1 Abstract

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

2 Installation

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")

3 Running 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.

3.1 Input CSV files

Macarron requires 4 comma-separated, appropriately formatted input files. The files and their formatting constraints are described below.

  1. Metabolic features abundances
    • Must contain features in rows and samples in columns.
    • First column must identify features.
  2. Metabolic features annotations
    • Must contain features in rows and annotations in columns.
    • First column must identify features.
    • Second column must contain either HMDB ID or PubChem Compound Identifier (CID).
    • Third column must contain the name of the metabolite.
    • Fourth column must contain a continuous chemical property such as m/z or RT or shift/ppm.
    • Other annotations such as RT, m/z or other identifiers can be listed column 4 onward.
  3. Sample metadata
    • Must contain samples in rows and metadata in columns.
    • First column must identify samples.
    • Second column must contain categorical metadata relevant to prioritization such as phenotypes, exposures or environments.
  4. Chemical taxonomy
    • First column must contain the HMDB ID or PubChem CID. IDs must be consistent between annotation and taxonomy files.
    • Second and third columns must contain chemical subclass and class of the respective metabolite.

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).

3.2 Output Files

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:

  • Feature_index: Lists the identifier of the metabolic feature found in column 1 of abundance and annotation files.
  • HMDB_ID (or PubChem ID): Public database identifier from column 2 of annotation file (column 1 of annotation dataframe).
  • Metabolite name: From column 2 of annotation dataframe.
  • mz: The continuous numerical chemical property from column 3 of the annotation dataframe.
  • Priority_score: 1 indicates most prioritized. It is the percentile from the meta-rank of AVA, q-value and effect size.
  • Status: Direction of perturbation (differential abundance) in the phenotype (or environment) of interest compared to reference phenotype.
  • Module: ID of the covariance module a metabolic feature is a member of. Module = 0 indicates a singleton i.e., a metabolic feature that is not assigned to any module.
  • Anchor (of a module): Metabolic feature that has the highest abundance in any phenotype.
  • Related_classes: Chemical taxonomy of the annotated features that covary with a metabolic feature.
  • Covaries_with_standard: 1 (yes) and 0 (no). Column specifies if the metabolic feature covaries with at least one annotated (standard) metabolite.
  • AVA: Abundance versus anchor which is a ratio of the highest abundance (in any phenotype) of a metabolic feature and highest abundance of the covarying anchor. Naturally, the AVA of an anchor metabolite is 1.
  • qvalue: Estimated from multivariate linear model using Maaslin2.
  • effect_size
  • Remaining columns from the annotation dataframe are appended.

