11:59.438612 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2024-12-19 17:11:59.653003 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2024-12-19 17:11:59.885516 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2024-12-19 17:12:00.095013 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2024-12-19 17:12:00.312274 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2024-12-19 17:12:00.544945 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2024-12-19 17:12:00.78242 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2024-12-19 17:12:01.029584 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2024-12-19 17:12:01.254686 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2024-12-19 17:12:01.460094 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2024-12-19 17:12:01.661993 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2024-12-19 17:12:01.871812 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2024-12-19 17:12:02.112772 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2024-12-19 17:12:02.316118 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2024-12-19 17:12:02.516526 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2024-12-19 17:12:02.710928 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2024-12-19 17:12:02.92047 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2024-12-19 17:12:03.131669 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2024-12-19 17:12:03.327548 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2024-12-19 17:12:03.522204 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2024-12-19 17:12:03.720185 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2024-12-19 17:12:03.929387 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2024-12-19 17:12:04.150298 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2024-12-19 17:12:04.36522 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2024-12-19 17:12:04.548637 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2024-12-19 17:12:04.749545 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2024-12-19 17:12:04.961609 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2024-12-19 17:12:05.164396 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2024-12-19 17:12:05.374021 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2024-12-19 17:12:05.543591 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2024-12-19 17:12:05.737117 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2024-12-19 17:12:05.931374 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2024-12-19 17:12:06.135779 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2024-12-19 17:12:06.343215 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2024-12-19 17:12:06.525828 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2024-12-19 17:12:06.71093 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2024-12-19 17:12:06.909153 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2024-12-19 17:12:07.113734 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2024-12-19 17:12:07.340247 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2024-12-19 17:12:07.544327 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2024-12-19 17:12:07.760239 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2024-12-19 17:12:07.942117 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2024-12-19 17:12:08.129511 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2024-12-19 17:12:08.340506 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2024-12-19 17:12:08.525453 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2024-12-19 17:12:08.733186 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2024-12-19 17:12:08.949822 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2024-12-19 17:12:09.152933 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2024-12-19 17:12:09.374357 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2024-12-19 17:12:09.580216 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2024-12-19 17:12:09.778167 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2024-12-19 17:12:09.986179 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2024-12-19 17:12:10.186809 INFO::Creating boxplot for categorical data, diagnosis vs F416
## 2024-12-19 17:12:10.394531 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2024-12-19 17:12:10.559255 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2024-12-19 17:12:10.755096 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2024-12-19 17:12:10.930886 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2024-12-19 17:12:11.121017 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2024-12-19 17:12:11.307534 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2024-12-19 17:12:11.478339 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2024-12-19 17:12:11.66629 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2024-12-19 17:12:11.87282 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2024-12-19 17:12:12.067589 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2024-12-19 17:12:12.267855 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2024-12-19 17:12:12.446056 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2024-12-19 17:12:12.621358 INFO::Creating boxplot for categorical data, diagnosis vs F846
## 2024-12-19 17:12:12.82204 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2024-12-19 17:12:13.022205 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2024-12-19 17:12:13.242168 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2024-12-19 17:12:13.445088 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2024-12-19 17:12:13.629575 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2024-12-19 17:12:13.817416 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2024-12-19 17:12:14.022235 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2024-12-19 17:12:14.246245 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2024-12-19 17:12:14.430242 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2024-12-19 17:12:14.639085 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2024-12-19 17:12:14.846181 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2024-12-19 17:12:15.064546 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2024-12-19 17:12:15.921782 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2024-12-19 17:12:16.098821 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2024-12-19 17:12:16.279641 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2024-12-19 17:12:16.45888 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2024-12-19 17:12:16.65804 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2024-12-19 17:12:16.879813 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2024-12-19 17:12:17.068033 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2024-12-19 17:12:17.27173 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2024-12-19 17:12:17.476747 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2024-12-19 17:12:17.661831 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2024-12-19 17:12:17.861701 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2024-12-19 17:12:18.056384 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2024-12-19 17:12:18.245445 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2024-12-19 17:12:18.431111 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2024-12-19 17:12:18.611024 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2024-12-19 17:12:18.800248 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2024-12-19 17:12:19.015593 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2024-12-19 17:12:19.220295 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2024-12-19 17:12:19.419812 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2024-12-19 17:12:19.604255 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2024-12-19 17:12:19.797894 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2024-12-19 17:12:20.009897 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2024-12-19 17:12:20.20066 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2024-12-19 17:12:20.397421 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2024-12-19 17:12:20.586933 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2024-12-19 17:12:20.799518 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2024-12-19 17:12:21.012917 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2024-12-19 17:12:21.203936 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2024-12-19 17:12:21.391948 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2024-12-19 17:12:21.588436 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2024-12-19 17:12:21.772143 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2024-12-19 17:12:21.993768 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2024-12-19 17:12:22.19027 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2024-12-19 17:12:22.389986 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2024-12-19 17:12:22.593664 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2024-12-19 17:12:22.775873 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2024-12-19 17:12:22.951783 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2024-12-19 17:12:23.122928 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2024-12-19 17:12:23.296014 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2024-12-19 17:12:23.459449 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2024-12-19 17:12:23.645239 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2024-12-19 17:12:23.84236 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2024-12-19 17:12:24.025507 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2024-12-19 17:12:24.190151 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2024-12-19 17:12:24.347057 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2024-12-19 17:12:24.515007 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2024-12-19 17:12:24.683965 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2024-12-19 17:12:24.86807 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2024-12-19 17:12:25.045673 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2024-12-19 17:12:25.233426 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2024-12-19 17:12:25.419384 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2024-12-19 17:12:25.620898 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2024-12-19 17:12:25.808874 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2024-12-19 17:12:25.984344 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2024-12-19 17:12:26.178166 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2024-12-19 17:12:26.360744 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2024-12-19 17:12:26.560971 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2024-12-19 17:12:26.762595 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2024-12-19 17:12:26.920811 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2024-12-19 17:12:27.077773 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2024-12-19 17:12:27.268567 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2024-12-19 17:12:27.45237 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2024-12-19 17:12:27.653117 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2024-12-19 