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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## Vignettes contain introductory material; view with
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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)
## 2024-11-08 17:55:02.366583 INFO::Creating output folder.
## 2024-11-08 17:55:02.371357 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2024-11-08 17:55:02.390275 INFO::Summarized Experiment created.
## 2024-11-08 17:55:02.390798 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.
## 2024-11-08 17:55:04.352958 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2024-11-08 17:55:04.353773 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.
## 2024-11-08 17:55:05.443301 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"
## 2024-11-08 17:55:06.031535 INFO::Writing function arguments to log file
## 2024-11-08 17:55:06.033408 INFO::Verifying options selected are valid
## 2024-11-08 17:55:06.050445 INFO::Determining format of input files
## 2024-11-08 17:55:06.050844 INFO::Input format is data samples as columns and metadata samples as rows
## 2024-11-08 17:55:06.056647 INFO::Formula for fixed effects: expr ~ diagnosis + age + antibiotics
## 2024-11-08 17:55:06.057215 INFO::Filter data based on min abundance and min prevalence
## 2024-11-08 17:55:06.057423 INFO::Total samples in data: 102
## 2024-11-08 17:55:06.057622 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2024-11-08 17:55:06.061586 INFO::Total filtered features: 0
## 2024-11-08 17:55:06.061867 INFO::Filtered feature names from abundance and prevalence filtering:
## 2024-11-08 17:55:06.068201 INFO::Total filtered features with variance filtering: 0
## 2024-11-08 17:55:06.068564 INFO::Filtered feature names from variance filtering:
## 2024-11-08 17:55:06.068794 INFO::Running selected normalization method: NONE
## 2024-11-08 17:55:06.069078 INFO::Applying z-score to standardize continuous metadata
## 2024-11-08 17:55:06.079234 INFO::Running selected transform method: NONE
## 2024-11-08 17:55:06.07962 INFO::Running selected analysis method: LM
## 2024-11-08 17:55:06.082468 INFO::Fitting model to feature number 1, F1
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## 2024-11-08 17:55:06.29119 INFO::Fitting model to feature number 186, F192
## 2024-11-08 17:55:06.310674 INFO::Fitting model to feature number 187, F193
## 2024-11-08 17:55:06.312029 INFO::Fitting model to feature number 188, F194
## 2024-11-08 17:55:06.313151 INFO::Fitting model to feature number 189, F195
## 2024-11-08 17:55:06.314275 INFO::Fitting model to feature number 190, F196
## 2024-11-08 17:55:06.315365 INFO::Fitting model to feature number 191, F197
## 2024-11-08 17:55:06.316451 INFO::Fitting model to feature number 192, F198
## 2024-11-08 17:55:06.317579 INFO::Fitting model to feature number 193, F199
## 2024-11-08 17:55:06.318645 INFO::Fitting model to feature number 194, F200
## 2024-11-08 17:55:06.319702 INFO::Fitting model to feature number 195, F201
## 2024-11-08 17:55:06.320758 INFO::Fitting model to feature number 196, F202
## 2024-11-08 17:55:06.321854 INFO::Fitting model to feature number 197, F203
## 2024-11-08 17:55:06.322897 INFO::Fitting model to feature number 198, F204
## 2024-11-08 17:55:06.32396 INFO::Fitting model to feature number 199, F206
## 2024-11-08 17:55:06.325016 INFO::Fitting model to feature number 200, F207
## 2024-11-08 17:55:06.326081 INFO::Fitting model to feature number 201, F208
## 2024-11-08 17:55:06.327142 INFO::Fitting model to feature number 202, F209
## 2024-11-08 17:55:06.328236 INFO::Fitting model to feature number 203, F210
## 2024-11-08 17:55:06.329299 INFO::Fitting model to feature number 204, F211
## 2024-11-08 17:55:06.330381 INFO::Fitting model to feature number 205, F212
## 2024-11-08 17:55:06.331464 INFO::Fitting model to feature number 206, F213
## 2024-11-08 17:55:06.332546 INFO::Fitting model to feature number 207, F214
## 2024-11-08 17:55:06.333617 INFO::Fitting model to feature number 208, F215
## 2024-11-08 17:55:06.334693 INFO::Fitting model to feature number 209, F216
## 2024-11-08 17:55:06.335775 INFO::Fitting model to feature number 210, F217
## 2024-11-08 17:55:06.336848 INFO::Fitting model to feature number 211, F218
## 2024-11-08 17:55:06.337928 INFO::Fitting model to feature number 212, F219
## 2024-11-08 17:55:06.338993 INFO::Fitting model to feature number 213, F220
## 2024-11-08 17:55:06.340069 INFO::Fitting model to feature number 214, F221
## 2024-11-08 17:55:06.341149 INFO::Fitting model to feature number 215, F222
## 2024-11-08 17:55:06.342212 INFO::Fitting model to feature number 216, F223
## 2024-11-08 17:55:06.343278 INFO::Fitting model to feature number 217, F224
## 2024-11-08 17:55:06.344323 INFO::Fitting model to feature number 218, F225
## 2024-11-08 17:55:06.34539 INFO::Fitting model to feature number 219, F226
## 2024-11-08 17:55:06.346454 INFO::Fitting model to feature number 220, F227
## 2024-11-08 17:55:06.34751 INFO::Fitting model to feature number 221, F228
## 2024-11-08 17:55:06.348572 INFO::Fitting model to feature number 222, F229
## 2024-11-08 17:55:06.34964 INFO::Fitting model to feature number 223, F230
## 2024-11-08 17:55:06.350683 INFO::Fitting model to feature number 224, F231
## 2024-11-08 17:55:06.351753 INFO::Fitting model to feature number 225, F232
## 2024-11-08 17:55:06.352822 INFO::Fitting model to feature number 226, F233
## 2024-11-08 17:55:06.353885 INFO::Fitting model to feature number 227, F234
## 2024-11-08 17:55:06.354953 INFO::Fitting model to feature number 228, F235
## 2024-11-08 17:55:06.356019 INFO::Fitting model to feature number 229, F236
## 2024-11-08 17:55:06.357071 INFO::Fitting model to feature number 230, F237
## 2024-11-08 17:55:06.358135 INFO::Fitting model to feature number 231, F238
## 2024-11-08 17:55:06.359181 INFO::Fitting model to feature number 232, F239
## 2024-11-08 17:55:06.360249 INFO::Fitting model to feature number 233, F240
## 2024-11-08 17:55:06.361322 INFO::Fitting model to feature number 234, F241
## 2024-11-08 17:55:06.362424 INFO::Fitting model to feature number 235, F242
## 2024-11-08 17:55:06.363514 INFO::Fitting model to feature number 236, F243
## 2024-11-08 17:55:06.364594 INFO::Fitting model to feature number 237, F244
## 2024-11-08 17:55:06.365673 INFO::Fitting model to feature number 238, F245
## 2024-11-08 17:55:06.366752 INFO::Fitting model to feature number 239, F246
## 2024-11-08 17:55:06.367827 INFO::Fitting model to feature number 240, F247
## 2024-11-08 17:55:06.368909 INFO::Fitting model to feature number 241, F248
## 2024-11-08 17:55:06.369984 INFO::Fitting model to feature number 242, F249
## 2024-11-08 17:55:06.371058 INFO::Fitting model to feature number 243, F250
## 2024-11-08 17:55:06.372132 INFO::Fitting model to feature number 244, F252
## 2024-11-08 17:55:06.37322 INFO::Fitting model to feature number 245, F253
## 2024-11-08 17:55:06.374297 INFO::Fitting model to feature number 246, F254
## 2024-11-08 17:55:06.375462 INFO::Fitting model to feature number 247, F255
## 2024-11-08 17:55:06.376585 INFO::Fitting model to feature number 248, F256
## 2024-11-08 17:55:06.377715 INFO::Fitting model to feature number 249, F257
## 2024-11-08 17:55:06.378829 INFO::Fitting model to feature number 250, F259
## 2024-11-08 17:55:06.379936 INFO::Fitting model to feature number 251, F260
## 2024-11-08 17:55:06.381024 INFO::Fitting model to feature number 252, F261
## 2024-11-08 17:55:06.382128 INFO::Fitting model to feature number 253, F262
## 2024-11-08 17:55:06.383234 INFO::Fitting model to feature number 254, F263
## 2024-11-08 17:55:06.384352 INFO::Fitting model to feature number 255, F264
## 2024-11-08 17:55:06.385449 INFO::Fitting model to feature number 256, F265
## 2024-11-08 17:55:06.386563 INFO::Fitting model to feature number 257, F266
## 2024-11-08 17:55:06.387682 INFO::Fitting model to feature number 258, F267
## 2024-11-08 17:55:06.388782 INFO::Fitting model to feature number 259, F269
## 2024-11-08 17:55:06.389893 INFO::Fitting model to feature number 260, F270
## 2024-11-08 17:55:06.391 INFO::Fitting model to feature number 261, F271
## 2024-11-08 17:55:06.392105 INFO::Fitting model to feature number 262, F272
## 2024-11-08 17:55:06.393213 INFO::Fitting model to feature number 263, F273
## 2024-11-08 17:55:06.394301 INFO::Fitting model to feature number 264, F274
## 2024-11-08 17:55:06.395422 INFO::Fitting model to feature number 265, F276
## 2024-11-08 17:55:06.396528 INFO::Fitting model to feature number 266, F277
## 2024-11-08 17:55:06.397648 INFO::Fitting model to feature number 267, F278
## 2024-11-08 17:55:06.398803 INFO::Fitting model to feature number 268, F279
## 2024-11-08 17:55:06.39997 INFO::Fitting model to feature number 269, F280
## 2024-11-08 17:55:06.401086 INFO::Fitting model to feature number 270, F281
## 2024-11-08 17:55:06.402201 INFO::Fitting model to feature number 271, F282
## 2024-11-08 17:55:06.403289 INFO::Fitting model to feature number 272, F283
## 2024-11-08 17:55:06.40437 INFO::Fitting model to feature number 273, F284
## 2024-11-08 17:55:06.405457 INFO::Fitting model to feature number 274, F285
## 2024-11-08 17:55:06.406535 INFO::Fitting model to feature number 275, F286
## 2024-11-08 17:55:06.407614 INFO::Fitting model to feature number 276, F287
## 2024-11-08 17:55:06.408698 INFO::Fitting model to feature number 277, F288
## 2024-11-08 17:55:06.409782 INFO::Fitting model to feature number 278, F289
## 2024-11-08 17:55:06.410864 INFO::Fitting model to feature number 279, F290
## 2024-11-08 17:55:06.41195 INFO::Fitting model to feature number 280, F292
## 2024-11-08 17:55:06.413042 INFO::Fitting model to feature number 281, F293
## 2024-11-08 17:55:06.414119 INFO::Fitting model to feature number 282, F294
## 2024-11-08 17:55:06.415205 INFO::Fitting model to feature number 283, F295
## 2024-11-08 17:55:06.41627 INFO::Fitting model to feature number 284, F296
## 2024-11-08 17:55:06.417337 INFO::Fitting model to feature number 285, F297
## 2024-11-08 17:55:06.418405 INFO::Fitting model to feature number 286, F298
## 2024-11-08 17:55:06.419479 INFO::Fitting model to feature number 287, F299
## 2024-11-08 17:55:06.420554 INFO::Fitting model to feature number 288, F300
## 2024-11-08 17:55:06.421632 INFO::Fitting model to feature number 289, F301
## 2024-11-08 17:55:06.422711 INFO::Fitting model to feature number 290, F302
## 2024-11-08 17:55:06.423795 INFO::Fitting model to feature number 291, F303
## 2024-11-08 17:55:06.424887 INFO::Fitting model to feature number 292, F304
## 2024-11-08 17:55:06.425978 INFO::Fitting model to feature number 293, F305
## 2024-11-08 17:55:06.427054 INFO::Fitting model to feature number 294, F306
## 2024-11-08 17:55:06.428134 INFO::Fitting model to feature number 295, F307
## 2024-11-08 17:55:06.429216 INFO::Fitting model to feature number 296, F308
## 2024-11-08 17:55:06.430282 INFO::Fitting model to feature number 297, F309
## 2024-11-08 17:55:06.431371 INFO::Fitting model to feature number 298, F310
## 2024-11-08 17:55:06.432448 INFO::Fitting model to feature number 299, F311
## 2024-11-08 17:55:06.433526 INFO::Fitting model to feature number 300, F312
## 2024-11-08 17:55:06.434587 INFO::Fitting model to feature number 301, F313
## 2024-11-08 17:55:06.435714 INFO::Fitting model to feature number 302, F315
## 2024-11-08 17:55:06.436784 INFO::Fitting model to feature number 303, F316
## 2024-11-08 17:55:06.437859 INFO::Fitting model to feature number 304, F317
## 2024-11-08 17:55:06.438922 INFO::Fitting model to feature number 305, F318
## 2024-11-08 17:55:06.439989 INFO::Fitting model to feature number 306, F319
## 2024-11-08 17:55:06.441035 INFO::Fitting model to feature number 307, F320
## 2024-11-08 17:55:06.44211 INFO::Fitting model to feature number 308, F321
## 2024-11-08 17:55:06.443174 INFO::Fitting model to feature number 309, F322
## 2024-11-08 17:55:06.444245 INFO::Fitting model to feature number 310, F323
## 2024-11-08 17:55:06.445326 INFO::Fitting model to feature number 311, F324
## 2024-11-08 17:55:06.446409 INFO::Fitting model to feature number 312, F325
## 2024-11-08 17:55:06.447467 INFO::Fitting model to feature number 313, F326
## 2024-11-08 17:55:06.448546 INFO::Fitting model to feature number 314, F327
## 2024-11-08 17:55:06.449611 INFO::Fitting model to feature number 315, F328
## 2024-11-08 17:55:06.450681 INFO::Fitting model to feature number 316, F329
## 2024-11-08 17:55:06.451767 INFO::Fitting model to feature number 317, F330
## 2024-11-08 17:55:06.452886 INFO::Fitting model to feature number 318, F331
## 2024-11-08 17:55:06.453989 INFO::Fitting model to feature number 319, F332
## 2024-11-08 17:55:06.45509 INFO::Fitting model to feature number 320, F333
## 2024-11-08 17:55:06.456184 INFO::Fitting model to feature number 321, F334
## 2024-11-08 17:55:06.457303 INFO::Fitting model to feature number 322, F335
## 2024-11-08 17:55:06.458398 INFO::Fitting model to feature number 323, F336
## 2024-11-08 17:55:06.459492 INFO::Fitting model to feature number 324, F337
## 2024-11-08 17:55:06.46057 INFO::Fitting model to feature number 325, F338
## 2024-11-08 17:55:06.461664 INFO::Fitting model to feature number 326, F339
## 2024-11-08 17:55:06.462772 INFO::Fitting model to feature number 327, F340
## 2024-11-08 17:55:06.463886 INFO::Fitting model to feature number 328, F342
## 2024-11-08 17:55:06.464982 INFO::Fitting model to feature number 329, F343
## 2024-11-08 17:55:06.466065 INFO::Fitting model to feature number 330, F344
## 2024-11-08 17:55:06.467166 INFO::Fitting model to feature number 331, F345
## 2024-11-08 17:55:06.468275 INFO::Fitting model to feature number 332, F346
## 2024-11-08 17:55:06.469376 INFO::Fitting model to feature number 333, F347
## 2024-11-08 17:55:06.470478 INFO::Fitting model to feature number 334, F348
## 2024-11-08 17:55:06.471555 INFO::Fitting model to feature number 335, F350
## 2024-11-08 17:55:06.472662 INFO::Fitting model to feature number 336, F351
## 2024-11-08 17:55:06.473779 INFO::Fitting model to feature number 337, F352
## 2024-11-08 17:55:06.474927 INFO::Fitting model to feature number 338, F353
## 2024-11-08 17:55:06.476031 INFO::Fitting model to feature number 339, F355
## 2024-11-08 17:55:06.477163 INFO::Fitting model to feature number 340, F356
## 2024-11-08 17:55:06.478292 INFO::Fitting model to feature number 341, F357
## 2024-11-08 17:55:06.479395 INFO::Fitting model to feature number 342, F358
## 2024-11-08 17:55:06.480479 INFO::Fitting model to feature number 343, F359
## 2024-11-08 17:55:06.481572 INFO::Fitting model to feature number 344, F360
## 2024-11-08 17:55:06.482656 INFO::Fitting model to feature number 345, F361
## 2024-11-08 17:55:06.48375 INFO::Fitting model to feature number 346, F362
## 2024-11-08 17:55:06.484859 INFO::Fitting model to feature number 347, F363
## 2024-11-08 17:55:06.485993 INFO::Fitting model to feature number 348, F364
## 2024-11-08 17:55:06.487087 INFO::Fitting model to feature number 349, F365
## 2024-11-08 17:55:06.488175 INFO::Fitting model to feature number 350, F366
## 2024-11-08 17:55:06.489262 INFO::Fitting model to feature number 351, F367
## 2024-11-08 17:55:06.490384 INFO::Fitting model to feature number 352, F368
## 2024-11-08 17:55:06.491474 INFO::Fitting model to feature number 353, F369
## 2024-11-08 17:55:06.492568 INFO::Fitting model to feature number 354, F370
## 2024-11-08 17:55:06.493661 INFO::Fitting model to feature number 355, F371
## 2024-11-08 17:55:06.494759 INFO::Fitting model to feature number 356, F372
## 2024-11-08 17:55:06.495885 INFO::Fitting model to feature number 357, F373
## 2024-11-08 17:55:06.496971 INFO::Fitting model to feature number 358, F374
## 2024-11-08 17:55:06.49808 INFO::Fitting model to feature number 359, F375
## 2024-11-08 17:55:06.499163 INFO::Fitting model to feature number 360, F376
## 2024-11-08 17:55:06.500256 INFO::Fitting model to feature number 361, F377
## 2024-11-08 17:55:06.501324 INFO::Fitting model to feature number 362, F378
## 2024-11-08 17:55:06.502426 INFO::Fitting model to feature number 363, F379
## 2024-11-08 17:55:06.503525 INFO::Fitting model to feature number 364, F380
## 2024-11-08 17:55:06.504615 INFO::Fitting model to feature number 365, F381
## 2024-11-08 17:55:06.505693 INFO::Fitting model to feature number 366, F382
## 2024-11-08 17:55:06.506791 INFO::Fitting model to feature number 367, F383
## 2024-11-08 17:55:06.50788 INFO::Fitting model to feature number 368, F384
## 2024-11-08 17:55:06.508969 INFO::Fitting model to feature number 369, F386
## 2024-11-08 17:55:06.510137 INFO::Fitting model to feature number 370, F387
## 2024-11-08 17:55:06.511242 INFO::Fitting model to feature number 371, F388
## 2024-11-08 17:55:06.512344 INFO::Fitting model to feature number 372, F389
## 2024-11-08 17:55:06.513433 INFO::Fitting model to feature number 373, F390
## 2024-11-08 17:55:06.514528 INFO::Fitting model to feature number 374, F391
## 2024-11-08 17:55:06.515619 INFO::Fitting model to feature number 375, F392
## 2024-11-08 17:55:06.51672 INFO::Fitting model to feature number 376, F393
## 2024-11-08 17:55:06.517838 INFO::Fitting model to feature number 377, F394
## 2024-11-08 17:55:06.518913 INFO::Fitting model to feature number 378, F395
## 2024-11-08 17:55:06.520026 INFO::Fitting model to feature number 379, F396
## 2024-11-08 17:55:06.521104 INFO::Fitting model to feature number 380, F397
## 2024-11-08 17:55:06.522193 INFO::Fitting model to feature number 381, F398
## 2024-11-08 17:55:06.523292 INFO::Fitting model to feature number 382, F399
## 2024-11-08 17:55:06.524397 INFO::Fitting model to feature number 383, F400
## 2024-11-08 17:55:06.525485 INFO::Fitting model to feature number 384, F401
## 2024-11-08 17:55:06.526589 INFO::Fitting model to feature number 385, F402
## 2024-11-08 17:55:06.527676 INFO::Fitting model to feature number 386, F403
## 2024-11-08 17:55:06.528766 INFO::Fitting model to feature number 387, F404
## 2024-11-08 17:55:06.529836 INFO::Fitting model to feature number 388, F406
## 2024-11-08 17:55:06.530918 INFO::Fitting model to feature number 389, F407
## 2024-11-08 17:55:06.532007 INFO::Fitting model to feature number 390, F408
## 2024-11-08 17:55:06.533101 INFO::Fitting model to feature number 391, F409
## 2024-11-08 17:55:06.534174 INFO::Fitting model to feature number 392, F410
## 2024-11-08 17:55:06.53528 INFO::Fitting model to feature number 393, F411
## 2024-11-08 17:55:06.53639 INFO::Fitting model to feature number 394, F412
## 2024-11-08 17:55:06.537475 INFO::Fitting model to feature number 395, F413
## 2024-11-08 17:55:06.538569 INFO::Fitting model to feature number 396, F414
## 2024-11-08 17:55:06.539658 INFO::Fitting model to feature number 397, F415
## 2024-11-08 17:55:06.540745 INFO::Fitting model to feature number 398, F416
## 2024-11-08 17:55:06.541833 INFO::Fitting model to feature number 399, F417
## 2024-11-08 17:55:06.542923 INFO::Fitting model to feature number 400, F418
## 2024-11-08 17:55:06.544025 INFO::Fitting model to feature number 401, F419
## 2024-11-08 17:55:06.545114 INFO::Fitting model to feature number 402, F420
## 2024-11-08 17:55:06.5462 INFO::Fitting model to feature number 403, F421
## 2024-11-08 17:55:06.547291 INFO::Fitting model to feature number 404, F422
## 2024-11-08 17:55:06.548378 INFO::Fitting model to feature number 405, F423
## 2024-11-08 17:55:06.54946 INFO::Fitting model to feature number 406, F425
## 2024-11-08 