3.3 Run a demo in R

3.3.1 Using CSV files as inputs

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
## 
## Attaching package: 'MatrixGenerics'
## The following objects are masked from 'package:matrixStats':
## 
##     colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse,
##     colCounts, colCummaxs, colCummins, colCumprods, colCumsums,
##     colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs,
##     colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats,
##     colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds,
##     colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads,
##     colWeightedMeans, colWeightedMedians, colWeightedSds,
##     colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet,
##     rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods,
##     rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps,
##     rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins,
##     rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks,
##     rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars,
##     rowWeightedMads, rowWeightedMeans, rowWeightedMedians,
##     rowWeightedSds, rowWeightedVars
## Loading required package: GenomicRanges
## Loading required package: stats4
## Loading required package: BiocGenerics
## Loading required package: generics
## 
## Attaching package: 'generics'
## The following objects are masked from 'package:base':
## 
##     as.difftime, as.factor, as.ordered, intersect, is.element, setdiff,
##     setequal, union
## 
## Attaching package: 'BiocGenerics'
## The following objects are masked from 'package:stats':
## 
##     IQR, mad, sd, var, xtabs
## The following objects are masked from 'package:base':
## 
##     Filter, Find, Map, Position, Reduce, anyDuplicated, aperm, append,
##     as.data.frame, basename, cbind, colnames, dirname, do.call,
##     duplicated, eval, evalq, get, grep, grepl, is.unsorted, lapply,
##     mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int,
##     rank, rbind, rownames, sapply, saveRDS, table, tapply, unique,
##     unsplit, which.max, which.min
## Loading required package: S4Vectors
## 
## Attaching package: 'S4Vectors'
## The following object is masked from 'package:utils':
## 
##     findMatches
## The following objects are masked from 'package:base':
## 
##     I, expand.grid, unname
## Loading required package: IRanges
## Loading required package: GenomeInfoDb
## Loading required package: Biobase
## Welcome to Bioconductor
## 
##     Vignettes contain introductory material; view with
##     'browseVignettes()'. To cite Bioconductor, see
##     'citation("Biobase")', and for packages 'citation("pkgname")'.
## 
## Attaching package: 'Biobase'
## The following object is masked from 'package:MatrixGenerics':
## 
##     rowMedians
## The following objects are masked from 'package:matrixStats':
## 
##     anyMissing, rowMedians
prism_abundances <- system.file(
    'extdata','demo_abundances.csv', package="Macarron")
prism_annotations <-system.file(
    'extdata','demo_annotations.csv', package="Macarron")
prism_metadata <-system.file(
    'extdata','demo_metadata.csv', package="Macarron")
mets_taxonomy <-system.file(
    'extdata','demo_taxonomy.csv', package="Macarron")
prism_prioritized <- Macarron::Macarron(input_abundances = prism_abundances,
                                        input_annotations = prism_annotations,
                                        input_metadata = prism_metadata,
                                        input_taxonomy = mets_taxonomy)