17:12:27.837259 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2024-12-19 17:12:28.026338 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2024-12-19 17:12:28.221509 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2024-12-19 17:12:28.427051 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2024-12-19 17:12:28.619978 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2024-12-19 17:12:28.813568 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2024-12-19 17:12:29.017039 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2024-12-19 17:12:29.170103 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2024-12-19 17:12:29.378425 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2024-12-19 17:12:29.556153 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2024-12-19 17:12:29.729917 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2024-12-19 17:12:29.916692 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2024-12-19 17:12:30.086331 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2024-12-19 17:12:30.272439 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2024-12-19 17:12:30.476948 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2024-12-19 17:12:30.643325 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2024-12-19 17:12:30.828912 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2024-12-19 17:12:30.985611 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2024-12-19 17:12:31.139208 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2024-12-19 17:12:31.33225 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2024-12-19 17:12:31.506969 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2024-12-19 17:12:31.686208 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2024-12-19 17:12:31.852236 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2024-12-19 17:12:32.02844 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2024-12-19 17:12:32.238903 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2024-12-19 17:12:32.400308 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2024-12-19 17:12:32.564924 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2024-12-19 17:12:32.726211 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2024-12-19 17:12:32.889804 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2024-12-19 17:12:33.072131 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2024-12-19 17:12:33.253459 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2024-12-19 17:12:33.455268 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2024-12-19 17:12:33.640317 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2024-12-19 17:12:33.825914 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2024-12-19 17:12:34.016045 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2024-12-19 17:12:34.205534 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2024-12-19 17:12:34.374139 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2024-12-19 17:12:34.549634 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2024-12-19 17:12:34.72497 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2024-12-19 17:12:34.933082 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2024-12-19 17:12:35.117797 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2024-12-19 17:12:35.314146 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2024-12-19 17:12:35.509816 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2024-12-19 17:12:35.709382 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2024-12-19 17:12:35.98915 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2024-12-19 17:12:36.198765 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2024-12-19 17:12:36.402969 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2024-12-19 17:12:36.606194 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2024-12-19 17:12:36.810096 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2024-12-19 17:12:37.049669 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2024-12-19 17:12:37.267068 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2024-12-19 17:12:37.453778 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2024-12-19 17:12:37.649102 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2024-12-19 17:12:37.820098 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2024-12-19 17:12:38.013482 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2024-12-19 17:12:38.20615 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2024-12-19 17:12:38.393971 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2024-12-19 17:12:38.56462 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2024-12-19 17:12:38.756617 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2024-12-19 17:12:38.946781 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2024-12-19 17:12:39.159761 INFO::Creating boxplot for categorical data, diagnosis vs F59
## 2024-12-19 17:12:39.335296 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2024-12-19 17:12:39.520623 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2024-12-19 17:12:39.707485 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2024-12-19 17:12:39.879256 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2024-12-19 17:12:40.070663 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2024-12-19 17:12:40.25803 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2024-12-19 17:12:40.449123 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2024-12-19 17:12:40.644876 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2024-12-19 17:12:40.818677 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2024-12-19 17:12:41.036245 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2024-12-19 17:12:41.230534 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2024-12-19 17:12:41.411431 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2024-12-19 17:12:41.621499 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2024-12-19 17:12:41.825721 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2024-12-19 17:12:42.076863 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2024-12-19 17:12:42.290831 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2024-12-19 17:12:42.488257 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2024-12-19 17:12:42.700693 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2024-12-19 17:12:42.892286 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2024-12-19 17:12:43.096416 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2024-12-19 17:12:43.283288 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2024-12-19 17:12:43.447076 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2024-12-19 17:12:43.624458 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2024-12-19 17:12:43.824927 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2024-12-19 17:12:44.027746 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2024-12-19 17:12:44.225761 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2024-12-19 17:12:44.414309 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2024-12-19 17:12:44.611089 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2024-12-19 17:12:44.79412 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2024-12-19 17:12:44.968627 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2024-12-19 17:12:45.160718 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2024-12-19 17:12:45.332395 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2024-12-19 17:12:45.504454 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2024-12-19 17:12:45.666798 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2024-12-19 17:12:45.879342 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2024-12-19 17:12:46.06847 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2024-12-19 17:12:46.292907 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2024-12-19 17:12:46.474332 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2024-12-19 17:12:46.66278 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2024-12-19 17:12:46.848863 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2024-12-19 17:12:47.051159 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2024-12-19 17:12:47.241983 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2024-12-19 17:12:47.460196 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2024-12-19 17:12:47.664343 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2024-12-19 17:12:47.871027 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2024-12-19 17:12:48.099635 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2024-12-19 17:12:48.301734 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2024-12-19 17:12:48.510767 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2024-12-19 17:12:48.716616 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2024-12-19 17:12:48.907562 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2024-12-19 17:12:49.116594 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2024-12-19 17:12:49.302141 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2024-12-19 17:12:49.503914 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2024-12-19 17:12:49.68711 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2024-12-19 17:12:49.881466 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2024-12-19 17:12:50.090275 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2024-12-19 17:12:50.268703 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2024-12-19 17:12:50.459799 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2024-12-19 17:12:50.671941 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2024-12-19 17:12:50.865335 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2024-12-19 17:12:51.074803 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2024-12-19 17:12:51.242209 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2024-12-19 17:12:51.423068 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2024-12-19 17:12:51.595341 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2024-12-19 17:12:51.781607 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2024-12-19 17:12:51.980698 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2024-12-19 17:12:52.16295 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2024-12-19 17:12:52.353153 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2024-12-19 17:12:52.543471 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2024-12-19 17:12:52.740064 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2024-12-19 17:12:52.937913 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2024-12-19 17:12:53.106034 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2024-12-19 17:12:53.282762 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2024-12-19 17:12:53.471744 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2024-12-19 17:12:53.663824 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2024-12-19 17:12:53.869553 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2024-12-19 17:12:54.053644 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2024-12-19 17:12:54.224504 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2024-12-19 17:12:54.403883 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2024-12-19 17:12:54.581301 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2024-12-19 