17:55:06.550551 INFO::Fitting model to feature number 407, F426
## 2024-11-08 17:55:06.551626 INFO::Fitting model to feature number 408, F428
## 2024-11-08 17:55:06.552768 INFO::Fitting model to feature number 409, F429
## 2024-11-08 17:55:06.55389 INFO::Fitting model to feature number 410, F430
## 2024-11-08 17:55:06.555064 INFO::Fitting model to feature number 411, F431
## 2024-11-08 17:55:06.556163 INFO::Fitting model to feature number 412, F432
## 2024-11-08 17:55:06.557311 INFO::Fitting model to feature number 413, F433
## 2024-11-08 17:55:06.558391 INFO::Fitting model to feature number 414, F434
## 2024-11-08 17:55:06.559539 INFO::Fitting model to feature number 415, F435
## 2024-11-08 17:55:06.560639 INFO::Fitting model to feature number 416, F436
## 2024-11-08 17:55:06.561736 INFO::Fitting model to feature number 417, F437
## 2024-11-08 17:55:06.562821 INFO::Fitting model to feature number 418, F438
## 2024-11-08 17:55:06.563916 INFO::Fitting model to feature number 419, F439
## 2024-11-08 17:55:06.565007 INFO::Fitting model to feature number 420, F440
## 2024-11-08 17:55:06.566081 INFO::Fitting model to feature number 421, F441
## 2024-11-08 17:55:06.567146 INFO::Fitting model to feature number 422, F442
## 2024-11-08 17:55:06.568233 INFO::Fitting model to feature number 423, F443
## 2024-11-08 17:55:06.569313 INFO::Fitting model to feature number 424, F444
## 2024-11-08 17:55:06.570395 INFO::Fitting model to feature number 425, F445
## 2024-11-08 17:55:06.57148 INFO::Fitting model to feature number 426, F446
## 2024-11-08 17:55:06.572581 INFO::Fitting model to feature number 427, F447
## 2024-11-08 17:55:06.573674 INFO::Fitting model to feature number 428, F448
## 2024-11-08 17:55:06.574753 INFO::Fitting model to feature number 429, F449
## 2024-11-08 17:55:06.575848 INFO::Fitting model to feature number 430, F450
## 2024-11-08 17:55:06.57695 INFO::Fitting model to feature number 431, F451
## 2024-11-08 17:55:06.578032 INFO::Fitting model to feature number 432, F452
## 2024-11-08 17:55:06.579115 INFO::Fitting model to feature number 433, F454
## 2024-11-08 17:55:06.580225 INFO::Fitting model to feature number 434, F455
## 2024-11-08 17:55:06.581329 INFO::Fitting model to feature number 435, F456
## 2024-11-08 17:55:06.582495 INFO::Fitting model to feature number 436, F457
## 2024-11-08 17:55:06.583607 INFO::Fitting model to feature number 437, F458
## 2024-11-08 17:55:06.58469 INFO::Fitting model to feature number 438, F459
## 2024-11-08 17:55:06.585797 INFO::Fitting model to feature number 439, F461
## 2024-11-08 17:55:06.586858 INFO::Fitting model to feature number 440, F462
## 2024-11-08 17:55:06.587949 INFO::Fitting model to feature number 441, F463
## 2024-11-08 17:55:06.589023 INFO::Fitting model to feature number 442, F464
## 2024-11-08 17:55:06.590089 INFO::Fitting model to feature number 443, F465
## 2024-11-08 17:55:06.59115 INFO::Fitting model to feature number 444, F466
## 2024-11-08 17:55:06.592212 INFO::Fitting model to feature number 445, F467
## 2024-11-08 17:55:06.593264 INFO::Fitting model to feature number 446, F468
## 2024-11-08 17:55:06.594329 INFO::Fitting model to feature number 447, F469
## 2024-11-08 17:55:06.595403 INFO::Fitting model to feature number 448, F470
## 2024-11-08 17:55:06.596486 INFO::Fitting model to feature number 449, F471
## 2024-11-08 17:55:06.597571 INFO::Fitting model to feature number 450, F474
## 2024-11-08 17:55:06.598674 INFO::Fitting model to feature number 451, F475
## 2024-11-08 17:55:06.599757 INFO::Fitting model to feature number 452, F476
## 2024-11-08 17:55:06.60084 INFO::Fitting model to feature number 453, F477
## 2024-11-08 17:55:06.60193 INFO::Fitting model to feature number 454, F478
## 2024-11-08 17:55:06.603028 INFO::Fitting model to feature number 455, F479
## 2024-11-08 17:55:06.604125 INFO::Fitting model to feature number 456, F480
## 2024-11-08 17:55:06.605258 INFO::Fitting model to feature number 457, F481
## 2024-11-08 17:55:06.606353 INFO::Fitting model to feature number 458, F482
## 2024-11-08 17:55:06.607435 INFO::Fitting model to feature number 459, F483
## 2024-11-08 17:55:06.608522 INFO::Fitting model to feature number 460, F484
## 2024-11-08 17:55:06.609605 INFO::Fitting model to feature number 461, F485
## 2024-11-08 17:55:06.610671 INFO::Fitting model to feature number 462, F486
## 2024-11-08 17:55:06.611751 INFO::Fitting model to feature number 463, F487
## 2024-11-08 17:55:06.612809 INFO::Fitting model to feature number 464, F488
## 2024-11-08 17:55:06.613878 INFO::Fitting model to feature number 465, F489
## 2024-11-08 17:55:06.615375 INFO::Fitting model to feature number 466, F490
## 2024-11-08 17:55:06.616556 INFO::Fitting model to feature number 467, F491
## 2024-11-08 17:55:06.617687 INFO::Fitting model to feature number 468, F492
## 2024-11-08 17:55:06.618793 INFO::Fitting model to feature number 469, F493
## 2024-11-08 17:55:06.619902 INFO::Fitting model to feature number 470, F494
## 2024-11-08 17:55:06.621016 INFO::Fitting model to feature number 471, F495
## 2024-11-08 17:55:06.622119 INFO::Fitting model to feature number 472, F496
## 2024-11-08 17:55:06.623208 INFO::Fitting model to feature number 473, F497
## 2024-11-08 17:55:06.624311 INFO::Fitting model to feature number 474, F498
## 2024-11-08 17:55:06.625399 INFO::Fitting model to feature number 475, F499
## 2024-11-08 17:55:06.626499 INFO::Fitting model to feature number 476, F500
## 2024-11-08 17:55:06.627604 INFO::Fitting model to feature number 477, F501
## 2024-11-08 17:55:06.628736 INFO::Fitting model to feature number 478, F502
## 2024-11-08 17:55:06.629836 INFO::Fitting model to feature number 479, F503
## 2024-11-08 17:55:06.630989 INFO::Fitting model to feature number 480, F504
## 2024-11-08 17:55:06.632093 INFO::Fitting model to feature number 481, F505
## 2024-11-08 17:55:06.633199 INFO::Fitting model to feature number 482, F506
## 2024-11-08 17:55:06.6343 INFO::Fitting model to feature number 483, F507
## 2024-11-08 17:55:06.635404 INFO::Fitting model to feature number 484, F508
## 2024-11-08 17:55:06.636549 INFO::Fitting model to feature number 485, F509
## 2024-11-08 17:55:06.637673 INFO::Fitting model to feature number 486, F510
## 2024-11-08 17:55:06.638777 INFO::Fitting model to feature number 487, F511
## 2024-11-08 17:55:06.640068 INFO::Fitting model to feature number 488, F512
## 2024-11-08 17:55:06.641275 INFO::Fitting model to feature number 489, F513
## 2024-11-08 17:55:06.642437 INFO::Fitting model to feature number 490, F514
## 2024-11-08 17:55:06.643553 INFO::Fitting model to feature number 491, F515
## 2024-11-08 17:55:06.64466 INFO::Fitting model to feature number 492, F516
## 2024-11-08 17:55:06.645783 INFO::Fitting model to feature number 493, F517
## 2024-11-08 17:55:06.670069 INFO::Fitting model to feature number 494, F518
## 2024-11-08 17:55:06.671418 INFO::Fitting model to feature number 495, F519
## 2024-11-08 17:55:06.672751 INFO::Fitting model to feature number 496, F520
## 2024-11-08 17:55:06.673943 INFO::Fitting model to feature number 497, F521
## 2024-11-08 17:55:06.675046 INFO::Fitting model to feature number 498, F522
## 2024-11-08 17:55:06.676136 INFO::Fitting model to feature number 499, F523
## 2024-11-08 17:55:06.677211 INFO::Fitting model to feature number 500, F524
## 2024-11-08 17:55:06.678274 INFO::Fitting model to feature number 501, F525
## 2024-11-08 17:55:06.679323 INFO::Fitting model to feature number 502, F526
## 2024-11-08 17:55:06.680386 INFO::Fitting model to feature number 503, F527
## 2024-11-08 17:55:06.681451 INFO::Fitting model to feature number 504, F528
## 2024-11-08 17:55:06.682524 INFO::Fitting model to feature number 505, F529
## 2024-11-08 17:55:06.683616 INFO::Fitting model to feature number 506, F530
## 2024-11-08 17:55:06.684695 INFO::Fitting model to feature number 507, F531
## 2024-11-08 17:55:06.685792 INFO::Fitting model to feature number 508, F532
## 2024-11-08 17:55:06.686886 INFO::Fitting model to feature number 509, F533
## 2024-11-08 17:55:06.687977 INFO::Fitting model to feature number 510, F534
## 2024-11-08 17:55:06.689089 INFO::Fitting model to feature number 511, F535
## 2024-11-08 17:55:06.690166 INFO::Fitting model to feature number 512, F536
## 2024-11-08 17:55:06.691256 INFO::Fitting model to feature number 513, F537
## 2024-11-08 17:55:06.692347 INFO::Fitting model to feature number 514, F539
## 2024-11-08 17:55:06.693413 INFO::Fitting model to feature number 515, F540
## 2024-11-08 17:55:06.694461 INFO::Fitting model to feature number 516, F541
## 2024-11-08 17:55:06.695511 INFO::Fitting model to feature number 517, F543
## 2024-11-08 17:55:06.696568 INFO::Fitting model to feature number 518, F544
## 2024-11-08 17:55:06.697641 INFO::Fitting model to feature number 519, F545
## 2024-11-08 17:55:06.698715 INFO::Fitting model to feature number 520, F546
## 2024-11-08 17:55:06.699818 INFO::Fitting model to feature number 521, F547
## 2024-11-08 17:55:06.70088 INFO::Fitting model to feature number 522, F548
## 2024-11-08 17:55:06.701933 INFO::Fitting model to feature number 523, F549
## 2024-11-08 17:55:06.702989 INFO::Fitting model to feature number 524, F550
## 2024-11-08 17:55:06.704045 INFO::Fitting model to feature number 525, F551
## 2024-11-08 17:55:06.705098 INFO::Fitting model to feature number 526, F552
## 2024-11-08 17:55:06.706156 INFO::Fitting model to feature number 527, F553
## 2024-11-08 17:55:06.70721 INFO::Fitting model to feature number 528, F554
## 2024-11-08 17:55:06.708272 INFO::Fitting model to feature number 529, F555
## 2024-11-08 17:55:06.709323 INFO::Fitting model to feature number 530, F556
## 2024-11-08 17:55:06.710396 INFO::Fitting model to feature number 531, F557
## 2024-11-08 17:55:06.711464 INFO::Fitting model to feature number 532, F558
## 2024-11-08 17:55:06.712533 INFO::Fitting model to feature number 533, F559
## 2024-11-08 17:55:06.713601 INFO::Fitting model to feature number 534, F560
## 2024-11-08 17:55:06.71467 INFO::Fitting model to feature number 535, F561
## 2024-11-08 17:55:06.715722 INFO::Fitting model to feature number 536, F562
## 2024-11-08 17:55:06.716798 INFO::Fitting model to feature number 537, F563
## 2024-11-08 17:55:06.717868 INFO::Fitting model to feature number 538, F564
## 2024-11-08 17:55:06.718933 INFO::Fitting model to feature number 539, F566
## 2024-11-08 17:55:06.72001 INFO::Fitting model to feature number 540, F567
## 2024-11-08 17:55:06.721087 INFO::Fitting model to feature number 541, F568
## 2024-11-08 17:55:06.722175 INFO::Fitting model to feature number 542, F569
## 2024-11-08 17:55:06.723236 INFO::Fitting model to feature number 543, F570
## 2024-11-08 17:55:06.724309 INFO::Fitting model to feature number 544, F571
## 2024-11-08 17:55:06.725381 INFO::Fitting model to feature number 545, F572
## 2024-11-08 17:55:06.726442 INFO::Fitting model to feature number 546, F573
## 2024-11-08 17:55:06.727514 INFO::Fitting model to feature number 547, F574
## 2024-11-08 17:55:06.728587 INFO::Fitting model to feature number 548, F575
## 2024-11-08 17:55:06.729683 INFO::Fitting model to feature number 549, F576
## 2024-11-08 17:55:06.730749 INFO::Fitting model to feature number 550, F577
## 2024-11-08 17:55:06.73182 INFO::Fitting model to feature number 551, F578
## 2024-11-08 17:55:06.732915 INFO::Fitting model to feature number 552, F579
## 2024-11-08 17:55:06.733996 INFO::Fitting model to feature number 553, F580
## 2024-11-08 17:55:06.735079 INFO::Fitting model to feature number 554, F581
## 2024-11-08 17:55:06.736161 INFO::Fitting model to feature number 555, F582
## 2024-11-08 17:55:06.737246 INFO::Fitting model to feature number 556, F583
## 2024-11-08 17:55:06.738324 INFO::Fitting model to feature number 557, F584
## 2024-11-08 17:55:06.739406 INFO::Fitting model to feature number 558, F585
## 2024-11-08 17:55:06.740487 INFO::Fitting model to feature number 559, F586
## 2024-11-08 17:55:06.741571 INFO::Fitting model to feature number 560, F587
## 2024-11-08 17:55:06.742667 INFO::Fitting model to feature number 561, F588
## 2024-11-08 17:55:06.74375 INFO::Fitting model to feature number 562, F589
## 2024-11-08 17:55:06.744828 INFO::Fitting model to feature number 563, F590
## 2024-11-08 17:55:06.745896 INFO::Fitting model to feature number 564, F591
## 2024-11-08 17:55:06.746956 INFO::Fitting model to feature number 565, F592
## 2024-11-08 17:55:06.748035 INFO::Fitting model to feature number 566, F593
## 2024-11-08 17:55:06.749118 INFO::Fitting model to feature number 567, F594
## 2024-11-08 17:55:06.750207 INFO::Fitting model to feature number 568, F595
## 2024-11-08 17:55:06.751282 INFO::Fitting model to feature number 569, F596
## 2024-11-08 17:55:06.752378 INFO::Fitting model to feature number 570, F597
## 2024-11-08 17:55:06.753479 INFO::Fitting model to feature number 571, F598
## 2024-11-08 17:55:06.754578 INFO::Fitting model to feature number 572, F599
## 2024-11-08 17:55:06.755689 INFO::Fitting model to feature number 573, F600
## 2024-11-08 17:55:06.756796 INFO::Fitting model to feature number 574, F601
## 2024-11-08 17:55:06.757934 INFO::Fitting model to feature number 575, F602
## 2024-11-08 17:55:06.759061 INFO::Fitting model to feature number 576, F603
## 2024-11-08 17:55:06.760139 INFO::Fitting model to feature number 577, F605
## 2024-11-08 17:55:06.761215 INFO::Fitting model to feature number 578, F606
## 2024-11-08 17:55:06.76231 INFO::Fitting model to feature number 579, F607
## 2024-11-08 17:55:06.763402 INFO::Fitting model to feature number 580, F608
## 2024-11-08 17:55:06.764463 INFO::Fitting model to feature number 581, F609
## 2024-11-08 17:55:06.765519 INFO::Fitting model to feature number 582, F610
## 2024-11-08 17:55:06.766571 INFO::Fitting model to feature number 583, F611
## 2024-11-08 17:55:06.767632 INFO::Fitting model to feature number 584, F612
## 2024-11-08 17:55:06.768704 INFO::Fitting model to feature number 585, F613
## 2024-11-08 17:55:06.76978 INFO::Fitting model to feature number 586, F614
## 2024-11-08 17:55:06.770849 INFO::Fitting model to feature number 587, F615
## 2024-11-08 17:55:06.77191 INFO::Fitting model to feature number 588, F616
## 2024-11-08 17:55:06.773015 INFO::Fitting model to feature number 589, F617
## 2024-11-08 17:55:06.774088 INFO::Fitting model to feature number 590, F618
## 2024-11-08 17:55:06.775155 INFO::Fitting model to feature number 591, F619
## 2024-11-08 17:55:06.776221 INFO::Fitting model to feature number 592, F620
## 2024-11-08 17:55:06.777287 INFO::Fitting model to feature number 593, F621
## 2024-11-08 17:55:06.778339 INFO::Fitting model to feature number 594, F622
## 2024-11-08 17:55:06.779404 INFO::Fitting model to feature number 595, F623
## 2024-11-08 17:55:06.78047 INFO::Fitting model to feature number 596, F624
## 2024-11-08 17:55:06.781532 INFO::Fitting model to feature number 597, F625
## 2024-11-08 17:55:06.782602 INFO::Fitting model to feature number 598, F626
## 2024-11-08 17:55:06.783679 INFO::Fitting model to feature number 599, F627
## 2024-11-08 17:55:06.784735 INFO::Fitting model to feature number 600, F628
## 2024-11-08 17:55:06.785787 INFO::Fitting model to feature number 601, F629
## 2024-11-08 17:55:06.786843 INFO::Fitting model to feature number 602, F630
## 2024-11-08 17:55:06.787896 INFO::Fitting model to feature number 603, F631
## 2024-11-08 17:55:06.788943 INFO::Fitting model to feature number 604, F632
## 2024-11-08 17:55:06.789989 INFO::Fitting model to feature number 605, F633
## 2024-11-08 17:55:06.791034 INFO::Fitting model to feature number 606, F634
## 2024-11-08 17:55:06.792084 INFO::Fitting model to feature number 607, F635
## 2024-11-08 17:55:06.793167 INFO::Fitting model to feature number 608, F636
## 2024-11-08 17:55:06.794237 INFO::Fitting model to feature number 609, F637
## 2024-11-08 17:55:06.795293 INFO::Fitting model to feature number 610, F638
## 2024-11-08 17:55:06.796346 INFO::Fitting model to feature number 611, F639
## 2024-11-08 17:55:06.797399 INFO::Fitting model to feature number 612, F640
## 2024-11-08 17:55:06.798446 INFO::Fitting model to feature number 613, F641
## 2024-11-08 17:55:06.799515 INFO::Fitting model to feature number 614, F642
## 2024-11-08 17:55:06.800591 INFO::Fitting model to feature number 615, F643
## 2024-11-08 17:55:06.801656 INFO::Fitting model to feature number 616, F644
## 2024-11-08 17:55:06.802736 INFO::Fitting model to feature number 617, F645
## 2024-11-08 17:55:06.803828 INFO::Fitting model to feature number 618, F646
## 2024-11-08 17:55:06.804913 INFO::Fitting model to feature number 619, F647
## 2024-11-08 17:55:06.806007 INFO::Fitting model to feature number 620, F648
## 2024-11-08 17:55:06.807075 INFO::Fitting model to feature number 621, F649
## 2024-11-08 17:55:06.808133 INFO::Fitting model to feature number 622, F650
## 2024-11-08 17:55:06.809197 INFO::Fitting model to feature number 623, F651
## 2024-11-08 17:55:06.810268 INFO::Fitting model to feature number 624, F652
## 2024-11-08 17:55:06.811348 INFO::Fitting model to feature number 625, F653
## 2024-11-08 17:55:06.812421 INFO::Fitting model to feature number 626, F654
## 2024-11-08 17:55:06.813534 INFO::Fitting model to feature number 627, F655
## 2024-11-08 17:55:06.814621 INFO::Fitting model to feature number 628, F656
## 2024-11-08 17:55:06.815695 INFO::Fitting model to feature number 629, F657
## 2024-11-08 17:55:06.8168 INFO::Fitting model to feature number 630, F658
## 2024-11-08 17:55:06.817864 INFO::Fitting model to feature number 631, F659
## 2024-11-08 17:55:06.818917 INFO::Fitting model to feature number 632, F660
## 2024-11-08 17:55:06.81998 INFO::Fitting model to feature number 633, F661
## 2024-11-08 17:55:06.821039 INFO::Fitting model to feature number 634, F662
## 2024-11-08 17:55:06.822092 INFO::Fitting model to feature number 635, F663
## 2024-11-08 17:55:06.823189 INFO::Fitting model to feature number 636, F664
## 2024-11-08 17:55:06.824307 INFO::Fitting model to feature number 637, F665
## 2024-11-08 17:55:06.825426 INFO::Fitting model to feature number 638, F666
## 2024-11-08 17:55:06.826535 INFO::Fitting model to feature number 639, F667
## 2024-11-08 17:55:06.827641 INFO::Fitting model to feature number 640, F668
## 2024-11-08 17:55:06.828722 INFO::Fitting model to feature number 641, F669
## 2024-11-08 17:55:06.829799 INFO::Fitting model to feature number 642, F670
## 2024-11-08 17:55:06.830908 INFO::Fitting model to feature number 643, F671
## 2024-11-08 17:55:06.832 INFO::Fitting model to feature number 644, F672
## 2024-11-08 17:55:06.833172 INFO::Fitting model to feature number 645, F673
## 2024-11-08 17:55:06.834257 INFO::Fitting model to feature number 646, F674
## 2024-11-08 17:55:06.835375 INFO::Fitting model to feature number 647, F675
## 2024-11-08 17:55:06.836463 INFO::Fitting model to feature number 648, F676
## 2024-11-08 17:55:06.837542 INFO::Fitting model to feature number 649, F677
## 2024-11-08 17:55:06.838621 INFO::Fitting model to feature number 650, F678
## 2024-11-08 17:55:06.839703 INFO::Fitting model to feature number 651, F679
## 2024-11-08 17:55:06.84079 INFO::Fitting model to feature number 652, F680
## 2024-11-08 17:55:06.841869 INFO::Fitting model to feature number 653, F681
## 2024-11-08 17:55:06.84297 INFO::Fitting model to feature number 654, F682
## 2024-11-08 17:55:06.844096 INFO::Fitting model to feature number 655, F683
## 2024-11-08 17:55:06.845206 INFO::Fitting model to feature number 656, F684
## 2024-11-08 17:55:06.846303 