## 2024-12-19 16:49:32.363852 INFO::Creating output folder.
## 2024-12-19 16:49:32.369164 INFO::Writing function arguments to log file
## Samples with both abundances and metadata: 102
## 2024-12-19 16:49:32.389951 INFO::Summarized Experiment created.
## 2024-12-19 16:49:32.390568 INFO::Metadata chosen for prevalence filtering: diagnosis
## 869 features pass chosen minimum prevalence threshold of 0.7.
## Calculating pairwise correlations in phenotype: IBD
## 
## Calculating pairwise correlations in phenotype: Control
## Distance matrix with 869 features created.
## 2024-12-19 16:49:34.695132 INFO::Distance matrix with 869 metabolic features created.
## Initiating module detection
## 2024-12-19 16:49:34.695752 INFO::Minimum module size used for this dataset: 10
## Tree constructed
## Evaluating measures of success
##  ..cutHeight not given, setting it to 0.99  ===>  99% of the (truncated) height range in dendro.
##  ..done.
##  ..cutHeight not given, setting it to 0.99  ===>  99% of the (truncated) height range in dendro.
##  ..done.
##  ..cutHeight not given, setting it to 0.99  ===>  99% of the (truncated) height range in dendro.
##  ..done.
##  ..cutHeight not given, setting it to 0.99  ===>  99% of the (truncated) height range in dendro.
##  ..done.
##  ..cutHeight not given, setting it to 0.99  ===>  99% of the (truncated) height range in dendro.
##  ..done.
## 2024-12-19 16:49:35.228673 INFO::Total number of modules detected: 30
## Initiating AVA calculations
## Finding anchors
## Calculating AVA
## Initiating q-value calculations
## [1] "Creating output folder"
## [1] "Creating output feature tables folder"
## [1] "Creating output fits folder"
## [1] "Creating output figures folder"
## 2024-12-19 16:49:35.876255 INFO::Writing function arguments to log file
## 2024-12-19 16:49:35.878589 INFO::Verifying options selected are valid
## 2024-12-19 16:49:35.897127 INFO::Determining format of input files
## 2024-12-19 16:49:35.897588 INFO::Input format is data samples as columns and metadata samples as rows
## 2024-12-19 16:49:35.903675 INFO::Formula for fixed effects: expr ~  diagnosis + age + antibiotics
## 2024-12-19 16:49:35.904252 INFO::Filter data based on min abundance and min prevalence
## 2024-12-19 16:49:35.904503 INFO::Total samples in data: 102
## 2024-12-19 16:49:35.90474 INFO::Min samples required with min abundance for a feature not to be filtered: 0.000000
## 2024-12-19 16:49:35.908913 INFO::Total filtered features: 0
## 2024-12-19 16:49:35.909237 INFO::Filtered feature names from abundance and prevalence filtering:
## 2024-12-19 16:49:35.915654 INFO::Total filtered features with variance filtering: 0
## 2024-12-19 16:49:35.91602 INFO::Filtered feature names from variance filtering:
## 2024-12-19 16:49:35.916264 INFO::Running selected normalization method: NONE
## 2024-12-19 16:49:35.916535 INFO::Applying z-score to standardize continuous metadata
## 2024-12-19 16:49:35.926721 INFO::Running selected transform method: NONE
## 2024-12-19 16:49:35.92711 INFO::Running selected analysis method: LM
## 2024-12-19 16:49:35.929501 INFO::Fitting model to feature number 1, F1
## 2024-12-19 16:49:35.934052 INFO::Fitting model to feature number 2, F2
## 2024-12-19 16:49:35.935304 INFO::Fitting model to feature number 3, F3
## 2024-12-19 16:49:35.936495 INFO::Fitting model to feature number 4, F4
## 2024-12-19 16:49:35.937612 INFO::Fitting model to feature number 5, F5
## 2024-12-19 16:49:35.938721 INFO::Fitting model to feature number 6, F6
## 2024-12-19 16:49:35.939819 INFO::Fitting model to feature number 7, F7
## 2024-12-19 16:49:35.940903 INFO::Fitting model to feature number 8, F8
## 2024-12-19 16:49:35.942029 INFO::Fitting model to feature number 9, F9
## 2024-12-19 16:49:35.943174 INFO::Fitting model to feature number 10, F10
## 2024-12-19 16:49:35.944319 INFO::Fitting model to feature number 11, F11
## 2024-12-19 16:49:35.945441 INFO::Fitting model to feature number 12, F12
## 2024-12-19 16:49:35.94654 INFO::Fitting model to feature number 13, F13
## 2024-12-19 16:49:35.94762 INFO::Fitting model to feature number 14, F14
## 2024-12-19 16:49:35.948713 INFO::Fitting model to feature number 15, F15
## 2024-12-19 16:49:35.949807 INFO::Fitting model to feature number 16, F16
## 2024-12-19 16:49:35.950886 INFO::Fitting model to feature number 17, F17
## 2024-12-19 16:49:35.951984 INFO::Fitting model to