17:12:54.770919 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2024-12-19 17:12:54.954973 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2024-12-19 17:12:55.13201 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2024-12-19 17:12:55.328859 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2024-12-19 17:12:55.524735 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2024-12-19 17:12:55.718247 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2024-12-19 17:12:55.893915 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2024-12-19 17:12:56.061878 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2024-12-19 17:12:56.225773 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2024-12-19 17:12:56.387024 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2024-12-19 17:12:56.607129 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2024-12-19 17:12:56.792531 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2024-12-19 17:12:56.971039 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2024-12-19 17:12:57.15007 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2024-12-19 17:12:57.344323 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2024-12-19 17:12:57.551764 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2024-12-19 17:12:57.732075 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2024-12-19 17:12:57.906908 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2024-12-19 17:12:58.081896 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2024-12-19 17:12:58.257849 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2024-12-19 17:12:58.474639 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2024-12-19 17:12:58.646117 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2024-12-19 17:12:58.834256 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2024-12-19 17:12:59.052178 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2024-12-19 17:12:59.24604 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2024-12-19 17:12:59.482127 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2024-12-19 17:12:59.688676 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2024-12-19 17:12:59.881918 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2024-12-19 17:13:00.065363 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2024-12-19 17:13:00.254256 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2024-12-19 17:13:00.432937 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2024-12-19 17:13:00.649645 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2024-12-19 17:13:00.823253 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2024-12-19 17:13:01.013349 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2024-12-19 17:13:01.19171 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2024-12-19 17:13:01.39907 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2024-12-19 17:13:01.599045 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2024-12-19 17:13:01.788034 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2024-12-19 17:13:01.960873 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2024-12-19 17:13:02.130827 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2024-12-19 17:13:02.327103 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2024-12-19 17:13:02.54797 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2024-12-19 17:13:02.739276 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2024-12-19 17:13:02.912493 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2024-12-19 17:13:03.099543 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2024-12-19 17:13:03.27581 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2024-12-19 17:13:03.489028 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2024-12-19 17:13:03.661375 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2024-12-19 17:13:03.843619 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2024-12-19 17:13:04.010783 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2024-12-19 17:13:04.193659 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2024-12-19 17:13:04.40529 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2024-12-19 17:13:04.595121 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2024-12-19 17:13:04.776859 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2024-12-19 17:13:04.952115 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2024-12-19 17:13:05.11234 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2024-12-19 17:13:05.322366 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2024-12-19 17:13:05.513553 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2024-12-19 17:13:05.691344 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2024-12-19 17:13:05.882987 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2024-12-19 17:13:06.085444 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2024-12-19 17:13:06.324505 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2024-12-19 17:13:06.529788 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2024-12-19 17:13:06.710498 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2024-12-19 17:13:06.905226 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2024-12-19 17:13:07.100175 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2024-12-19 17:13:07.325127 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2024-12-19 17:13:07.528579 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2024-12-19 17:13:07.725338 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2024-12-19 17:13:07.93259 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2024-12-19 17:13:08.151619 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2024-12-19 17:13:08.370901 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2024-12-19 17:13:08.571002 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2024-12-19 17:13:08.754749 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2024-12-19 17:13:08.951042 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2024-12-19 17:13:09.142442 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2024-12-19 17:13:09.365645 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2024-12-19 17:13:09.58138 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2024-12-19 17:13:09.767227 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2024-12-19 17:13:09.970035 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2024-12-19 17:13:10.169622 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2024-12-19 17:13:10.392895 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2024-12-19 17:13:10.600676 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2024-12-19 17:13:10.779093 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2024-12-19 17:13:10.974657 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2024-12-19 17:13:11.161689 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2024-12-19 17:13:11.377732 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2024-12-19 17:13:11.588864 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2024-12-19 17:13:11.7623 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2024-12-19 17:13:11.937349 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2024-12-19 17:13:12.127033 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2024-12-19 17:13:12.35603 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2024-12-19 17:13:12.564239 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2024-12-19 17:13:12.739436 INFO::Creating boxplot for categorical data, diagnosis vs F843
## 2024-12-19 17:13:12.929137 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2024-12-19 17:13:13.118332 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2024-12-19 17:13:13.346027 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2024-12-19 17:13:13.56288 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2024-12-19 17:13:13.767321 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2024-12-19 17:13:13.958683 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2024-12-19 17:13:14.160605 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2024-12-19 17:13:14.390751 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2024-12-19 17:13:14.575977 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2024-12-19 17:13:14.745113 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2024-12-19 17:13:14.920214 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2024-12-19 17:13:15.111192 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2024-12-19 17:13:15.338085 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2024-12-19 17:13:15.548123 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2024-12-19 17:13:15.755276 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2024-12-19 17:13:15.95937 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2024-12-19 17:13:16.181721 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2024-12-19 17:13:16.422956 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2024-12-19 17:13:16.638715 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2024-12-19 17:13:16.83724 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2024-12-19 17:13:17.043276 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2024-12-19 17:13:17.242475 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2024-12-19 17:13:17.559418 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2024-12-19 17:13:17.760743 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2024-12-19 17:13:17.961469 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2024-12-19 17:13:20.050249 INFO::Plotting data for metadata number 2, antibiotics
## 2024-12-19 17:13:20.052276 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2024-12-19 17:13:20.244907 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2024-12-19 17:13:20.437379 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2024-12-19 17:13:20.649891 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2024-12-19 17:13:20.863659 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2024-12-19 17:13:21.050909 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2024-12-19 17:13:21.219309 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2024-12-19 17:13:21.409972 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2024-12-19 17:13:21.574265 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2024-12-19 17:13:21.766739 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2024-12-19 17:13:21.942196 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2024-12-19 17:13:22.12049 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2024-12-19 17:13:22.295986 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2024-12-19 17:13:22.506866 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2024-12-19 17:13:22.709308 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2024-12-19 17:13:22.891428 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2024-12-19 17:13:23.083762 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2024-12-19 17:13:23.265895 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2024-12-19 17:13:23.479826 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2024-12-19 17:13:23.674798 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2024-12-19 17:13:23.878479 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2024-12-19 