INFO::Fitting model to feature number 657, F685
## 2024-11-08 17:55:06.847376 INFO::Fitting model to feature number 658, F686
## 2024-11-08 17:55:06.84847 INFO::Fitting model to feature number 659, F687
## 2024-11-08 17:55:06.849546 INFO::Fitting model to feature number 660, F688
## 2024-11-08 17:55:06.850625 INFO::Fitting model to feature number 661, F689
## 2024-11-08 17:55:06.851728 INFO::Fitting model to feature number 662, F690
## 2024-11-08 17:55:06.852846 INFO::Fitting model to feature number 663, F691
## 2024-11-08 17:55:06.853934 INFO::Fitting model to feature number 664, F692
## 2024-11-08 17:55:06.855023 INFO::Fitting model to feature number 665, F693
## 2024-11-08 17:55:06.856117 INFO::Fitting model to feature number 666, F694
## 2024-11-08 17:55:06.857221 INFO::Fitting model to feature number 667, F695
## 2024-11-08 17:55:06.858314 INFO::Fitting model to feature number 668, F696
## 2024-11-08 17:55:06.859387 INFO::Fitting model to feature number 669, F697
## 2024-11-08 17:55:06.860474 INFO::Fitting model to feature number 670, F698
## 2024-11-08 17:55:06.861566 INFO::Fitting model to feature number 671, F699
## 2024-11-08 17:55:06.862646 INFO::Fitting model to feature number 672, F700
## 2024-11-08 17:55:06.863713 INFO::Fitting model to feature number 673, F701
## 2024-11-08 17:55:06.864769 INFO::Fitting model to feature number 674, F702
## 2024-11-08 17:55:06.865831 INFO::Fitting model to feature number 675, F704
## 2024-11-08 17:55:06.866889 INFO::Fitting model to feature number 676, F705
## 2024-11-08 17:55:06.867979 INFO::Fitting model to feature number 677, F706
## 2024-11-08 17:55:06.869071 INFO::Fitting model to feature number 678, F707
## 2024-11-08 17:55:06.870147 INFO::Fitting model to feature number 679, F708
## 2024-11-08 17:55:06.871221 INFO::Fitting model to feature number 680, F709
## 2024-11-08 17:55:06.872287 INFO::Fitting model to feature number 681, F710
## 2024-11-08 17:55:06.873371 INFO::Fitting model to feature number 682, F711
## 2024-11-08 17:55:06.874437 INFO::Fitting model to feature number 683, F712
## 2024-11-08 17:55:06.875513 INFO::Fitting model to feature number 684, F713
## 2024-11-08 17:55:06.876827 INFO::Fitting model to feature number 685, F714
## 2024-11-08 17:55:06.87792 INFO::Fitting model to feature number 686, F715
## 2024-11-08 17:55:06.879001 INFO::Fitting model to feature number 687, F716
## 2024-11-08 17:55:06.880071 INFO::Fitting model to feature number 688, F717
## 2024-11-08 17:55:06.88132 INFO::Fitting model to feature number 689, F718
## 2024-11-08 17:55:06.882453 INFO::Fitting model to feature number 690, F719
## 2024-11-08 17:55:06.883565 INFO::Fitting model to feature number 691, F720
## 2024-11-08 17:55:06.884646 INFO::Fitting model to feature number 692, F721
## 2024-11-08 17:55:06.885722 INFO::Fitting model to feature number 693, F722
## 2024-11-08 17:55:06.886821 INFO::Fitting model to feature number 694, F723
## 2024-11-08 17:55:06.887928 INFO::Fitting model to feature number 695, F724
## 2024-11-08 17:55:06.88903 INFO::Fitting model to feature number 696, F725
## 2024-11-08 17:55:06.890128 INFO::Fitting model to feature number 697, F726
## 2024-11-08 17:55:06.891226 INFO::Fitting model to feature number 698, F727
## 2024-11-08 17:55:06.892302 INFO::Fitting model to feature number 699, F728
## 2024-11-08 17:55:06.893391 INFO::Fitting model to feature number 700, F729
## 2024-11-08 17:55:06.894484 INFO::Fitting model to feature number 701, F730
## 2024-11-08 17:55:06.89557 INFO::Fitting model to feature number 702, F731
## 2024-11-08 17:55:06.896666 INFO::Fitting model to feature number 703, F732
## 2024-11-08 17:55:06.897758 INFO::Fitting model to feature number 704, F733
## 2024-11-08 17:55:06.89886 INFO::Fitting model to feature number 705, F734
## 2024-11-08 17:55:06.899951 INFO::Fitting model to feature number 706, F735
## 2024-11-08 17:55:06.901043 INFO::Fitting model to feature number 707, F736
## 2024-11-08 17:55:06.902134 INFO::Fitting model to feature number 708, F737
## 2024-11-08 17:55:06.903216 INFO::Fitting model to feature number 709, F739
## 2024-11-08 17:55:06.904297 INFO::Fitting model to feature number 710, F740
## 2024-11-08 17:55:06.90537 INFO::Fitting model to feature number 711, F741
## 2024-11-08 17:55:06.906448 INFO::Fitting model to feature number 712, F742
## 2024-11-08 17:55:06.907526 INFO::Fitting model to feature number 713, F743
## 2024-11-08 17:55:06.9086 INFO::Fitting model to feature number 714, F744
## 2024-11-08 17:55:06.909676 INFO::Fitting model to feature number 715, F745
## 2024-11-08 17:55:06.910756 INFO::Fitting model to feature number 716, F746
## 2024-11-08 17:55:06.911836 INFO::Fitting model to feature number 717, F747
## 2024-11-08 17:55:06.912916 INFO::Fitting model to feature number 718, F748
## 2024-11-08 17:55:06.913998 INFO::Fitting model to feature number 719, F749
## 2024-11-08 17:55:06.915072 INFO::Fitting model to feature number 720, F750
## 2024-11-08 17:55:06.916149 INFO::Fitting model to feature number 721, F751
## 2024-11-08 17:55:06.917227 INFO::Fitting model to feature number 722, F752
## 2024-11-08 17:55:06.918323 INFO::Fitting model to feature number 723, F753
## 2024-11-08 17:55:06.919395 INFO::Fitting model to feature number 724, F754
## 2024-11-08 17:55:06.920465 INFO::Fitting model to feature number 725, F755
## 2024-11-08 17:55:06.921538 INFO::Fitting model to feature number 726, F756
## 2024-11-08 17:55:06.922629 INFO::Fitting model to feature number 727, F757
## 2024-11-08 17:55:06.923722 INFO::Fitting model to feature number 728, F758
## 2024-11-08 17:55:06.924802 INFO::Fitting model to feature number 729, F759
## 2024-11-08 17:55:06.92589 INFO::Fitting model to feature number 730, F760
## 2024-11-08 17:55:06.927184 INFO::Fitting model to feature number 731, F761
## 2024-11-08 17:55:06.928333 INFO::Fitting model to feature number 732, F762
## 2024-11-08 17:55:06.92944 INFO::Fitting model to feature number 733, F763
## 2024-11-08 17:55:06.930547 INFO::Fitting model to feature number 734, F764
## 2024-11-08 17:55:06.931641 INFO::Fitting model to feature number 735, F765
## 2024-11-08 17:55:06.932736 INFO::Fitting model to feature number 736, F766
## 2024-11-08 17:55:06.933829 INFO::Fitting model to feature number 737, F767
## 2024-11-08 17:55:06.93493 INFO::Fitting model to feature number 738, F768
## 2024-11-08 17:55:06.936016 INFO::Fitting model to feature number 739, F769
## 2024-11-08 17:55:06.937134 INFO::Fitting model to feature number 740, F770
## 2024-11-08 17:55:06.938215 INFO::Fitting model to feature number 741, F771
## 2024-11-08 17:55:06.939277 INFO::Fitting model to feature number 742, F772
## 2024-11-08 17:55:06.940376 INFO::Fitting model to feature number 743, F773
## 2024-11-08 17:55:06.941468 INFO::Fitting model to feature number 744, F774
## 2024-11-08 17:55:06.942543 INFO::Fitting model to feature number 745, F775
## 2024-11-08 17:55:06.943623 INFO::Fitting model to feature number 746, F776
## 2024-11-08 17:55:06.944729 INFO::Fitting model to feature number 747, F777
## 2024-11-08 17:55:06.94581 INFO::Fitting model to feature number 748, F778
## 2024-11-08 17:55:06.946893 INFO::Fitting model to feature number 749, F779
## 2024-11-08 17:55:06.947972 INFO::Fitting model to feature number 750, F780
## 2024-11-08 17:55:06.949061 INFO::Fitting model to feature number 751, F781
## 2024-11-08 17:55:06.950142 INFO::Fitting model to feature number 752, F782
## 2024-11-08 17:55:06.951226 INFO::Fitting model to feature number 753, F783
## 2024-11-08 17:55:06.95232 INFO::Fitting model to feature number 754, F784
## 2024-11-08 17:55:06.953405 INFO::Fitting model to feature number 755, F785
## 2024-11-08 17:55:06.95444 INFO::Fitting model to feature number 756, F786
## 2024-11-08 17:55:06.955456 INFO::Fitting model to feature number 757, F787
## 2024-11-08 17:55:06.956483 INFO::Fitting model to feature number 758, F788
## 2024-11-08 17:55:06.957518 INFO::Fitting model to feature number 759, F789
## 2024-11-08 17:55:06.958584 INFO::Fitting model to feature number 760, F790
## 2024-11-08 17:55:06.959653 INFO::Fitting model to feature number 761, F791
## 2024-11-08 17:55:06.960713 INFO::Fitting model to feature number 762, F792
## 2024-11-08 17:55:06.961774 INFO::Fitting model to feature number 763, F793
## 2024-11-08 17:55:06.962833 INFO::Fitting model to feature number 764, F794
## 2024-11-08 17:55:06.963898 INFO::Fitting model to feature number 765, F795
## 2024-11-08 17:55:06.964968 INFO::Fitting model to feature number 766, F796
## 2024-11-08 17:55:06.966038 INFO::Fitting model to feature number 767, F797
## 2024-11-08 17:55:06.967096 INFO::Fitting model to feature number 768, F798
## 2024-11-08 17:55:06.968182 INFO::Fitting model to feature number 769, F799
## 2024-11-08 17:55:06.969303 INFO::Fitting model to feature number 770, F800
## 2024-11-08 17:55:06.970416 INFO::Fitting model to feature number 771, F801
## 2024-11-08 17:55:06.971523 INFO::Fitting model to feature number 772, F802
## 2024-11-08 17:55:06.972633 INFO::Fitting model to feature number 773, F803
## 2024-11-08 17:55:06.973724 INFO::Fitting model to feature number 774, F804
## 2024-11-08 17:55:06.974805 INFO::Fitting model to feature number 775, F805
## 2024-11-08 17:55:06.97589 INFO::Fitting model to feature number 776, F806
## 2024-11-08 17:55:06.97698 INFO::Fitting model to feature number 777, F808
## 2024-11-08 17:55:06.978078 INFO::Fitting model to feature number 778, F809
## 2024-11-08 17:55:06.979182 INFO::Fitting model to feature number 779, F810
## 2024-11-08 17:55:06.980288 INFO::Fitting model to feature number 780, F811
## 2024-11-08 17:55:06.981382 INFO::Fitting model to feature number 781, F812
## 2024-11-08 17:55:06.98247 INFO::Fitting model to feature number 782, F813
## 2024-11-08 17:55:06.983569 INFO::Fitting model to feature number 783, F814
## 2024-11-08 17:55:06.984651 INFO::Fitting model to feature number 784, F815
## 2024-11-08 17:55:06.98574 INFO::Fitting model to feature number 785, F816
## 2024-11-08 17:55:06.986824 INFO::Fitting model to feature number 786, F817
## 2024-11-08 17:55:06.98794 INFO::Fitting model to feature number 787, F818
## 2024-11-08 17:55:06.989065 INFO::Fitting model to feature number 788, F819
## 2024-11-08 17:55:06.990175 INFO::Fitting model to feature number 789, F820
## 2024-11-08 17:55:06.991262 INFO::Fitting model to feature number 790, F821
## 2024-11-08 17:55:06.992349 INFO::Fitting model to feature number 791, F822
## 2024-11-08 17:55:06.993451 INFO::Fitting model to feature number 792, F823
## 2024-11-08 17:55:06.994537 INFO::Fitting model to feature number 793, F824
## 2024-11-08 17:55:06.995687 INFO::Fitting model to feature number 794, F825
## 2024-11-08 17:55:06.996801 INFO::Fitting model to feature number 795, F826
## 2024-11-08 17:55:06.997891 INFO::Fitting model to feature number 796, F827
## 2024-11-08 17:55:06.998977 INFO::Fitting model to feature number 797, F828
## 2024-11-08 17:55:07.000053 INFO::Fitting model to feature number 798, F829
## 2024-11-08 17:55:07.001122 INFO::Fitting model to feature number 799, F830
## 2024-11-08 17:55:07.01755 INFO::Fitting model to feature number 800, F831
## 2024-11-08 17:55:07.018993 INFO::Fitting model to feature number 801, F832
## 2024-11-08 17:55:07.020179 INFO::Fitting model to feature number 802, F833
## 2024-11-08 17:55:07.021307 INFO::Fitting model to feature number 803, F834
## 2024-11-08 17:55:07.02242 INFO::Fitting model to feature number 804, F835
## 2024-11-08 17:55:07.023518 INFO::Fitting model to feature number 805, F836
## 2024-11-08 17:55:07.024616 INFO::Fitting model to feature number 806, F837
## 2024-11-08 17:55:07.02571 INFO::Fitting model to feature number 807, F838
## 2024-11-08 17:55:07.026794 INFO::Fitting model to feature number 808, F839
## 2024-11-08 17:55:07.027917 INFO::Fitting model to feature number 809, F840
## 2024-11-08 17:55:07.029032 INFO::Fitting model to feature number 810, F841
## 2024-11-08 17:55:07.03055 INFO::Fitting model to feature number 811, F842
## 2024-11-08 17:55:07.03182 INFO::Fitting model to feature number 812, F843
## 2024-11-08 17:55:07.032912 INFO::Fitting model to feature number 813, F844
## 2024-11-08 17:55:07.033994 INFO::Fitting model to feature number 814, F845
## 2024-11-08 17:55:07.03502 INFO::Fitting model to feature number 815, F846
## 2024-11-08 17:55:07.036029 INFO::Fitting model to feature number 816, F847
## 2024-11-08 17:55:07.037022 INFO::Fitting model to feature number 817, F848
## 2024-11-08 17:55:07.038025 INFO::Fitting model to feature number 818, F849
## 2024-11-08 17:55:07.039043 INFO::Fitting model to feature number 819, F850
## 2024-11-08 17:55:07.04007 INFO::Fitting model to feature number 820, F851
## 2024-11-08 17:55:07.041073 INFO::Fitting model to feature number 821, F852
## 2024-11-08 17:55:07.042067 INFO::Fitting model to feature number 822, F853
## 2024-11-08 17:55:07.043047 INFO::Fitting model to feature number 823, F854
## 2024-11-08 17:55:07.044038 INFO::Fitting model to feature number 824, F855
## 2024-11-08 17:55:07.045019 INFO::Fitting model to feature number 825, F856
## 2024-11-08 17:55:07.04602 INFO::Fitting model to feature number 826, F857
## 2024-11-08 17:55:07.047029 INFO::Fitting model to feature number 827, F858
## 2024-11-08 17:55:07.048027 INFO::Fitting model to feature number 828, F859
## 2024-11-08 17:55:07.049019 INFO::Fitting model to feature number 829, F860
## 2024-11-08 17:55:07.050022 INFO::Fitting model to feature number 830, F861
## 2024-11-08 17:55:07.050989 INFO::Fitting model to feature number 831, F862
## 2024-11-08 17:55:07.051994 INFO::Fitting model to feature number 832, F863
## 2024-11-08 17:55:07.053004 INFO::Fitting model to feature number 833, F864
## 2024-11-08 17:55:07.054013 INFO::Fitting model to feature number 834, F865
## 2024-11-08 17:55:07.055019 INFO::Fitting model to feature number 835, F866
## 2024-11-08 17:55:07.056049 INFO::Fitting model to feature number 836, F867
## 2024-11-08 17:55:07.057072 INFO::Fitting model to feature number 837, F868
## 2024-11-08 17:55:07.058074 INFO::Fitting model to feature number 838, F869
## 2024-11-08 17:55:07.059023 INFO::Fitting model to feature number 839, F870
## 2024-11-08 17:55:07.059969 INFO::Fitting model to feature number 840, F871
## 2024-11-08 17:55:07.060909 INFO::Fitting model to feature number 841, F872
## 2024-11-08 17:55:07.061868 INFO::Fitting model to feature number 842, F873
## 2024-11-08 17:55:07.062803 INFO::Fitting model to feature number 843, F874
## 2024-11-08 17:55:07.063743 INFO::Fitting model to feature number 844, F875
## 2024-11-08 17:55:07.064707 INFO::Fitting model to feature number 845, F876
## 2024-11-08 17:55:07.065666 INFO::Fitting model to feature number 846, F877
## 2024-11-08 17:55:07.066601 INFO::Fitting model to feature number 847, F878
## 2024-11-08 17:55:07.067548 INFO::Fitting model to feature number 848, F879
## 2024-11-08 17:55:07.068568 INFO::Fitting model to feature number 849, F880
## 2024-11-08 17:55:07.06953 INFO::Fitting model to feature number 850, F881
## 2024-11-08 17:55:07.07047 INFO::Fitting model to feature number 851, F882
## 2024-11-08 17:55:07.071422 INFO::Fitting model to feature number 852, F883
## 2024-11-08 17:55:07.072378 INFO::Fitting model to feature number 853, F884
## 2024-11-08 17:55:07.073323 INFO::Fitting model to feature number 854, F885
## 2024-11-08 17:55:07.074268 INFO::Fitting model to feature number 855, F886
## 2024-11-08 17:55:07.075217 INFO::Fitting model to feature number 856, F887
## 2024-11-08 17:55:07.076159 INFO::Fitting model to feature number 857, F888
## 2024-11-08 17:55:07.077106 INFO::Fitting model to feature number 858, F889
## 2024-11-08 17:55:07.078055 INFO::Fitting model to feature number 859, F890
## 2024-11-08 17:55:07.078988 INFO::Fitting model to feature number 860, F891
## 2024-11-08 17:55:07.079936 INFO::Fitting model to feature number 861, F892
## 2024-11-08 17:55:07.08091 INFO::Fitting model to feature number 862, F893
## 2024-11-08 17:55:07.081861 INFO::Fitting model to feature number 863, F894
## 2024-11-08 17:55:07.082821 INFO::Fitting model to feature number 864, F895
## 2024-11-08 17:55:07.083776 INFO::Fitting model to feature number 865, F896
## 2024-11-08 17:55:07.084733 INFO::Fitting model to feature number 866, F897
## 2024-11-08 17:55:07.08569 INFO::Fitting model to feature number 867, F898
## 2024-11-08 17:55:07.086639 INFO::Fitting model to feature number 868, F899
## 2024-11-08 17:55:07.087604 INFO::Fitting model to feature number 869, F900
## 2024-11-08 17:55:07.137534 INFO::Counting total values for each feature
## 2024-11-08 17:55:07.17547 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2024-11-08 17:55:07.215505 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2024-11-08 17:55:07.256822 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2024-11-08 17:55:07.299234 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2024-11-08 17:55:07.322924 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2024-11-08 17:55:07.341849 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2024-11-08 17:55:07.350466 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
## 2024-11-08 17:55:07.354611 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2024-11-08 17:55:07.361615 INFO::Plotting associations from most to least significant, grouped by metadata
## 2024-11-08 17:55:07.362126 INFO::Plotting data for metadata number 1, diagnosis
## 2024-11-08 17:55:07.378719 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2024-11-08 17:55:07.489622 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2024-11-08 17:55:07.562961 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2024-11-08 17:55:07.617067 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2024-11-08 17:55:07.670914 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2024-11-08 17:55:07.724979 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2024-11-08 17:55:07.778692 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2024-11-08 17:55:07.837894 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2024-11-08 17:55:07.890351 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2024-11-08 17:55:07.944393 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2024-11-08 17:55:07.998376 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2024-11-08 17:55:08.052842 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2024-11-08 17:55:08.112355 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2024-11-08 17:55:08.165281 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2024-11-08 17:55:08.220671 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2024-11-08 17:55:08.27742 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2024-11-08 17:55:08.332091 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2024-11-08 17:55:08.390561 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2024-11-08 17:55:08.44399 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2024-11-08 17:55:08.498678 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2024-11-08 17:55:08.554169 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2024-11-08 17:55:08.608685 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2024-11-08 17:55:08.668339 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2024-11-08 17:55:08.722504 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2024-11-08 17:55:08.777525 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2024-11-08 