feature number 18, F18
## 2024-12-19 16:49:35.953062 INFO::Fitting model to feature number 19, F19
## 2024-12-19 16:49:35.954152 INFO::Fitting model to feature number 20, F20
## 2024-12-19 16:49:35.955241 INFO::Fitting model to feature number 21, F21
## 2024-12-19 16:49:35.956312 INFO::Fitting model to feature number 22, F22
## 2024-12-19 16:49:35.957382 INFO::Fitting model to feature number 23, F23
## 2024-12-19 16:49:35.958473 INFO::Fitting model to feature number 24, F24
## 2024-12-19 16:49:35.959557 INFO::Fitting model to feature number 25, F25
## 2024-12-19 16:49:35.96062 INFO::Fitting model to feature number 26, F26
## 2024-12-19 16:49:35.961757 INFO::Fitting model to feature number 27, F27
## 2024-12-19 16:49:35.962837 INFO::Fitting model to feature number 28, F28
## 2024-12-19 16:49:35.963914 INFO::Fitting model to feature number 29, F29
## 2024-12-19 16:49:35.964993 INFO::Fitting model to feature number 30, F30
## 2024-12-19 16:49:35.966071 INFO::Fitting model to feature number 31, F31
## 2024-12-19 16:49:35.967213 INFO::Fitting model to feature number 32, F32
## 2024-12-19 16:49:35.968297 INFO::Fitting model to feature number 33, F33
## 2024-12-19 16:49:35.969436 INFO::Fitting model to feature number 34, F34
## 2024-12-19 16:49:35.970521 INFO::Fitting model to feature number 35, F35
## 2024-12-19 16:49:35.97161 INFO::Fitting model to feature number 36, F36
## 2024-12-19 16:49:35.972691 INFO::Fitting model to feature number 37, F37
## 2024-12-19 16:49:35.973757 INFO::Fitting model to feature number 38, F38
## 2024-12-19 16:49:35.974828 INFO::Fitting model to feature number 39, F39
## 2024-12-19 16:49:35.975894 INFO::Fitting model to feature number 40, F40
## 2024-12-19 16:49:35.976963 INFO::Fitting model to feature number 41, F41
## 2024-12-19 16:49:35.978028 INFO::Fitting model to feature number 42, F43
## 2024-12-19 16:49:35.979096 INFO::Fitting model to feature number 43, F44
## 2024-12-19 16:49:35.980164 INFO::Fitting model to feature number 44, F45
## 2024-12-19 16:49:35.981236 INFO::Fitting model to feature number 45, F46
## 2024-12-19 16:49:35.982319 INFO::Fitting model to feature number 46, F47
## 2024-12-19 16:49:35.983403 INFO::Fitting model to feature number 47, F48
## 2024-12-19 16:49:35.984478 INFO::Fitting model to feature number 48, F49
## 2024-12-19 16:49:35.985562 INFO::Fitting model to feature number 49, F50
## 2024-12-19 16:49:35.986636 INFO::Fitting model to feature number 50, F51
## 2024-12-19 16:49:35.987716 INFO::Fitting model to feature number 51, F52
## 2024-12-19 16:49:35.988797 INFO::Fitting model to feature number 52, F53
## 2024-12-19 16:49:35.989875 INFO::Fitting model to feature number 53, F54
## 2024-12-19 16:49:35.990958 INFO::Fitting model to feature number 54, F55
## 2024-12-19 16:49:35.992032 INFO::Fitting model to feature number 55, F56
## 2024-12-19 16:49:35.993141 INFO::Fitting model to feature number 56, F57
## 2024-12-19 16:49:35.994227 INFO::Fitting model to feature number 57, F58
## 2024-12-19 16:49:35.99534 INFO::Fitting model to feature number 58, F59
## 2024-12-19 16:49:35.996478 INFO::Fitting model to feature number 59, F60
## 2024-12-19 16:49:35.997599 INFO::Fitting model to feature number 60, F63
## 2024-12-19 16:49:35.998701 INFO::Fitting model to feature number 61, F64
## 2024-12-19 16:49:35.999815 INFO::Fitting model to feature number 62, F65
## 2024-12-19 16:49:36.000949 INFO::Fitting model to feature number 63, F66
## 2024-12-19 16:49:36.0021 INFO::Fitting model to feature number 64, F67
## 2024-12-19 16:49:36.003236 INFO::Fitting model to feature number 65, F68
## 2024-12-19 16:49:36.004368 INFO::Fitting model to feature number 66, F69
## 2024-12-19 16:49:36.005498 INFO::Fitting model to feature number 67, F70
## 2024-12-19 16:49:36.006612 INFO::Fitting model to feature number 68, F71
## 2024-12-19 16:49:36.007723 INFO::Fitting model to feature number 69, F72
## 2024-12-19 16:49:36.008874 INFO::Fitting model to feature number 70, F73
## 