17:13:24.068156 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2024-12-19 17:13:24.256377 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2024-12-19 17:13:24.480284 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2024-12-19 17:13:24.67788 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2024-12-19 17:13:24.872546 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2024-12-19 17:13:25.052423 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2024-12-19 17:13:25.219416 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2024-12-19 17:13:25.434956 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2024-12-19 17:13:25.624468 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2024-12-19 17:13:25.821302 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2024-12-19 17:13:26.017582 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2024-12-19 17:13:26.238654 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2024-12-19 17:13:26.434754 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2024-12-19 17:13:26.637351 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2024-12-19 17:13:26.862847 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2024-12-19 17:13:27.061508 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2024-12-19 17:13:27.296308 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2024-12-19 17:13:27.514749 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2024-12-19 17:13:27.727161 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2024-12-19 17:13:27.921616 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2024-12-19 17:13:28.119825 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2024-12-19 17:13:28.358928 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2024-12-19 17:13:28.561384 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2024-12-19 17:13:28.761842 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2024-12-19 17:13:28.940788 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2024-12-19 17:13:29.122374 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2024-12-19 17:13:29.343257 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2024-12-19 17:13:29.539661 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2024-12-19 17:13:29.728972 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2024-12-19 17:13:29.924849 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2024-12-19 17:13:30.148553 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2024-12-19 17:13:30.36155 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2024-12-19 17:13:30.574982 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2024-12-19 17:13:30.789169 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2024-12-19 17:13:30.995017 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2024-12-19 17:13:31.260162 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2024-12-19 17:13:31.474748 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2024-12-19 17:13:31.694043 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2024-12-19 17:13:31.895658 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2024-12-19 17:13:32.101445 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2024-12-19 17:13:32.328176 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2024-12-19 17:13:32.530016 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2024-12-19 17:13:32.72821 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2024-12-19 17:13:32.909079 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2024-12-19 17:13:33.125564 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2024-12-19 17:13:33.342664 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2024-12-19 17:13:33.563936 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2024-12-19 17:13:33.761974 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2024-12-19 17:13:33.965459 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2024-12-19 17:13:34.178012 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2024-12-19 17:13:34.392538 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2024-12-19 17:13:34.609334 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2024-12-19 17:13:34.806737 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2024-12-19 17:13:35.008017 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2024-12-19 17:13:35.233329 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2024-12-19 17:13:35.445021 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2024-12-19 17:13:35.626238 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2024-12-19 17:13:35.813587 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2024-12-19 17:13:36.028633 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2024-12-19 17:13:36.224422 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2024-12-19 17:13:36.436762 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2024-12-19 17:13:36.654324 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2024-12-19 17:13:36.880566 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2024-12-19 17:13:37.117879 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2024-12-19 17:13:37.316332 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2024-12-19 17:13:37.499874 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2024-12-19 17:13:37.68786 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2024-12-19 17:13:37.984137 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2024-12-19 17:13:38.190579 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2024-12-19 17:13:38.402793 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2024-12-19 17:13:38.61286 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2024-12-19 17:13:38.818011 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2024-12-19 17:13:39.064109 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2024-12-19 17:13:39.275437 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2024-12-19 17:13:39.507206 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2024-12-19 17:13:39.743218 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2024-12-19 17:13:39.942136 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2024-12-19 17:13:40.171934 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2024-12-19 17:13:40.361559 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2024-12-19 17:13:40.546835 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2024-12-19 17:13:40.756218 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2024-12-19 17:13:40.964519 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2024-12-19 17:13:41.227728 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2024-12-19 17:13:41.424045 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2024-12-19 17:13:41.626755 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2024-12-19 17:13:41.81672 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2024-12-19 17:13:42.034153 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2024-12-19 17:13:42.232468 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2024-12-19 17:13:42.423627 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2024-12-19 17:13:42.648151 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2024-12-19 17:13:42.854518 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2024-12-19 17:13:43.082385 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2024-12-19 17:13:43.312598 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2024-12-19 17:13:43.521181 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2024-12-19 17:13:43.723042 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2024-12-19 17:13:43.929553 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2024-12-19 17:13:44.172132 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2024-12-19 17:13:44.366462 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2024-12-19 17:13:44.558732 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2024-12-19 17:13:44.757952 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2024-12-19 17:13:44.979472 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2024-12-19 17:13:45.216732 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2024-12-19 17:13:45.420504 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2024-12-19 17:13:45.632717 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2024-12-19 17:13:45.832296 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2024-12-19 17:13:46.064177 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2024-12-19 17:13:46.29188 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2024-12-19 17:13:46.502549 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2024-12-19 17:13:46.693487 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2024-12-19 17:13:46.904918 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2024-12-19 17:13:47.144672 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2024-12-19 17:13:47.348117 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2024-12-19 17:13:47.56662 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2024-12-19 17:13:47.80453 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2024-12-19 17:13:48.041257 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2024-12-19 17:13:48.308228 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2024-12-19 17:13:48.521006 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2024-12-19 17:13:48.74569 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2024-12-19 17:13:48.971943 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2024-12-19 17:13:49.203446 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2024-12-19 17:13:49.455895 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2024-12-19 17:13:49.663326 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2024-12-19 17:13:49.876406 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2024-12-19 17:13:50.077144 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2024-12-19 17:13:50.316374 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2024-12-19 17:13:50.512614 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2024-12-19 17:13:50.731715 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2024-12-19 17:13:50.959584 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2024-12-19 17:13:51.166556 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2024-12-19 17:13:51.426991 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2024-12-19 17:13:51.63119 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2024-12-19 17:13:51.821134 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2024-12-19 17:13:52.006044 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2024-12-19 17:13:52.251751 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2024-12-19 17:13:52.492175 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2024-12-19 17:13:52.731975 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2024-12-19 17:13:52.943196 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2024-12-19 17:13:53.197975 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2024-12-19 17:13:53.46622 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2024-12-19 17:13:53.685871 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2024-12-19 17:13:53.910408 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2024-12-19 