17:55:08.833166 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2024-11-08 17:55:08.890355 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2024-11-08 17:55:08.980316 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2024-11-08 17:55:09.034502 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2024-11-08 17:55:09.088498 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2024-11-08 17:55:09.142099 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2024-11-08 17:55:09.196558 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2024-11-08 17:55:09.259907 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2024-11-08 17:55:09.315899 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2024-11-08 17:55:09.371783 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2024-11-08 17:55:09.425733 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2024-11-08 17:55:09.477672 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2024-11-08 17:55:09.533314 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2024-11-08 17:55:09.582277 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2024-11-08 17:55:09.631293 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2024-11-08 17:55:09.67944 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2024-11-08 17:55:09.727605 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2024-11-08 17:55:09.783146 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2024-11-08 17:55:09.830826 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2024-11-08 17:55:09.879035 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2024-11-08 17:55:09.927444 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2024-11-08 17:55:09.97565 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2024-11-08 17:55:10.031142 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2024-11-08 17:55:10.079518 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2024-11-08 17:55:10.127472 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2024-11-08 17:55:10.176464 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2024-11-08 17:55:10.227836 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2024-11-08 17:55:10.28233 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2024-11-08 17:55:10.327654 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2024-11-08 17:55:10.375709 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2024-11-08 17:55:10.425941 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2024-11-08 17:55:10.474111 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2024-11-08 17:55:10.529043 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2024-11-08 17:55:10.577218 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2024-11-08 17:55:10.625449 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2024-11-08 17:55:10.674613 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2024-11-08 17:55:10.724044 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2024-11-08 17:55:10.779558 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2024-11-08 17:55:10.828405 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2024-11-08 17:55:10.876751 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2024-11-08 17:55:10.925763 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2024-11-08 17:55:10.97401 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2024-11-08 17:55:11.028206 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2024-11-08 17:55:11.076175 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2024-11-08 17:55:11.124742 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2024-11-08 17:55:11.173631 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2024-11-08 17:55:11.222354 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2024-11-08 17:55:11.277485 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2024-11-08 17:55:11.32639 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2024-11-08 17:55:11.375692 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2024-11-08 17:55:11.424468 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2024-11-08 17:55:11.473174 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2024-11-08 17:55:11.528554 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2024-11-08 17:55:11.576205 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2024-11-08 17:55:11.624178 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2024-11-08 17:55:11.672307 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2024-11-08 17:55:11.720244 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2024-11-08 17:55:11.776632 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2024-11-08 17:55:11.825763 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2024-11-08 17:55:11.873934 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2024-11-08 17:55:11.922746 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2024-11-08 17:55:11.97162 INFO::Creating boxplot for categorical data, diagnosis vs F1
## 2024-11-08 17:55:12.026039 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2024-11-08 17:55:12.07381 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2024-11-08 17:55:12.122052 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2024-11-08 17:55:12.171523 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2024-11-08 17:55:12.220006 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2024-11-08 17:55:12.274481 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2024-11-08 17:55:12.321665 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2024-11-08 17:55:12.370043 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2024-11-08 17:55:12.419332 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2024-11-08 17:55:12.46894 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2024-11-08 17:55:12.525487 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2024-11-08 17:55:12.575101 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2024-11-08 17:55:12.625315 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2024-11-08 17:55:12.675298 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2024-11-08 17:55:12.72699 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2024-11-08 17:55:12.781091 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2024-11-08 17:55:12.828248 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2024-11-08 17:55:12.876081 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2024-11-08 17:55:12.925065 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2024-11-08 17:55:12.974942 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2024-11-08 17:55:13.033007 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2024-11-08 17:55:13.080585 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2024-11-08 17:55:13.128737 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2024-11-08 17:55:13.177675 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2024-11-08 17:55:13.226109 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2024-11-08 17:55:13.280379 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2024-11-08 17:55:13.328444 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2024-11-08 17:55:13.379362 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2024-11-08 17:55:13.433708 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2024-11-08 17:55:13.483292 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2024-11-08 17:55:13.538601 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2024-11-08 17:55:13.587349 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2024-11-08 17:55:13.635983 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2024-11-08 17:55:13.684913 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2024-11-08 17:55:13.741493 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2024-11-08 17:55:13.793022 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2024-11-08 17:55:13.847333 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2024-11-08 17:55:13.899401 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2024-11-08 17:55:13.94877 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2024-11-08 17:55:14.005696 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2024-11-08 17:55:14.055117 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2024-11-08 17:55:14.104892 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2024-11-08 17:55:14.156039 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2024-11-08 17:55:14.210705 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2024-11-08 17:55:14.306105 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2024-11-08 17:55:14.357698 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2024-11-08 17:55:14.409311 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2024-11-08 17:55:14.465112 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2024-11-08 17:55:14.521138 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2024-11-08 17:55:14.584673 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2024-11-08 17:55:14.635235 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2024-11-08 17:55:14.686621 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2024-11-08 17:55:14.74127 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2024-11-08 17:55:14.797149 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2024-11-08 17:55:14.86097 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2024-11-08 17:55:14.916429 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2024-11-08 17:55:14.971561 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2024-11-08 17:55:15.026341 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2024-11-08 17:55:15.078964 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2024-11-08 17:55:15.141747 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2024-11-08 17:55:15.199004 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2024-11-08 17:55:15.250349 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2024-11-08 17:55:15.302717 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2024-11-08 17:55:15.354979 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2024-11-08 17:55:15.414763 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2024-11-08 17:55:15.467235 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2024-11-08 17:55:15.517549 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2024-11-08 17:55:15.56863 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2024-11-08 17:55:15.619461 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2024-11-08 17:55:15.67972 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2024-11-08 17:55:15.731879 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2024-11-08 17:55:15.782475 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2024-11-08 17:55:15.833944 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2024-11-08 17:55:15.884894 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2024-11-08 17:55:15.945559 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2024-11-08 17:55:15.998314 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2024-11-08 17:55:16.048707 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2024-11-08 17:55:16.096691 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2024-11-08 17:55:16.14556 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2024-11-08 17:55:16.201328 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2024-11-08 17:55:16.250238 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2024-11-08 17:55:16.298168 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2024-11-08 17:55:16.347381 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2024-11-08 17:55:16.395425 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2024-11-08 17:55:16.451734 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2024-11-08 17:55:16.505192 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2024-11-08 17:55:16.558768 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2024-11-08 17:55:16.611499 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2024-11-08 17:55:16.663455 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2024-11-08 17:55:16.722836 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2024-11-08 17:55:16.774598 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2024-11-08 17:55:16.823748 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2024-11-08 17:55:16.875426 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2024-11-08 17:55:16.925423 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2024-11-08 17:55:16.98718 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2024-11-08 17:55:17.041708 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2024-11-08 17:55:17.095641 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2024-11-08 17:55:17.147622 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2024-11-08 17:55:17.198003 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2024-11-08 17:55:17.255689 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2024-11-08 17:55:17.305318 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2024-11-08 17:55:17.355188 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2024-11-08 17:55:17.406187 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2024-11-08 17:55:17.456611 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2024-11-08 17:55:17.521791 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2024-11-08 17:55:17.577298 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2024-11-08 17:55:17.631632 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2024-11-08 17:55:17.685425 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2024-11-08 17:55:17.73977 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2024-11-08 17:55:17.80243 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2024-11-08 17:55:17.855534 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2024-11-08 17:55:17.90912 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2024-11-08 17:55:17.963576 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2024-11-08 17:55:18.014333 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2024-11-08 17:55:18.072091 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2024-11-08 17:55:18.121079 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2024-11-08 17:55:18.171501 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2024-11-08 17:55:18.226314 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2024-11-08 17:55:18.282774 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2024-11-08 17:55:18.349504 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2024-11-08 17:55:18.404254 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2024-11-08 17:55:18.457943 INFO::Creating boxplot for categorical data, diagnosis vs F416
## 2024-11-08 17:55:18.511547 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2024-11-08 17:55:18.57148 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2024-11-08 17:55:18.628259 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2024-11-08 17:55:18.682704 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2024-11-08 17:55:18.736311 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2024-11-08 17:55:18.791603 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2024-11-08 17:55:18.856485 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2024-11-08 17:55:18.912037 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2024-11-08 17:55:18.965183 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2024-11-08 17:55:19.018955 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2024-11-08 17:55:19.072512 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2024-11-08 17:55:19.135404 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2024-11-08 17:55:19.189496 INFO::Creating boxplot for categorical data, diagnosis vs F846
## 2024-11-08 17:55:19.245597 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2024-11-08 17:55:19.302746 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2024-11-08 17:55:19.358021 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2024-11-08 17:55:19.423766 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2024-11-08 17:55:19.482036 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2024-11-08 17:55:19.537401 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2024-11-08 17:55:19.592855 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2024-11-08 17:55:19.647808 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2024-11-08 17:55:19.711309 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2024-11-08 17:55:19.767054 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2024-11-08 17:55:19.821047 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2024-11-08 17:55:19.876338 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2024-11-08 17:55:19.929669 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2024-11-08 17:55:20.015704 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2024-11-08 17:55:20.06757 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2024-11-08 17:55:20.115103 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2024-11-08 17:55:20.162954 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2024-11-08 17:55:20.214039 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2024-11-08 17:55:20.276493 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2024-11-08 17:55:20.324405 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2024-11-08 17:55:20.370532 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2024-11-08 17:55:20.416224 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2024-11-08 17:55:20.467932 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2024-11-08 17:55:20.531351 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2024-11-08 17:55:20.583177 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2024-11-08 17:55:20.637243 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2024-11-08 17:55:20.690472 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2024-11-08 17:55:20.743132 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2024-11-08 17:55:20.80463 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2024-11-08 17:55:20.854471 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2024-11-08 17:55:20.904401 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2024-11-08 17:55:20.953047 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2024-11-08 17:55:21.003085 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2024-11-08 17:55:21.065266 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2024-11-08 17:55:21.11244 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2024-11-08 17:55:21.160496 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2024-11-08 17:55:21.211832 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2024-11-08 17:55:21.261045 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2024-11-08 17:55:21.323857 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2024-11-08 17:55:21.373863 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2024-11-08 17:55:21.42304 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2024-11-08 17:55:21.473123 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2024-11-08 17:55:21.524125 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2024-11-08 17:55:21.589266 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2024-11-08 17:55:21.641386 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2024-11-08 17:55:21.69026 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2024-11-08 17:55:21.739472 