2024-12-19 16:49:36.009979 INFO::Fitting model to feature number 71, F74
## 2024-12-19 16:49:36.011103 INFO::Fitting model to feature number 72, F76
## 2024-12-19 16:49:36.012238 INFO::Fitting model to feature number 73, F77
## 2024-12-19 16:49:36.013351 INFO::Fitting model to feature number 74, F78
## 2024-12-19 16:49:36.014463 INFO::Fitting model to feature number 75, F79
## 2024-12-19 16:49:36.015572 INFO::Fitting model to feature number 76, F80
## 2024-12-19 16:49:36.016683 INFO::Fitting model to feature number 77, F81
## 2024-12-19 16:49:36.017797 INFO::Fitting model to feature number 78, F82
## 2024-12-19 16:49:36.018924 INFO::Fitting model to feature number 79, F83
## 2024-12-19 16:49:36.02006 INFO::Fitting model to feature number 80, F84
## 2024-12-19 16:49:36.021174 INFO::Fitting model to feature number 81, F85
## 2024-12-19 16:49:36.022299 INFO::Fitting model to feature number 82, F86
## 2024-12-19 16:49:36.023469 INFO::Fitting model to feature number 83, F87
## 2024-12-19 16:49:36.024593 INFO::Fitting model to feature number 84, F88
## 2024-12-19 16:49:36.025716 INFO::Fitting model to feature number 85, F89
## 2024-12-19 16:49:36.026879 INFO::Fitting model to feature number 86, F90
## 2024-12-19 16:49:36.028013 INFO::Fitting model to feature number 87, F91
## 2024-12-19 16:49:36.029141 INFO::Fitting model to feature number 88, F92
## 2024-12-19 16:49:36.030262 INFO::Fitting model to feature number 89, F93
## 2024-12-19 16:49:36.031389 INFO::Fitting model to feature number 90, F94
## 2024-12-19 16:49:36.0325 INFO::Fitting model to feature number 91, F95
## 2024-12-19 16:49:36.033613 INFO::Fitting model to feature number 92, F96
## 2024-12-19 16:49:36.034729 INFO::Fitting model to feature number 93, F97
## 2024-12-19 16:49:36.035834 INFO::Fitting model to feature number 94, F98
## 2024-12-19 16:49:36.03695 INFO::Fitting model to feature number 95, F99
## 2024-12-19 16:49:36.038068 INFO::Fitting model to feature number 96, F100
## 2024-12-19 16:49:36.039195 INFO::Fitting model to feature number 97, F101
## 2024-12-19 16:49:36.040302 INFO::Fitting model to feature number 98, F102
## 2024-12-19 16:49:36.041386 INFO::Fitting model to feature number 99, F103
## 2024-12-19 16:49:36.042487 INFO::Fitting model to feature number 100, F104
## 2024-12-19 16:49:36.043616 INFO::Fitting model to feature number 101, F105
## 2024-12-19 16:49:36.044731 INFO::Fitting model to feature number 102, F106
## 2024-12-19 16:49:36.045825 INFO::Fitting model to feature number 103, F107
## 2024-12-19 16:49:36.046926 INFO::Fitting model to feature number 104, F108
## 2024-12-19 16:49:36.048045 INFO::Fitting model to feature number 105, F109
## 2024-12-19 16:49:36.049145 INFO::Fitting model to feature number 106, F110
## 2024-12-19 16:49:36.050242 INFO::Fitting model to feature number 107, F111
## 2024-12-19 16:49:36.051381 INFO::Fitting model to feature number 108, F112
## 2024-12-19 16:49:36.052504 INFO::Fitting model to feature number 109, F113
## 2024-12-19 16:49:36.053624 INFO::Fitting model to feature number 110, F114
## 2024-12-19 16:49:36.05483 INFO::Fitting model to feature number 111, F115
## 2024-12-19 16:49:36.055981 INFO::Fitting model to feature number 112, F117
## 2024-12-19 16:49:36.057188 INFO::Fitting model to feature number 113, F118
## 2024-12-19 16:49:36.058335 INFO::Fitting model to feature number 114, F119
## 2024-12-19 16:49:36.059523 INFO::Fitting model to feature number 115, F120
## 2024-12-19 16:49:36.060699 INFO::Fitting model to feature number 116, F121
## 2024-12-19 16:49:36.061824 INFO::Fitting model to feature number 117, F122
## 2024-12-19 16:49:36.062947 INFO::Fitting model to feature number 118, F123
## 2024-12-19 16:49:36.064064 INFO::Fitting model to feature number 119, F124
## 2024-12-19 16:49:36.065181 INFO::Fitting model to feature number 120, F125
## 2024-12-19 16:49:36.066278 INFO::Fitting model to feature number 121, F126
## 2024-12-19 16:49:36.067398 INFO::Fitting model to feature