17:13:54.145045 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2024-12-19 17:13:54.353259 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2024-12-19 17:13:54.625041 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2024-12-19 17:13:54.831956 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2024-12-19 17:13:55.040634 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2024-12-19 17:13:55.262937 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2024-12-19 17:13:55.498331 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2024-12-19 17:13:55.707146 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2024-12-19 17:13:55.931058 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2024-12-19 17:13:56.149328 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2024-12-19 17:13:56.355724 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2024-12-19 17:13:56.617177 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2024-12-19 17:13:56.841706 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2024-12-19 17:13:57.064332 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2024-12-19 17:13:57.314555 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2024-12-19 17:13:57.569157 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2024-12-19 17:13:57.826618 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2024-12-19 17:13:58.055889 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2024-12-19 17:13:58.288121 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2024-12-19 17:13:58.49231 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2024-12-19 17:13:58.717356 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2024-12-19 17:13:58.923716 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2024-12-19 17:13:59.135894 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2024-12-19 17:13:59.339536 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2024-12-19 17:13:59.647988 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2024-12-19 17:13:59.878076 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2024-12-19 17:14:00.095973 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2024-12-19 17:14:00.303283 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2024-12-19 17:14:00.524356 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2024-12-19 17:14:00.760798 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2024-12-19 17:14:00.961695 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2024-12-19 17:14:01.164796 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2024-12-19 17:14:01.386858 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2024-12-19 17:14:01.592155 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2024-12-19 17:14:01.822357 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2024-12-19 17:14:02.029357 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2024-12-19 17:14:02.261202 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2024-12-19 17:14:02.476052 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2024-12-19 17:14:02.673461 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2024-12-19 17:14:02.925949 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2024-12-19 17:14:03.136279 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2024-12-19 17:14:03.351481 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2024-12-19 17:14:03.562819 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2024-12-19 17:14:03.75689 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2024-12-19 17:14:03.977096 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2024-12-19 17:14:04.18241 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2024-12-19 17:14:04.395716 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2024-12-19 17:14:04.592316 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2024-12-19 17:14:04.826646 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2024-12-19 17:14:05.022606 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2024-12-19 17:14:05.223779 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2024-12-19 17:14:05.433089 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2024-12-19 17:14:05.638259 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2024-12-19 17:14:05.86701 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2024-12-19 17:14:06.065153 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2024-12-19 17:14:06.276514 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2024-12-19 17:14:06.494761 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2024-12-19 17:14:06.718026 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2024-12-19 17:14:06.961531 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2024-12-19 17:14:07.170291 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2024-12-19 17:14:07.356697 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2024-12-19 17:14:07.563135 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2024-12-19 17:14:07.750897 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2024-12-19 17:14:07.977402 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2024-12-19 17:14:08.168182 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2024-12-19 17:14:08.366384 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2024-12-19 17:14:08.550154 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2024-12-19 17:14:08.764134 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2024-12-19 17:14:08.965559 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2024-12-19 17:14:09.167315 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2024-12-19 17:14:09.365841 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2024-12-19 17:14:09.557 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2024-12-19 17:14:09.776833 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2024-12-19 17:14:09.975497 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2024-12-19 17:14:10.160795 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2024-12-19 17:14:10.35499 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2024-12-19 17:14:10.537222 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2024-12-19 17:14:10.740824 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2024-12-19 17:14:10.919247 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2024-12-19 17:14:11.103362 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2024-12-19 17:14:11.295827 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2024-12-19 17:14:11.532661 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2024-12-19 17:14:11.749721 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2024-12-19 17:14:11.945311 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2024-12-19 17:14:12.14281 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2024-12-19 17:14:12.333097 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2024-12-19 17:14:12.558247 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2024-12-19 17:14:12.765282 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2024-12-19 17:14:12.978748 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2024-12-19 17:14:13.176945 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2024-12-19 17:14:13.371851 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2024-12-19 17:14:13.608125 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2024-12-19 17:14:13.812332 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2024-12-19 17:14:14.005821 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2024-12-19 17:14:14.193051 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2024-12-19 17:14:14.411035 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2024-12-19 17:14:14.608549 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2024-12-19 17:14:14.809632 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2024-12-19 17:14:15.016066 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2024-12-19 17:14:15.215645 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2024-12-19 17:14:15.441852 INFO::Creating boxplot for categorical data, antibiotics vs F416
## 2024-12-19 17:14:15.64936 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2024-12-19 17:14:15.853392 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2024-12-19 17:14:16.071293 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2024-12-19 17:14:16.300627 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2024-12-19 17:14:16.547389 INFO::Creating boxplot for categorical data, antibiotics vs F846
## 2024-12-19 17:14:16.742723 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2024-12-19 17:14:16.938969 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2024-12-19 17:14:17.146095 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2024-12-19 17:14:17.374882 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2024-12-19 17:14:17.600724 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2024-12-19 17:14:17.826499 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2024-12-19 17:14:18.058313 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2024-12-19 17:14:18.263552 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2024-12-19 17:14:18.508048 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2024-12-19 17:14:18.712662 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2024-12-19 17:14:18.938358 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2024-12-19 17:14:19.155212 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2024-12-19 17:14:19.389549 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2024-12-19 17:14:19.626546 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2024-12-19 17:14:19.867888 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2024-12-19 17:14:20.115325 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2024-12-19 17:14:20.337161 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2024-12-19 17:14:21.343294 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2024-12-19 17:14:21.57744 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2024-12-19 17:14:21.787986 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2024-12-19 17:14:22.011189 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2024-12-19 17:14:22.217772 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2024-12-19 17:14:22.438967 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2024-12-19 17:14:22.627108 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2024-12-19 17:14:22.825949 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2024-12-19 17:14:23.036112 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2024-12-19 17:14:23.265053 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2024-12-19 17:14:23.497053 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2024-12-19 17:14:23.718816 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2024-12-19 17:14:23.926633 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2024-12-19 17:14:24.148876 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2024-12-19 17:14:24.370184 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2024-12-19 17:14:24.598492 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2024-12-19 17:14:24.801261 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2024-12-19 17:14:25.006836 