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2024-11-08 17:55:21.788093 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2024-11-08 17:55:21.849462 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2024-11-08 17:55:21.900299 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2024-11-08 17:55:21.94985 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2024-11-08 17:55:21.99931 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2024-11-08 17:55:22.049318 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2024-11-08 17:55:22.112595 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2024-11-08 17:55:22.163128 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2024-11-08 17:55:22.213142 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2024-11-08 17:55:22.263099 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2024-11-08 17:55:22.313658 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2024-11-08 17:55:22.381761 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2024-11-08 17:55:22.436018 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2024-11-08 17:55:22.488328 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2024-11-08 17:55:22.543691 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2024-11-08 17:55:22.595952 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2024-11-08 17:55:22.662253 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2024-11-08 17:55:22.715318 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2024-11-08 17:55:22.769136 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2024-11-08 17:55:22.822841 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2024-11-08 17:55:22.881612 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2024-11-08 17:55:22.942273 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2024-11-08 17:55:22.995946 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2024-11-08 17:55:23.048613 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2024-11-08 17:55:23.101114 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2024-11-08 17:55:23.16367 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2024-11-08 17:55:23.222758 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2024-11-08 17:55:23.275562 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2024-11-08 17:55:23.328586 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2024-11-08 17:55:23.380908 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2024-11-08 17:55:23.441129 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2024-11-08 17:55:23.491035 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2024-11-08 17:55:23.537344 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2024-11-08 17:55:23.585331 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2024-11-08 17:55:23.631436 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2024-11-08 17:55:23.689856 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2024-11-08 17:55:23.740568 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2024-11-08 17:55:23.789924 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2024-11-08 17:55:23.84089 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2024-11-08 17:55:23.892385 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2024-11-08 17:55:23.954131 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2024-11-08 17:55:24.002914 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2024-11-08 17:55:24.0516 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2024-11-08 17:55:24.099607 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2024-11-08 17:55:24.14924 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2024-11-08 17:55:24.210463 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2024-11-08 17:55:24.261019 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2024-11-08 17:55:24.312624 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2024-11-08 17:55:24.362964 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2024-11-08 17:55:24.412611 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2024-11-08 17:55:24.473053 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2024-11-08 17:55:24.524388 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2024-11-08 17:55:24.57497 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2024-11-08 17:55:24.624902 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2024-11-08 17:55:24.678532 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2024-11-08 17:55:24.747682 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2024-11-08 17:55:24.802948 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2024-11-08 17:55:24.858459 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2024-11-08 17:55:24.912755 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2024-11-08 17:55:24.97962 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2024-11-08 17:55:25.037518 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2024-11-08 17:55:25.092887 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2024-11-08 17:55:25.148523 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2024-11-08 17:55:25.201945 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2024-11-08 17:55:25.267508 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2024-11-08 17:55:25.318404 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2024-11-08 17:55:25.367255 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2024-11-08 17:55:25.419418 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2024-11-08 17:55:25.472573 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2024-11-08 17:55:25.828417 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2024-11-08 17:55:25.876789 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2024-11-08 17:55:25.926925 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2024-11-08 17:55:25.982019 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2024-11-08 17:55:26.042444 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2024-11-08 17:55:26.103974 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2024-11-08 17:55:26.157395 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2024-11-08 17:55:26.212578 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2024-11-08 17:55:26.266403 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2024-11-08 17:55:26.321993 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2024-11-08 17:55:26.382162 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2024-11-08 17:55:26.437865 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2024-11-08 17:55:26.494218 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2024-11-08 17:55:26.548885 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2024-11-08 17:55:26.603413 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2024-11-08 17:55:26.663045 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2024-11-08 17:55:26.717653 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2024-11-08 17:55:26.772132 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2024-11-08 17:55:26.826708 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2024-11-08 17:55:26.878021 INFO::Creating boxplot for categorical data, diagnosis vs F59
## 2024-11-08 17:55:26.927354 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2024-11-08 17:55:26.972424 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2024-11-08 17:55:27.01796 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2024-11-08 17:55:27.063101 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2024-11-08 17:55:27.109124 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2024-11-08 17:55:27.159101 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2024-11-08 17:55:27.204549 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2024-11-08 17:55:27.249115 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2024-11-08 17:55:27.296237 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2024-11-08 17:55:27.344105 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2024-11-08 17:55:27.39655 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2024-11-08 17:55:27.442853 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2024-11-08 17:55:27.489317 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2024-11-08 17:55:27.535139 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2024-11-08 17:55:27.582344 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2024-11-08 17:55:27.636779 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2024-11-08 17:55:27.685134 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2024-11-08 17:55:27.736092 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2024-11-08 17:55:27.785315 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2024-11-08 17:55:27.833659 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2024-11-08 17:55:27.886816 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2024-11-08 17:55:27.93519 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2024-11-08 17:55:27.984266 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2024-11-08 17:55:28.034089 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2024-11-08 17:55:28.083287 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2024-11-08 17:55:28.137786 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2024-11-08 17:55:28.187754 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2024-11-08 17:55:28.237896 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2024-11-08 17:55:28.288686 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2024-11-08 17:55:28.339741 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2024-11-08 17:55:28.391782 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2024-11-08 17:55:28.438973 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2024-11-08 17:55:28.485768 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2024-11-08 17:55:28.536871 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2024-11-08 17:55:28.590025 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2024-11-08 17:55:28.644843 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2024-11-08 17:55:28.69421 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2024-11-08 17:55:28.742462 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2024-11-08 17:55:28.791969 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2024-11-08 17:55:28.84128 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2024-11-08 17:55:28.895826 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2024-11-08 17:55:28.944728 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2024-11-08 17:55:28.99335 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2024-11-08 17:55:29.042775 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2024-11-08 17:55:29.094305 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2024-11-08 17:55:29.148425 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2024-11-08 17:55:29.196274 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2024-11-08 17:55:29.244538 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2024-11-08 17:55:29.307123 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2024-11-08 17:55:29.357901 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2024-11-08 17:55:29.413995 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2024-11-08 17:55:29.46399 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2024-11-08 17:55:29.511706 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2024-11-08 17:55:29.561245 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2024-11-08 17:55:29.610764 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2024-11-08 17:55:29.664111 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2024-11-08 17:55:29.712144 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2024-11-08 17:55:29.761079 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2024-11-08 17:55:29.809656 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2024-11-08 17:55:29.858912 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2024-11-08 17:55:29.912745 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2024-11-08 17:55:29.960412 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2024-11-08 17:55:30.03605 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2024-11-08 17:55:30.086334 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2024-11-08 17:55:30.135681 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2024-11-08 17:55:30.18906 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2024-11-08 17:55:30.237602 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2024-11-08 17:55:30.286397 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2024-11-08 17:55:30.337356 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2024-11-08 17:55:30.391041 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2024-11-08 17:55:30.449028 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2024-11-08 17:55:30.500543 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2024-11-08 17:55:30.554556 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2024-11-08 17:55:30.607431 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2024-11-08 17:55:30.666431 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2024-11-08 17:55:30.719857 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2024-11-08 17:55:30.772378 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2024-11-08 17:55:30.824994 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2024-11-08 17:55:30.878516 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2024-11-08 17:55:30.937087 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2024-11-08 17:55:30.989556 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2024-11-08 17:55:31.041947 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2024-11-08 17:55:31.097343 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2024-11-08 17:55:31.151794 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2024-11-08 17:55:31.238293 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2024-11-08 17:55:31.294107 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2024-11-08 17:55:31.347477 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2024-11-08 17:55:31.402853 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2024-11-08 17:55:31.457827 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2024-11-08 17:55:31.521812 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2024-11-08 17:55:31.576578 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2024-11-08 17:55:31.630402 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2024-11-08 17:55:31.68564 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2024-11-08 17:55:31.739377 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2024-11-08 17:55:31.804109 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2024-11-08 17:55:31.860967 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2024-11-08 17:55:31.917271 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2024-11-08 17:55:31.974061 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2024-11-08 17:55:32.028909 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2024-11-08 17:55:32.094392 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2024-11-08 17:55:32.150893 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2024-11-08 17:55:32.203824 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2024-11-08 17:55:32.257563 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2024-11-08 17:55:32.311837 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2024-11-08 17:55:32.3766 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2024-11-08 17:55:32.432554 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2024-11-08 17:55:32.485748 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2024-11-08 17:55:32.538578 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2024-11-08 17:55:32.590304 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2024-11-08 17:55:32.651734 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2024-11-08 17:55:32.705966 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2024-11-08 17:55:32.756349 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2024-11-08 17:55:32.806686 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2024-11-08 17:55:32.856424 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2024-11-08 17:55:32.919314 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2024-11-08 17:55:32.97236 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2024-11-08 17:55:33.02379 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2024-11-08 17:55:33.07858 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2024-11-08 17:55:33.126197 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2024-11-08 17:55:33.189409 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2024-11-08 17:55:33.243357 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2024-11-08 17:55:33.293671 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2024-11-08 17:55:33.344917 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2024-11-08 17:55:33.395624 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2024-11-08 17:55:33.455688 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2024-11-08 17:55:33.506622 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2024-11-08 17:55:33.557263 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2024-11-08 17:55:33.606711 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2024-11-08 17:55:33.657322 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2024-11-08 17:55:33.716693 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2024-11-08 17:55:33.770261 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2024-11-08 17:55:33.821439 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2024-11-08 17:55:33.871675 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2024-11-08 17:55:33.922874 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2024-11-08 17:55:33.982031 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2024-11-08 17:55:34.032456 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2024-11-08 17:55:34.081912 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2024-11-08 17:55:34.131875 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2024-11-08 17:55:34.181801 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2024-11-08 17:55:34.240847 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2024-11-08 17:55:34.291112 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2024-11-08 17:55:34.340331 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2024-11-08 17:55:34.390467 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2024-11-08 17:55:34.440963 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2024-11-08 17:55:34.50112 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2024-11-08 17:55:34.550481 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2024-11-08 17:55:34.598889 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2024-11-08 17:55:34.648192 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2024-11-08 17:55:34.698532 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2024-11-08 17:55:34.759013 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2024-11-08 17:55:34.808119 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2024-11-08 17:55:34.857708 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2024-11-08 17:55:34.907791 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2024-11-08 17:55:34.958467 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2024-11-08 