number 122, F127
## 2024-12-19 16:49:36.068511 INFO::Fitting model to feature number 123, F128
## 2024-12-19 16:49:36.069642 INFO::Fitting model to feature number 124, F129
## 2024-12-19 16:49:36.070792 INFO::Fitting model to feature number 125, F130
## 2024-12-19 16:49:36.07195 INFO::Fitting model to feature number 126, F131
## 2024-12-19 16:49:36.073066 INFO::Fitting model to feature number 127, F132
## 2024-12-19 16:49:36.074161 INFO::Fitting model to feature number 128, F133
## 2024-12-19 16:49:36.075278 INFO::Fitting model to feature number 129, F134
## 2024-12-19 16:49:36.076398 INFO::Fitting model to feature number 130, F135
## 2024-12-19 16:49:36.07751 INFO::Fitting model to feature number 131, F136
## 2024-12-19 16:49:36.07861 INFO::Fitting model to feature number 132, F137
## 2024-12-19 16:49:36.079719 INFO::Fitting model to feature number 133, F138
## 2024-12-19 16:49:36.080829 INFO::Fitting model to feature number 134, F139
## 2024-12-19 16:49:36.081948 INFO::Fitting model to feature number 135, F140
## 2024-12-19 16:49:36.08303 INFO::Fitting model to feature number 136, F141
## 2024-12-19 16:49:36.084136 INFO::Fitting model to feature number 137, F142
## 2024-12-19 16:49:36.085279 INFO::Fitting model to feature number 138, F143
## 2024-12-19 16:49:36.086386 INFO::Fitting model to feature number 139, F144
## 2024-12-19 16:49:36.087478 INFO::Fitting model to feature number 140, F145
## 2024-12-19 16:49:36.088614 INFO::Fitting model to feature number 141, F146
## 2024-12-19 16:49:36.089726 INFO::Fitting model to feature number 142, F147
## 2024-12-19 16:49:36.090841 INFO::Fitting model to feature number 143, F148
## 2024-12-19 16:49:36.091954 INFO::Fitting model to feature number 144, F149
## 2024-12-19 16:49:36.093096 INFO::Fitting model to feature number 145, F150
## 2024-12-19 16:49:36.094243 INFO::Fitting model to feature number 146, F152
## 2024-12-19 16:49:36.095401 INFO::Fitting model to feature number 147, F153
## 2024-12-19 16:49:36.096546 INFO::Fitting model to feature number 148, F154
## 2024-12-19 16:49:36.0977 INFO::Fitting model to feature number 149, F155
## 2024-12-19 16:49:36.099227 INFO::Fitting model to feature number 150, F156
## 2024-12-19 16:49:36.100503 INFO::Fitting model to feature number 151, F157
## 2024-12-19 16:49:36.101745 INFO::Fitting model to feature number 152, F158
## 2024-12-19 16:49:36.102998 INFO::Fitting model to feature number 153, F159
## 2024-12-19 16:49:36.10422 INFO::Fitting model to feature number 154, F160
## 2024-12-19 16:49:36.105426 INFO::Fitting model to feature number 155, F161
## 2024-12-19 16:49:36.106612 INFO::Fitting model to feature number 156, F162
## 2024-12-19 16:49:36.107793 INFO::Fitting model to feature number 157, F163
## 2024-12-19 16:49:36.108985 INFO::Fitting model to feature number 158, F164
## 2024-12-19 16:49:36.110192 INFO::Fitting model to feature number 159, F165
## 2024-12-19 16:49:36.111418 INFO::Fitting model to feature number 160, F166
## 2024-12-19 16:49:36.11265 INFO::Fitting model to feature number 161, F167
## 2024-12-19 16:49:36.113871 INFO::Fitting model to feature number 162, F168
## 2024-12-19 16:49:36.115123 INFO::Fitting model to feature number 163, F169
## 2024-12-19 16:49:36.116326 INFO::Fitting model to feature number 164, F170
## 2024-12-19 16:49:36.117451 INFO::Fitting model to feature number 165, F171
## 2024-12-19 16:49:36.118553 INFO::Fitting model to feature number 166, F172
## 2024-12-19 16:49:36.119659 INFO::Fitting model to feature number 167, F173
## 2024-12-19 16:49:36.120755 INFO::Fitting model to feature number 168, F174
## 2024-12-19 16:49:36.121864 INFO::Fitting model to feature number 169, F175
## 2024-12-19 16:49:36.122967 INFO::Fitting model to feature number 170, F176
## 2024-12-19 16:49:36.124052 INFO::Fitting model to feature number 171, F177
## 2024-12-19 16:49:36.125147 INFO::Fitting model to feature number 172, F178
## 2024-12-19 16:49:36.126242 INFO::Fitting model to feature number 