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2024-12-19 17:14:25.224213 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2024-12-19 17:14:25.436224 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2024-12-19 17:14:25.616481 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2024-12-19 17:14:25.806144 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2024-12-19 17:14:26.0171 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2024-12-19 17:14:26.257658 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2024-12-19 17:14:26.517862 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2024-12-19 17:14:26.742262 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2024-12-19 17:14:26.973097 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2024-12-19 17:14:27.195642 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2024-12-19 17:14:27.408878 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2024-12-19 17:14:27.628048 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2024-12-19 17:14:27.854979 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2024-12-19 17:14:28.084989 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2024-12-19 17:14:28.31602 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2024-12-19 17:14:28.527093 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2024-12-19 17:14:28.773337 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2024-12-19 17:14:28.992957 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2024-12-19 17:14:29.249565 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2024-12-19 17:14:29.467794 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2024-12-19 17:14:29.694281 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2024-12-19 17:14:29.9201 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2024-12-19 17:14:30.137839 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2024-12-19 17:14:30.373191 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2024-12-19 17:14:30.601155 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2024-12-19 17:14:30.845543 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2024-12-19 17:14:31.059855 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2024-12-19 17:14:31.276509 INFO::Creating boxplot for categorical data, antibiotics vs F744
## 2024-12-19 17:14:31.483486 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2024-12-19 17:14:31.708474 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2024-12-19 17:14:31.948121 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2024-12-19 17:14:32.163181 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2024-12-19 17:14:32.374405 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2024-12-19 17:14:32.611681 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2024-12-19 17:14:32.840435 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2024-12-19 17:14:33.066859 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2024-12-19 17:14:33.285609 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2024-12-19 17:14:33.489397 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2024-12-19 17:14:33.718842 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2024-12-19 17:14:33.936443 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2024-12-19 17:14:34.156392 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2024-12-19 17:14:34.372193 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2024-12-19 17:14:34.605423 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2024-12-19 17:14:34.857431 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2024-12-19 17:14:35.084076 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2024-12-19 17:14:35.290968 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2024-12-19 17:14:35.507167 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2024-12-19 17:14:35.721213 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2024-12-19 17:14:35.943775 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2024-12-19 17:14:36.165278 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2024-12-19 17:14:36.372396 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2024-12-19 17:14:36.575743 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2024-12-19 17:14:36.781112 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2024-12-19 17:14:37.013309 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2024-12-19 17:14:37.229088 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2024-12-19 17:14:37.441798 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2024-12-19 17:14:37.633153 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2024-12-19 17:14:37.846266 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2024-12-19 17:14:38.048381 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2024-12-19 17:14:38.287541 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2024-12-19 17:14:38.50335 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2024-12-19 17:14:38.719469 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2024-12-19 17:14:38.941073 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2024-12-19 17:14:39.182948 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2024-12-19 17:14:39.394073 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2024-12-19 17:14:39.59736 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2024-12-19 17:14:39.807752 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2024-12-19 17:14:40.019714 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2024-12-19 17:14:40.234315 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2024-12-19 17:14:40.466049 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2024-12-19 17:14:40.694748 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2024-12-19 17:14:40.914314 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2024-12-19 17:14:41.146827 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2024-12-19 17:14:41.376896 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2024-12-19 17:14:41.618909 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2024-12-19 17:14:41.82893 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2024-12-19 17:14:42.054882 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2024-12-19 17:14:42.306806 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2024-12-19 17:14:42.520893 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2024-12-19 17:14:42.75199 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2024-12-19 17:14:42.980514 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2024-12-19 17:14:43.195025 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2024-12-19 17:14:43.497361 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2024-12-19 17:14:43.721061 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2024-12-19 17:14:43.953502 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2024-12-19 17:14:44.173812 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2024-12-19 17:14:44.368651 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2024-12-19 17:14:44.602949 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2024-12-19 17:14:44.841961 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2024-12-19 17:14:45.060291 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2024-12-19 17:14:45.300822 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2024-12-19 17:14:45.513182 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2024-12-19 17:14:45.765291 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2024-12-19 17:14:45.992916 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2024-12-19 17:14:46.210812 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2024-12-19 17:14:46.418935 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2024-12-19 17:14:46.643119 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2024-12-19 17:14:46.869931 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2024-12-19 17:14:47.091892 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2024-12-19 17:14:47.299055 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2024-12-19 17:14:47.516711 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2024-12-19 17:14:47.744047 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2024-12-19 17:14:47.946152 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2024-12-19 17:14:48.144141 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2024-12-19 17:14:48.361113 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2024-12-19 17:14:48.587451 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2024-12-19 17:14:48.824655 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2024-12-19 17:14:49.02505 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2024-12-19 17:14:49.240456 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2024-12-19 17:14:49.438125 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2024-12-19 17:14:49.643065 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2024-12-19 17:14:49.87485 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2024-12-19 17:14:50.07939 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2024-12-19 17:14:50.303013 INFO::Creating boxplot for categorical data, antibiotics vs F672
## 2024-12-19 17:14:50.539823 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2024-12-19 17:14:50.788101 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2024-12-19 17:14:51.056934 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2024-12-19 17:14:51.277786 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2024-12-19 17:14:51.489722 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2024-12-19 17:14:51.716954 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2024-12-19 17:14:51.939947 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2024-12-19 17:14:52.191937 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2024-12-19 17:14:52.400305 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2024-12-19 17:14:52.621426 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2024-12-19 17:14:52.837964 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2024-12-19 17:14:53.085 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2024-12-19 17:14:53.308416 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2024-12-19 17:14:53.510559 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2024-12-19 17:14:53.710502 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2024-12-19 17:14:53.93693 INFO::Creating boxplot for categorical data, antibiotics vs F754
## 2024-12-19 17:14:54.186791 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2024-12-19 17:14:54.420742 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2024-12-19 17:14:54.640207 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2024-12-19 17:14:54.87621 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2024-12-19 17:14:57.415511 INFO::Plotting data for metadata number 3, age
## 2024-12-19 17:14:57.417645 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:57.732014 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:58.031971 INFO::Creating scatter plot for continuous data, age vs F356
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:14:58.262838 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:58.476248 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()`).