17:55:35.01811 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2024-11-08 17:55:35.068026 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2024-11-08 17:55:35.117765 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2024-11-08 17:55:35.167365 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2024-11-08 17:55:35.217309 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2024-11-08 17:55:35.276135 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2024-11-08 17:55:35.325452 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2024-11-08 17:55:35.376578 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2024-11-08 17:55:35.42653 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2024-11-08 17:55:35.477435 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2024-11-08 17:55:35.53738 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2024-11-08 17:55:35.586024 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2024-11-08 17:55:35.635871 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2024-11-08 17:55:35.685145 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2024-11-08 17:55:35.744989 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2024-11-08 17:55:35.794056 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2024-11-08 17:55:35.842571 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2024-11-08 17:55:35.89141 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2024-11-08 17:55:35.940792 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2024-11-08 17:55:35.998819 INFO::Creating boxplot for categorical data, diagnosis vs F843
## 2024-11-08 17:55:36.047149 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2024-11-08 17:55:36.09556 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2024-11-08 17:55:36.143018 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2024-11-08 17:55:36.190378 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2024-11-08 17:55:36.248142 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2024-11-08 17:55:36.29657 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2024-11-08 17:55:36.344122 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2024-11-08 17:55:36.392513 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2024-11-08 17:55:36.441324 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2024-11-08 17:55:36.49895 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2024-11-08 17:55:36.546312 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2024-11-08 17:55:36.593148 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2024-11-08 17:55:36.641648 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2024-11-08 17:55:36.690499 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2024-11-08 17:55:36.780893 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2024-11-08 17:55:36.830189 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2024-11-08 17:55:36.878751 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2024-11-08 17:55:36.934401 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2024-11-08 17:55:36.99272 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2024-11-08 17:55:37.051559 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2024-11-08 17:55:37.101552 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2024-11-08 17:55:37.151358 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2024-11-08 17:55:37.200662 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2024-11-08 17:55:37.248914 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2024-11-08 17:55:37.309357 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2024-11-08 17:55:37.914641 INFO::Plotting data for metadata number 2, antibiotics
## 2024-11-08 17:55:37.915478 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2024-11-08 17:55:37.967952 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2024-11-08 17:55:38.020094 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2024-11-08 17:55:38.072757 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2024-11-08 17:55:38.125105 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2024-11-08 17:55:38.186398 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2024-11-08 17:55:38.239541 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2024-11-08 17:55:38.29252 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2024-11-08 17:55:38.345782 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2024-11-08 17:55:38.407281 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2024-11-08 17:55:38.46143 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2024-11-08 17:55:38.513942 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2024-11-08 17:55:38.566575 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2024-11-08 17:55:38.618414 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2024-11-08 17:55:38.679096 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2024-11-08 17:55:38.732832 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2024-11-08 17:55:38.785239 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2024-11-08 17:55:38.837923 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2024-11-08 17:55:38.890177 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2024-11-08 17:55:38.949039 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2024-11-08 17:55:38.999617 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2024-11-08 17:55:39.047889 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2024-11-08 17:55:39.095874 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2024-11-08 17:55:39.151018 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2024-11-08 17:55:39.201041 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2024-11-08 17:55:39.25033 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2024-11-08 17:55:39.301794 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2024-11-08 17:55:39.350988 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2024-11-08 17:55:39.411076 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2024-11-08 17:55:39.463868 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2024-11-08 17:55:39.516032 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2024-11-08 17:55:39.568418 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2024-11-08 17:55:39.620749 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2024-11-08 17:55:39.682037 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2024-11-08 17:55:39.734946 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2024-11-08 17:55:39.789331 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2024-11-08 17:55:39.84604 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2024-11-08 17:55:39.913582 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2024-11-08 17:55:39.968191 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2024-11-08 17:55:40.02082 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2024-11-08 17:55:40.075174 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2024-11-08 17:55:40.128712 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2024-11-08 17:55:40.191246 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2024-11-08 17:55:40.244965 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2024-11-08 17:55:40.297909 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2024-11-08 17:55:40.351161 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2024-11-08 17:55:40.41353 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2024-11-08 17:55:40.467892 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2024-11-08 17:55:40.521745 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2024-11-08 17:55:40.576108 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2024-11-08 17:55:40.629592 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2024-11-08 17:55:40.69187 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2024-11-08 17:55:40.747449 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2024-11-08 17:55:40.806132 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2024-11-08 17:55:40.864968 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2024-11-08 17:55:40.933156 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2024-11-08 17:55:40.993277 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2024-11-08 17:55:41.051632 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2024-11-08 17:55:41.11001 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2024-11-08 17:55:41.169302 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2024-11-08 17:55:41.234326 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2024-11-08 17:55:41.286412 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2024-11-08 17:55:41.338355 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2024-11-08 17:55:41.390155 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2024-11-08 17:55:41.449403 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2024-11-08 17:55:41.502566 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2024-11-08 17:55:41.554766 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2024-11-08 17:55:41.607494 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2024-11-08 17:55:41.660577 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2024-11-08 17:55:41.722155 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2024-11-08 17:55:41.775698 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2024-11-08 17:55:41.828518 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2024-11-08 17:55:41.882051 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2024-11-08 17:55:41.943076 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2024-11-08 17:55:41.997283 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2024-11-08 17:55:42.050974 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2024-11-08 17:55:42.105796 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2024-11-08 17:55:42.192354 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2024-11-08 17:55:42.257091 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2024-11-08 17:55:42.31263 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2024-11-08 17:55:42.36562 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2024-11-08 17:55:42.418166 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2024-11-08 17:55:42.48254 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2024-11-08 17:55:42.539328 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2024-11-08 17:55:42.594605 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2024-11-08 17:55:42.648069 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2024-11-08 17:55:42.700615 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2024-11-08 17:55:42.76525 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2024-11-08 17:55:42.820104 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2024-11-08 17:55:42.873823 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2024-11-08 17:55:42.925931 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2024-11-08 17:55:42.986707 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2024-11-08 17:55:43.04717 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2024-11-08 17:55:43.100931 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2024-11-08 17:55:43.154903 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2024-11-08 17:55:43.209134 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2024-11-08 17:55:43.275117 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2024-11-08 17:55:43.327849 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2024-11-08 17:55:43.380177 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2024-11-08 17:55:43.431692 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2024-11-08 17:55:43.484168 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2024-11-08 17:55:43.552309 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2024-11-08 17:55:43.607499 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2024-11-08 17:55:43.661229 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2024-11-08 17:55:43.713859 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2024-11-08 17:55:43.777259 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2024-11-08 17:55:43.82774 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2024-11-08 17:55:43.877611 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2024-11-08 17:55:43.927132 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2024-11-08 17:55:43.978518 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2024-11-08 17:55:44.047747 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2024-11-08 17:55:44.101618 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2024-11-08 17:55:44.154656 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2024-11-08 17:55:44.206291 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2024-11-08 17:55:44.265395 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2024-11-08 17:55:44.336433 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2024-11-08 17:55:44.393493 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2024-11-08 17:55:44.450604 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2024-11-08 17:55:44.508074 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2024-11-08 17:55:44.578728 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2024-11-08 17:55:44.63973 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2024-11-08 17:55:44.699655 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2024-11-08 17:55:44.758444 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2024-11-08 17:55:44.816081 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2024-11-08 17:55:44.882717 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2024-11-08 17:55:44.938863 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2024-11-08 17:55:44.993919 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2024-11-08 17:55:45.051383 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2024-11-08 17:55:45.120232 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2024-11-08 17:55:45.182625 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2024-11-08 17:55:45.244031 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2024-11-08 17:55:45.302071 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2024-11-08 17:55:45.359123 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2024-11-08 17:55:45.42521 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2024-11-08 17:55:45.482421 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2024-11-08 17:55:45.541251 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2024-11-08 17:55:45.596731 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2024-11-08 17:55:45.667364 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2024-11-08 17:55:45.727995 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2024-11-08 17:55:45.787716 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2024-11-08 17:55:45.846345 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2024-11-08 17:55:45.906206 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2024-11-08 17:55:45.976215 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2024-11-08 17:55:46.0348 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2024-11-08 17:55:46.094816 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2024-11-08 17:55:46.1522 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2024-11-08 17:55:46.222125 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2024-11-08 17:55:46.280806 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2024-11-08 17:55:46.339532 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2024-11-08 17:55:46.399824 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2024-11-08 17:55:46.457698 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2024-11-08 17:55:46.528504 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2024-11-08 17:55:46.586889 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2024-11-08 17:55:46.64442 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2024-11-08 17:55:46.702024 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2024-11-08 17:55:46.773255 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2024-11-08 17:55:46.83219 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2024-11-08 17:55:46.889676 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2024-11-08 17:55:46.94501 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2024-11-08 17:55:46.999793 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2024-11-08 17:55:47.070424 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2024-11-08 17:55:47.128198 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2024-11-08 17:55:47.186286 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2024-11-08 17:55:47.246377 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2024-11-08 17:55:47.314278 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2024-11-08 17:55:47.369622 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2024-11-08 17:55:47.428994 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2024-11-08 17:55:47.489019 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2024-11-08 17:55:47.556747 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2024-11-08 17:55:47.619218 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2024-11-08 17:55:47.674532 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2024-11-08 17:55:47.724465 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2024-11-08 17:55:47.774352 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2024-11-08 17:55:47.885054 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2024-11-08 17:55:47.945481 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2024-11-08 17:55:48.006103 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2024-11-08 17:55:48.07478 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2024-11-08 17:55:48.14611 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2024-11-08 17:55:48.223036 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2024-11-08 17:55:48.285836 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2024-11-08 17:55:48.345407 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2024-11-08 17:55:48.398656 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2024-11-08 17:55:48.468311 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2024-11-08 17:55:48.536621 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2024-11-08 17:55:48.598391 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2024-11-08 17:55:48.653049 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2024-11-08 17:55:48.70569 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2024-11-08 17:55:48.769391 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2024-11-08 17:55:48.824081 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2024-11-08 17:55:48.879497 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2024-11-08 17:55:48.933276 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2024-11-08 17:55:48.993393 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2024-11-08 17:55:49.052354 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2024-11-08 17:55:49.107274 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2024-11-08 17:55:49.163354 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2024-11-08 17:55:49.217368 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2024-11-08 17:55:49.282745 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2024-11-08 17:55:49.339285 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2024-11-08 17:55:49.394844 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2024-11-08 17:55:49.449739 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2024-11-08 17:55:49.503332 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2024-11-08 17:55:49.568737 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2024-11-08 17:55:49.624502 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2024-11-08 17:55:49.681083 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2024-11-08 17:55:49.734623 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2024-11-08 17:55:49.813983 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2024-11-08 17:55:49.874236 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2024-11-08 17:55:49.934512 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2024-11-08 17:55:49.994998 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2024-11-08 17:55:50.05358 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2024-11-08 17:55:50.124409 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2024-11-08 17:55:50.186492 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2024-11-08 17:55:50.248226 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2024-11-08 17:55:50.310174 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2024-11-08 17:55:50.38093 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2024-11-08 17:55:50.445818 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2024-11-08 17:55:50.50664 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2024-11-08 17:55:50.565999 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2024-11-08 17:55:50.622868 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2024-11-08 17:55:50.692678 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2024-11-08 17:55:50.75247 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2024-11-08 17:55:50.811798 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2024-11-08 17:55:50.869385 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2024-11-08 17:55:50.928349 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2024-11-08 17:55:50.999885 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2024-11-08 17:55:51.059851 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2024-11-08 17:55:51.11931 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2024-11-08 17:55:51.173289 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2024-11-08 17:55:51.238315 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2024-11-08 17:55:51.293628 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2024-11-08 17:55:51.349133 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2024-11-08 17:55:51.403244 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2024-11-08 17:55:51.457002 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2024-11-08 17:55:51.521492 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2024-11-08 17:55:51.575958 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2024-11-08 17:55:51.637251 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2024-11-08 17:55:51.689714 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2024-11-08 17:55:51.75242 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2024-11-08 17:55:51.805338 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2024-11-08 17:55:51.858509 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2024-11-08 17:55:51.910825 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2024-11-08 17:55:51.964125 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2024-11-08 17:55:52.029223 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2024-11-08 17:55:52.083624 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2024-11-08 17:55:52.137889 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2024-11-08 17:55:52.190485 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2024-11-08 17:55:52.254443 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2024-11-08 17:55:52.309049 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2024-11-08 17:55:52.363874 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2024-11-08 17:55:52.416745 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2024-11-08 17:55:52.469708 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2024-11-08 17:55:52.535247 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2024-11-08 17:55:52.590072 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2024-11-08 17:55:52.645061 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2024-11-08 17:55:52.699047 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2024-11-08 17:55:52.76405 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2024-11-08 17:55:52.81904 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2024-11-08 17:55:52.872798 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2024-11-08 17:55:52.925886 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2024-11-08 17:55:52.978753 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2024-11-08 17:55:53.043331 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2024-11-08 17:55:53.098154 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2024-11-08 17:55:53.153267 INFO::Creating boxplot for categorical data, antibiotics vs F416
## 2024-11-08 17:55:53.206328 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2024-11-08 17:55:53.271534 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2024-11-08 17:55:53.326944 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2024-11-08 17:55:53.381557 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2024-11-08 17:55:53.434672 INFO::Creating boxplot for categorical data, antibiotics vs F846
## 2024-11-08 17:55:53.521129 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2024-11-08 17:55:53.577927 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2024-11-08 17:55:53.632254 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2024-11-08 17:55:53.686481 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2024-11-08 17:55:53.739979 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2024-11-08 17:55:53.807818 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2024-11-08 17:55:53.8631 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2024-11-08 17:55:53.918499 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2024-11-08 17:55:53.974321 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2024-11-08 17:55:54.028585 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2024-11-08 17:55:54.095978 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2024-11-08 17:55:54.149959 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2024-11-08 17:55:54.205577 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2024-11-08 17:55:54.25986 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2024-11-08 17:55:54.325585 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2024-11-08 17:55:54.383026 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2024-11-08 17:55:54.438127 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2024-11-08 17:55:54.493754 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2024-11-08 17:55:54.548074 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2024-11-08 17:55:54.619427 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2024-11-08 17:55:54.679553 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2024-11-08 17:55:54.738505 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2024-11-08 17:55:54.802249 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2024-11-08 17:55:54.860224 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2024-11-08 17:55:54.93571 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2024-11-08 17:55:54.994758 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2024-11-08 17:55:55.054598 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2024-11-08 17:55:55.113081 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2024-11-08 17:55:55.182752 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2024-11-08 17:55:55.238345 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2024-11-08 17:55:55.296022 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2024-11-08 17:55:55.35338 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2024-11-08 17:55:55.410791 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2024-11-08 17:55:55.482922 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2024-11-08 17:55:55.541478 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2024-11-08 17:55:55.598694 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2024-11-08 17:55:55.653529 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2024-11-08 17:55:55.721185 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2024-11-08 17:55:55.77694 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2024-11-08 17:55:55.832657 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2024-11-08 17:55:55.890284 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2024-11-08 17:55:55.945438 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2024-11-08 17:55:56.013164 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2024-11-08 17:55:56.067289 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2024-11-08 17:55:56.122692 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2024-11-08 17:55:56.179046 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2024-11-08 17:55:56.246893 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2024-11-08 17:55:56.31095 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2024-11-08 17:55:56.367343 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2024-11-08 17:55:56.422844 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2024-11-08 17:55:56.477112 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2024-11-08 17:55:56.549767 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2024-11-08 17:55:56.606834 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2024-11-08 17:55:56.667681 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2024-11-08 17:55:56.721147 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2024-11-08 17:55:56.780102 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2024-11-08 17:55:56.842791 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2024-11-08 17:55:56.896331 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2024-11-08 17:55:56.951386 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2024-11-08 17:55:57.008188 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2024-11-08 17:55:57.080396 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2024-11-08 17:55:57.134381 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2024-11-08 17:55:57.191946 INFO::Creating boxplot for categorical data, antibiotics vs F744
## 2024-11-08 17:55:57.250278 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2024-11-08 17:55:57.31618 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2024-11-08 17:55:57.384103 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2024-11-08 17:55:57.442203 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2024-11-08 17:55:57.501817 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2024-11-08 17:55:57.56182 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2024-11-08 17:55:57.635617 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2024-11-08 17:55:57.698372 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2024-11-08 17:55:57.75828 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2024-11-08 17:55:57.815536 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2024-11-08 17:55:57.882011 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2024-11-08 17:55:57.944954 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2024-11-08 17:55:58.002781 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2024-11-08 17:55:58.061242 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2024-11-08 17:55:58.115221 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2024-11-08 17:55:58.185451 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2024-11-08 17:55:58.240169 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2024-11-08 17:55:58.295568 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2024-11-08 17:55:58.35066 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2024-11-08 17:55:58.420552 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2024-11-08 17:55:58.485885 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2024-11-08 17:55:58.540522 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2024-11-08 17:55:58.595212 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2024-11-08 17:55:58.649415 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2024-11-08 17:55:58.719945 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2024-11-08 17:55:58.775462 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2024-11-08 17:55:58.832383 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2024-11-08 17:55:58.889175 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2024-11-08 17:55:58.964601 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2024-11-08 17:55:59.020229 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2024-11-08 17:55:59.075351 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2024-11-08 17:55:59.129416 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2024-11-08 17:55:59.182624 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2024-11-08 17:55:59.576258 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2024-11-08 17:55:59.628172 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2024-11-08 17:55:59.682527 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2024-11-08 17:55:59.743229 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2024-11-08 17:55:59.805632 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2024-11-08 17:55:59.857057 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2024-11-08 17:55:59.909118 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2024-11-08 17:55:59.962748 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2024-11-08 17:56:00.016567 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2024-11-08 17:56:00.075518 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2024-11-08 17:56:00.127488 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2024-11-08 17:56:00.180274 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2024-11-08 17:56:00.234393 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2024-11-08 17:56:00.28857 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2024-11-08 17:56:00.345852 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2024-11-08 17:56:00.397915 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2024-11-08 17:56:00.449837 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2024-11-08 17:56:00.501094 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2024-11-08 17:56:00.554028 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2024-11-08 17:56:00.610779 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2024-11-08 17:56:00.662581 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2024-11-08 17:56:00.71588 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2024-11-08 17:56:00.769857 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2024-11-08 17:56:00.82887 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2024-11-08 17:56:00.883855 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2024-11-08 17:56:00.935069 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2024-11-08 17:56:00.986898 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2024-11-08 17:56:01.038333 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2024-11-08 17:56:01.094617 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2024-11-08 17:56:01.144425 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2024-11-08 17:56:01.195503 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2024-11-08 17:56:01.24915 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2024-11-08 17:56:01.303421 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2024-11-08 17:56:01.360962 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2024-11-08 17:56:01.413027 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2024-11-08 17:56:01.465811 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2024-11-08 17:56:01.519951 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2024-11-08 17:56:01.583048 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2024-11-08 17:56:01.640649 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2024-11-08 17:56:01.699179 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2024-11-08 17:56:01.758541 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2024-11-08 17:56:01.817126 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2024-11-08 17:56:01.881029 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2024-11-08 17:56:01.939318 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2024-11-08 17:56:01.998375 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2024-11-08 17:56:02.057404 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2024-11-08 17:56:02.116034 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2024-11-08 17:56:02.178927 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2024-11-08 17:56:02.235497 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2024-11-08 17:56:02.293454 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2024-11-08 17:56:02.351498 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2024-11-08 17:56:02.415136 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2024-11-08 17:56:02.472105 INFO::Creating boxplot for categorical data, antibiotics vs F672
## 2024-11-08 17:56:02.529482 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2024-11-08 17:56:02.587619 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2024-11-08 17:56:02.646821 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2024-11-08 17:56:02.711557 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2024-11-08 17:56:02.768603 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2024-11-08 17:56:02.830008 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2024-11-08 17:56:02.889293 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2024-11-08 17:56:02.954135 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2024-11-08 17:56:03.006392 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2024-11-08 17:56:03.059194 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2024-11-08 17:56:03.111537 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2024-11-08 17:56:03.16462 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2024-11-08 17:56:03.221445 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2024-11-08 17:56:03.272733 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2024-11-08 17:56:03.323941 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2024-11-08 17:56:03.376269 INFO::Creating boxplot for categorical data, antibiotics vs F754
## 2024-11-08 17:56:03.429547 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2024-11-08 17:56:03.48604 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2024-11-08 17:56:03.538152 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2024-11-08 17:56:03.591405 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2024-11-08 17:56:04.254016 INFO::Plotting data for metadata number 3, age
## 2024-11-08 17:56:04.254736 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.340796 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.420192 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()`).