## 2024-12-19 17:14:58.714785 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()`).
## 2024-12-19 17:14:58.944767 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:59.170826 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()`).
## 2024-12-19 17:14:59.409438 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:59.653012 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:14:59.857307 INFO::Creating scatter plot for continuous data, age vs F483
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:00.093369 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()`).
## 2024-12-19 17:15:00.312643 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()`).
## 2024-12-19 17:15:00.553589 INFO::Creating scatter plot for continuous data, age vs F211
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:00.756927 INFO::Creating scatter plot for continuous data, age vs F732
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:00.973375 INFO::Creating scatter plot for continuous data, age vs F222
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:01.199776 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()`).
## 2024-12-19 17:15:01.425467 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()`).
## 2024-12-19 17:15:01.660386 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()`).
## 2024-12-19 17:15:01.87965 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:02.07309 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:02.268712 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()`).
## 2024-12-19 17:15:02.50187 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:02.68661 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()`).
## 2024-12-19 17:15:02.900465 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:03.080804 INFO::Creating scatter plot for continuous data, age vs F623
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:03.305607 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()`).
## 2024-12-19 17:15:03.526168 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()`).
## 2024-12-19 17:15:03.74344 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:04.034869 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:04.277337 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:04.473869 INFO::Creating scatter plot for continuous data, age vs F285
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:04.667654 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:04.860885 INFO::Creating scatter plot for continuous data, age vs F894
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:05.13829 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()`).
## 2024-12-19 17:15:05.375559 INFO::Creating scatter plot for continuous data, age vs F32
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:05.594517 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()`).
## 2024-12-19 17:15:05.811264 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:06.022086 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:06.282455 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()`).
## 2024-12-19 17:15:06.514733 INFO::Creating scatter plot for continuous data, age vs F513
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:06.749264 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()`).
## 2024-12-19 17:15:06.993102 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()`).
## 2024-12-19 17:15:07.239685 INFO::Creating scatter plot for continuous data, age vs F793
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:07.47895 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()`).
## 2024-12-19 17:15:07.725707 INFO::Creating scatter plot for continuous data, age vs F541
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:07.969862 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:08.195151 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:08.395508 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()`).
## 2024-12-19 17:15:08.58866 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:08.776608 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()`).
## 2024-12-19 17:15:09.009126 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()`).
## 2024-12-19 17:15:09.246871 INFO::Creating scatter plot for continuous data, age vs F735
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:09.458477 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:09.652589 INFO::Creating scatter plot for continuous data, age vs F635
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:09.867142 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()`).
## 2024-12-19 17:15:10.111682 INFO::Creating scatter plot for continuous data, age vs F652
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:10.340742 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()`).
## 2024-12-19 17:15:10.539841 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:10.741068 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:10.967732 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()`).
## 2024-12-19 17:15:11.151443 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:11.329594 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:11.516622 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()`).
## 2024-12-19 17:15:11.744017 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:11.93031 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()`).
## 2024-12-19 17:15:12.123191 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()`).
## 2024-12-19 17:15:12.325885 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:12.546528 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:12.785857 INFO::Creating scatter plot for continuous data, age vs F19
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:13.018639 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:13.237503 INFO::Creating scatter plot for continuous data, age vs F859
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:13.458533 INFO::Creating scatter plot for continuous data, age vs F522
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:13.725955 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()`).
## 2024-12-19 17:15:13.952281 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:14.149588 INFO::Creating scatter plot for continuous data, age vs F782
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:14.360593 INFO::Creating scatter plot for continuous data, age vs F839
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:14.614997 INFO::Creating scatter plot for continuous data, age vs F827
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:14.841305 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()`).
## 2024-12-19 17:15:15.073892 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:15.292139 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()`).
## 2024-12-19 17:15:15.553849 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()`).
## 2024-12-19 17:15:15.786547 INFO::Creating scatter plot for continuous data, age vs F877
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:15.994148 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()`).
## 2024-12-19 17:15:16.22027 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:16.428795 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:16.642066 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()`).
## 2024-12-19 17:15:16.881117 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:17.082097 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:17.285824 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:17.536029 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()`).
## 2024-12-19 17:15:17.757541 INFO::Creating scatter plot for continuous data, age vs F319
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:17.969655 INFO::Creating scatter plot for continuous data, age vs F96
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:18.181944 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()`).
## 2024-12-19 17:15:18.400045 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:18.59512 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:18.781437 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:18.977009 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:19.212709 INFO::Creating scatter plot for continuous data, age vs F147
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:19.440994 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:19.664929 INFO::Creating scatter plot for continuous data, age vs F212
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:19.884266 INFO::Creating scatter plot for continuous data, age vs F718
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:20.121721 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:20.333548 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()`).
## 2024-12-19 17:15:20.540666 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:20.753372 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:20.966384 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()`).
## 2024-12-19 17:15:21.22917 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()`).
## 2024-12-19 17:15:21.444251 INFO::Creating scatter plot for continuous data, age vs F84
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:21.647372 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:21.862781 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:22.104442 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:22.316623 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:22.516829 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:22.724067 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:22.978381 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()`).
## 2024-12-19 17:15:23.219862 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:23.42688 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()`).
## 2024-12-19 17:15:23.654697 INFO::Creating scatter plot for continuous data, age vs F152
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:23.910801 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()`).