## 2024-11-08 17:56:04.47971 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.53401 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()`).
## 2024-11-08 17:56:04.597587 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()`).
## 2024-11-08 17:56:04.66077 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.720199 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()`).
## 2024-11-08 17:56:04.784421 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.850173 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:04.909097 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()`).
## 2024-11-08 17:56:04.972312 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()`).
## 2024-11-08 17:56:05.030781 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()`).
## 2024-11-08 17:56:05.123852 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()`).
## 2024-11-08 17:56:05.183131 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()`).
## 2024-11-08 17:56:05.243414 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()`).
## 2024-11-08 17:56:05.302398 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()`).
## 2024-11-08 17:56:05.369892 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()`).
## 2024-11-08 17:56:05.427475 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()`).
## 2024-11-08 17:56:05.48657 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:05.541313 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:05.604935 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()`).
## 2024-11-08 17:56:05.663959 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:05.718156 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()`).
## 2024-11-08 17:56:05.777 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:05.840434 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()`).
## 2024-11-08 17:56:05.899403 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()`).
## 2024-11-08 17:56:05.958249 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()`).
## 2024-11-08 17:56:06.01704 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.079743 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.133751 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.186806 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()`).
## 2024-11-08 17:56:06.246407 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.30543 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()`).
## 2024-11-08 17:56:06.375264 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()`).
## 2024-11-08 17:56:06.433639 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()`).
## 2024-11-08 17:56:06.491479 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()`).
## 2024-11-08 17:56:06.549788 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.613227 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:06.667712 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()`).
## 2024-11-08 17:56:06.726806 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()`).
## 2024-11-08 17:56:06.786286 INFO::Creating scatter plot for continuous data, age vs F296
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-11-08 17:56:06.855451 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()`).
## 2024-11-08 17:56:06.914413 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()`).
## 2024-11-08 17:56:06.972946 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()`).
## 2024-11-08 17:56:07.031491 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()`).
## 2024-11-08 17:56:07.100979 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.157115 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.212247 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()`).
## 2024-11-08 17:56:07.271478 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.336291 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()`).
## 2024-11-08 17:56:07.394446 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()`).
## 2024-11-08 17:56:07.45238 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()`).
## 2024-11-08 17:56:07.510477 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.574467 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()`).
## 2024-11-08 17:56:07.632334 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()`).
## 2024-11-08 17:56:07.690235 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()`).
## 2024-11-08 17:56:07.748283 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()`).
## 2024-11-08 17:56:07.816755 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.870777 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:07.924902 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()`).
## 2024-11-08 17:56:07.982857 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.04616 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.09887 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()`).
## 2024-11-08 17:56:08.155647 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.208953 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()`).
## 2024-11-08 17:56:08.275224 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()`).
## 2024-11-08 17:56:08.331692 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.384462 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.437518 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()`).
## 2024-11-08 17:56:08.5072 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.560207 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()`).
## 2024-11-08 17:56:08.616631 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()`).
## 2024-11-08 17:56:08.679204 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()`).
## 2024-11-08 17:56:08.751134 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:08.808925 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()`).
## 2024-11-08 17:56:08.872557 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()`).
## 2024-11-08 17:56:08.937224 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()`).
## 2024-11-08 17:56:09.01036 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()`).
## 2024-11-08 17:56:09.073124 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.131136 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()`).
## 2024-11-08 17:56:09.193743 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()`).
## 2024-11-08 17:56:09.266091 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()`).
## 2024-11-08 17:56:09.327297 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()`).
## 2024-11-08 17:56:09.388529 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.446824 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.516042 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()`).
## 2024-11-08 17:56:09.576997 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.629833 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.683453 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:09.747047 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()`).
## 2024-11-08 17:56:09.808142 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()`).
## 2024-11-08 17:56:09.869037 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()`).
## 2024-11-08 17:56:09.931712 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()`).
## 2024-11-08 17:56:10.00359 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.060761 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.117214 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.175424 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.287174 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()`).
## 2024-11-08 17:56:10.351282 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.410309 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()`).
## 2024-11-08 17:56:10.479949 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()`).
## 2024-11-08 17:56:10.562042 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.62309 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()`).
## 2024-11-08 17:56:10.689144 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.748627 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:10.807561 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()`).
## 2024-11-08 17:56:10.880481 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()`).
## 2024-11-08 17:56:10.944092 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()`).
## 2024-11-08 17:56:11.006093 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.063169 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.130524 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.190426 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.2485 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.305233 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.372101 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()`).
## 2024-11-08 17:56:11.435918 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.494885 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()`).
## 2024-11-08 17:56:11.556616 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()`).
## 2024-11-08 17:56:11.628039 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()`).
## 2024-11-08 17:56:11.690762 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:11.74834 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()`).
## 2024-11-08 17:56:11.811253 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()`).
## 2024-11-08 17:56:11.884084 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()`).
## 2024-11-08 17:56:11.944422 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()`).
## 2024-11-08 17:56:11.998237 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.047946 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.097458 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()`).
## 2024-11-08 17:56:12.162303 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()`).
## 2024-11-08 17:56:12.218938 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()`).
## 2024-11-08 17:56:12.274942 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.327544 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()`).
## 2024-11-08 17:56:12.393259 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()`).
## 2024-11-08 17:56:12.449918 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()`).
## 2024-11-08 17:56:12.505845 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()`).
## 2024-11-08 17:56:12.561794 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.624094 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()`).
## 2024-11-08 17:56:12.683849 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.737991 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:12.792364 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()`).
## 2024-11-08 17:56:12.861826 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()`).
## 2024-11-08 17:56:12.921091 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()`).
## 2024-11-08 17:56:12.980296 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.034746 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()`).
## 2024-11-08 17:56:13.10442 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()`).
## 2024-11-08 17:56:13.163933 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.218535 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.272956 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()`).
## 2024-11-08 17:56:13.342053 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.397823 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()`).
## 2024-11-08 17:56:13.461983 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()`).
## 2024-11-08 17:56:13.525526 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()`).
## 2024-11-08 17:56:13.600194 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.660331 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()`).
## 2024-11-08 17:56:13.724517 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()`).
## 2024-11-08 17:56:13.78851 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:13.863515 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()`).
## 2024-11-08 17:56:13.934162 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()`).
## 2024-11-08 17:56:14.00456 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:14.069846 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()`).
## 2024-11-08 17:56:14.147196 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## 2024-11-08 17:56:14.207035 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()`).
## 2024-11-08 17:56:14.271095 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()`).
## 2024-11-08 17:56:14.336392 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
## 2024-11-08 17:56:15.142755 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2024-11-08 17:56:15.147041 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2024-11-08 17:56:15.154994 INFO::Writing highly prioritized metabolites in IBD to file: Macarron_output/highly_prioritized_per_module_in_IBD.csv
abundances_df = read.csv(file = prism_abundances, row.names = 1) # setting features as rownames
annotations_df = read.csv(file = prism_annotations, row.names = 1) # setting features as rownames
metadata_df = read.csv(file = prism_metadata, row.names = 1) # setting samples as rownames
taxonomy_df = read.csv(file = mets_taxonomy)
# Running Macarron
prism_prioritized <- Macarron::Macarron(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df,
input_taxonomy = taxonomy_df)
The Macarron::Macarron()
function is a wrapper for the Macarron framework. Users can also apply individual functions on the input dataframes to achieve same results as the wrapper with the added benefit of storing output from each function for other analyses. There are seven steps:
# Step 1: Storing input data in a summarized experiment object
prism_mbx <- prepInput(input_abundances = abundances_df,
input_annotations = annotations_df,
input_metadata = metadata_df)
# Step 2: Creating a distance matrix from pairwise correlations in abundances of metabolic features
prism_w <- makeDisMat(se = prism_mbx)
# Step 3: Finding covariance modules
prism_modules <- findMacMod(se = prism_mbx,
w = prism_w,
input_taxonomy = taxonomy_df)
# The output is a list containing two dataframes- module assignments and measures of success
# if evaluateMOS=TRUE. To write modules to a separate dataframe, do:
prism_module_assignments <- prism_modules[[1]]
prism_modules_mos <- prism_modules[[2]]
# Step 4: Calculating AVA
prism_ava <- calAVA(se = prism_mbx,
mod.assn = prism_modules)
# Step 5: Calculating q-value
prism_qval <- calQval(se = prism_mbx,
mod.assn = prism_modules)
# Step 6: Calculating effect size
prism_es <- calES(se = prism_mbx,
mac.qval = prism_qval)
# Step 7: Prioritizing metabolic features
prism_prioritized <- prioritize(se = prism_mbx,
mod.assn = prism_modules,
mac.ava = prism_ava,
mac.qval = prism_qval,
mac.es = prism_es)
# The output is a list containing two dataframes- all prioritized metabolic features and
# only characterizable metabolic features.
all_prioritized <- prism_prioritized[[1]]
char_prioritized <- prism_prioritized[[2]]
# Step 8 (optional): View only the highly prioritized metabolic features in each module
prism_highly_prioritized <- showBest(prism_prioritized)
Session info from running the demo in R can be displayed with the following command.
sessionInfo()
## R version 4.4.1 (2024-06-14)
## Platform: aarch64-apple-darwin20
## Running under: macOS Ventura 13.6.7
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/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_1.10.0 SummarizedExperiment_1.36.0
## [3] Biobase_2.66.0 GenomicRanges_1.58.0
## [5] GenomeInfoDb_1.42.0 IRanges_2.40.0
## [7] S4Vectors_0.44.0 BiocGenerics_0.52.0
## [9] MatrixGenerics_1.18.0 matrixStats_1.4.1
## [11] BiocStyle_2.34.0
##
## 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_4.4.1 RSQLite_2.3.7 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_0.46.0 labeling_0.4.3
## [19] utf8_1.2.4 rmarkdown_2.29 preprocessCore_1.68.0
## [22] UCSC.utils_1.2.0 bit_4.5.0 xfun_0.49
## [25] zlibbioc_1.52.0 cachem_1.1.0 jsonlite_1.8.9
## [28] blob_1.2.4 DelayedArray_0.32.0 BiocParallel_1.40.0
## [31] psych_2.4.6.26 Maaslin2_1.20.0 parallel_4.4.1
## [34] cluster_2.1.6 biglm_0.9-3 R6_2.5.1
## [37] RColorBrewer_1.1-3 stringi_1.8.4 bslib_0.8.0
## [40] rpart_4.1.23 jquerylib_0.1.4 Rcpp_1.0.13-1
## [43] bookdown_0.41 iterators_1.0.14 knitr_1.49
## [46] WGCNA_1.73 base64enc_0.1-3 Matrix_1.7-1
## [49] splines_4.4.1 nnet_7.3-19 tidyselect_1.2.1
## [52] rstudioapi_0.17.1 abind_1.4-8 yaml_2.3.10
## [55] doParallel_1.0.17 codetools_0.2-20 plyr_1.8.9
## [58] lattice_0.22-6 tibble_3.2.1 withr_3.0.2
## [61] KEGGREST_1.46.0 evaluate_1.0.1 foreign_0.8-87
## [64] survival_3.7-0 getopt_1.20.4 Biostrings_2.74.0
## [67] pillar_1.9.0 BiocManager_1.30.25 checkmate_2.3.2
## [70] foreach_1.5.2 pcaPP_2.0-5 generics_0.1.3
## [73] ggplot2_3.5.1 munsell_0.5.1 scales_1.3.0
## [76] glue_1.8.0 Hmisc_5.2-0 tools_4.4.1
## [79] robustbase_0.99-4-1 data.table_1.16.2 mvtnorm_1.3-2
## [82] fastcluster_1.2.6 grid_4.4.1 optparse_1.7.5
## [85] impute_1.80.0 AnnotationDbi_1.68.0 colorspace_2.1-1
## [88] nlme_3.1-166 GenomeInfoDbData_1.2.13 htmlTable_2.4.3
## [91] Formula_1.2-5 cli_3.6.3 fansi_1.0.6
## [94] S4Arrays_1.6.0 dplyr_1.1.4 DEoptimR_1.1-3
## [97] gtable_0.3.6 hash_2.2.6.3 logging_0.10-108
## [100] dynamicTreeCut_1.63-1 sass_0.4.9 digest_0.6.37
## [103] SparseArray_1.6.0 farver_2.1.2 htmlwidgets_1.6.4
## [106] memoise_2.0.1 htmltools_0.5.8.1 lifecycle_1.0.4
## [109] 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.