## 2024-12-19 17:15:24.132746 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:24.319597 INFO::Creating scatter plot for continuous data, age vs F699
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:24.53262 INFO::Creating scatter plot for continuous data, age vs F846
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:24.856297 INFO::Creating scatter plot for continuous data, age vs F380
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:25.090369 INFO::Creating scatter plot for continuous data, age vs F172
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:25.322247 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:25.519764 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:25.723036 INFO::Creating scatter plot for continuous data, age vs F199
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:25.962732 INFO::Creating scatter plot for continuous data, age vs F198
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:26.176345 INFO::Creating scatter plot for continuous data, age vs F479
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:26.3977 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:26.59954 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()`).
## 2024-12-19 17:15:26.823339 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()`).
## 2024-12-19 17:15:27.036903 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()`).
## 2024-12-19 17:15:27.243928 INFO::Creating scatter plot for continuous data, age vs F609
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:27.453454 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:27.683339 INFO::Creating scatter plot for continuous data, age vs F821
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:27.882806 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:28.118274 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:28.343146 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()`).
## 2024-12-19 17:15:28.548879 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()`).
## 2024-12-19 17:15:28.787715 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()`).
## 2024-12-19 17:15:29.039668 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:29.246938 INFO::Creating scatter plot for continuous data, age vs F890
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:29.458882 INFO::Creating scatter plot for continuous data, age vs F655
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:29.688019 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:29.889088 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:30.085358 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()`).
## 2024-12-19 17:15:30.280046 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:30.502665 INFO::Creating scatter plot for continuous data, age vs F480
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:30.716544 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()`).
## 2024-12-19 17:15:30.941638 INFO::Creating scatter plot for continuous data, age vs F871
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:31.15961 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:31.409392 INFO::Creating scatter plot for continuous data, age vs F459
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:31.626722 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()`).
## 2024-12-19 17:15:31.81841 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:32.020306 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()`).
## 2024-12-19 17:15:32.236056 INFO::Creating scatter plot for continuous data, age vs F754
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 17:15:32.472209 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:32.664286 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()`).
## 2024-12-19 17:15:32.868294 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 17:15:33.046941 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()`).
## 2024-12-19 17:15:33.278103 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()`).
## 2024-12-19 17:15:33.492817 INFO::Creating scatter plot for continuous data, age vs F715
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Initiating effect size calculations
##
## Calculating mean abundance in: IBD
##
## Calculating mean abundance in: Control
##
## Calculating effect size in: IBD
##
## Initiating prioritization
##
## Calculating meta-rank and prioritizing metabolic features
## 2024-12-19 17:15:35.799031 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2024-12-19 17:15:35.809215 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2024-12-19 17:15:35.832538 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 Under development (unstable) (2024-11-20 r87352)
## 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 3.12.0
##
## 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_1.11.0 SummarizedExperiment_1.37.0
## [3] Biobase_2.67.0 GenomicRanges_1.59.1
## [5] GenomeInfoDb_1.43.2 IRanges_2.41.2
## [7] S4Vectors_0.45.2 BiocGenerics_0.53.3
## [9] generics_0.1.3 MatrixGenerics_1.19.0
## [11] matrixStats_1.4.1 BiocStyle_2.35.0
##
## 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_1.1.4 magrittr_2.0.3
## [7] compiler_4.5.0 RSQLite_2.3.9 mgcv_1.9-1
## [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_0.47.0 labeling_0.4.3
## [19] rmarkdown_2.29 preprocessCore_1.69.0 UCSC.utils_1.3.0
## [22] bit_4.5.0.1 xfun_0.49 zlibbioc_1.53.0
## [25] cachem_1.1.0 jsonlite_1.8.9 blob_1.2.4
## [28] DelayedArray_0.33.3 BiocParallel_1.41.0 psych_2.4.6.26
## [31] Maaslin2_1.21.0 parallel_4.5.0 cluster_2.1.8
## [34] biglm_0.9-3 R6_2.5.1 RColorBrewer_1.1-3
## [37] bslib_0.8.0 stringi_1.8.4 rpart_4.1.23
## [40] jquerylib_0.1.4 Rcpp_1.0.13-1 bookdown_0.41
## [43] iterators_1.0.14 knitr_1.49 WGCNA_1.73
## [46] base64enc_0.1-3 Matrix_1.7-1 splines_4.5.0
## [49] nnet_7.3-19 tidyselect_1.2.1 rstudioapi_0.17.1
## [52] abind_1.4-8 yaml_2.3.10 doParallel_1.0.17
## [55] codetools_0.2-20 plyr_1.8.9 lattice_0.22-6
## [58] tibble_3.2.1 withr_3.0.2 KEGGREST_1.47.0
## [61] evaluate_1.0.1 foreign_0.8-87 survival_3.8-3
## [64] getopt_1.20.4 Biostrings_2.75.3 pillar_1.10.0
## [67] BiocManager_1.30.25 checkmate_2.3.2 foreach_1.5.2
## [70] pcaPP_2.0-5 ggplot2_3.5.1 munsell_0.5.1
## [73] scales_1.3.0 glue_1.8.0 Hmisc_5.2-1
## [76] tools_4.5.0 robustbase_0.99-4-1 data.table_1.16.4
## [79] mvtnorm_1.3-2 fastcluster_1.2.6 grid_4.5.0
## [82] optparse_1.7.5 impute_1.81.0 AnnotationDbi_1.69.0
## [85] colorspace_2.1-1 nlme_3.1-166 GenomeInfoDbData_1.2.13
## [88] htmlTable_2.4.3 Formula_1.2-5 cli_3.6.3
## [91] S4Arrays_1.7.1 dplyr_1.1.4 DEoptimR_1.1-3-1
## [94] gtable_0.3.6 hash_2.2.6.3 logging_0.10-108
## [97] dynamicTreeCut_1.63-1 sass_0.4.9 digest_0.6.37
## [100] SparseArray_1.7.2 farver_2.1.2 htmlwidgets_1.6.4
## [103] memoise_2.0.1 htmltools_0.5.8.1 lifecycle_1.0.4
## [106] httr_1.4.7 GO.db_3.20.0 bit64_4.5.2
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.