173, F179
## 2024-12-19 16:49:36.127344 INFO::Fitting model to feature number 174, F180
## 2024-12-19 16:49:36.128461 INFO::Fitting model to feature number 175, F181
## 2024-12-19 16:49:36.129567 INFO::Fitting model to feature number 176, F182
## 2024-12-19 16:49:36.130651 INFO::Fitting model to feature number 177, F183
## 2024-12-19 16:49:36.131755 INFO::Fitting model to feature number 178, F184
## 2024-12-19 16:49:36.132883 INFO::Fitting model to feature number 179, F185
## 2024-12-19 16:49:36.133977 INFO::Fitting model to feature number 180, F186
## 2024-12-19 16:49:36.13508 INFO::Fitting model to feature number 181, F187
## 2024-12-19 16:49:36.136208 INFO::Fitting model to feature number 182, F188
## 2024-12-19 16:49:36.137301 INFO::Fitting model to feature number 183, F189
## 2024-12-19 16:49:36.138409 INFO::Fitting model to feature number 184, F190
## 2024-12-19 16:49:36.139504 INFO::Fitting model to feature number 185, F191
## 2024-12-19 16:49:36.140648 INFO::Fitting model to feature number 186, F192
## 2024-12-19 16:49:36.14175 INFO::Fitting model to feature number 187, F193
## 2024-12-19 16:49:36.142851 INFO::Fitting model to feature number 188, F194
## 2024-12-19 16:49:36.143948 INFO::Fitting model to feature number 189, F195
## 2024-12-19 16:49:36.145057 INFO::Fitting model to feature number 190, F196
## 2024-12-19 16:49:36.146177 INFO::Fitting model to feature number 191, F197
## 2024-12-19 16:49:36.147287 INFO::Fitting model to feature number 192, F198
## 2024-12-19 16:49:36.148463 INFO::Fitting model to feature number 193, F199
## 2024-12-19 16:49:36.149557 INFO::Fitting model to feature number 194, F200
## 2024-12-19 16:49:36.150668 INFO::Fitting model to feature number 195, F201
## 2024-12-19 16:49:36.151765 INFO::Fitting model to feature number 196, F202
## 2024-12-19 16:49:36.152857 INFO::Fitting model to feature number 197, F203
## 2024-12-19 16:49:36.153963 INFO::Fitting model to feature number 198, F204
## 2024-12-19 16:49:36.155057 INFO::Fitting model to feature number 199, F206
## 2024-12-19 16:49:36.156158 INFO::Fitting model to feature number 200, F207
## 2024-12-19 16:49:36.157248 INFO::Fitting model to feature number 201, F208
## 2024-12-19 16:49:36.158338 INFO::Fitting model to feature number 202, F209
## 2024-12-19 16:49:36.159423 INFO::Fitting model to feature number 203, F210
## 2024-12-19 16:49:36.160494 INFO::Fitting model to feature number 204, F211
## 2024-12-19 16:49:36.161581 INFO::Fitting model to feature number 205, F212
## 2024-12-19 16:49:36.162668 INFO::Fitting model to feature number 206, F213
## 2024-12-19 16:49:36.163756 INFO::Fitting model to feature number 207, F214
## 2024-12-19 16:49:36.16485 INFO::Fitting model to feature number 208, F215
## 2024-12-19 16:49:36.165975 INFO::Fitting model to feature number 209, F216
## 2024-12-19 16:49:36.167059 INFO::Fitting model to feature number 210, F217
## 2024-12-19 16:49:36.168164 INFO::Fitting model to feature number 211, F218
## 2024-12-19 16:49:36.169254 INFO::Fitting model to feature number 212, F219
## 2024-12-19 16:49:36.170332 INFO::Fitting model to feature number 213, F220
## 2024-12-19 16:49:36.171428 INFO::Fitting model to feature number 214, F221
## 2024-12-19 16:49:36.172504 INFO::Fitting model to feature number 215, F222
## 2024-12-19 16:49:36.173595 INFO::Fitting model to feature number 216, F223
## 2024-12-19 16:49:36.174676 INFO::Fitting model to feature number 217, F224
## 2024-12-19 16:49:36.175755 INFO::Fitting model to feature number 218, F225
## 2024-12-19 16:49:36.176839 INFO::Fitting model to feature number 219, F226
## 2024-12-19 16:49:36.177946 INFO::Fitting model to feature number 220, F227
## 2024-12-19 16:49:36.179039 INFO::Fitting model to feature number 221, F228
## 2024-12-19 16:49:36.180134 INFO::Fitting model to feature number 222, F229
## 2024-12-19 16:49:36.181213 INFO::Fitting model to feature number 223, F230
## 2024-12-19 16:49:36.1823 INFO::Fitting model to feature number 224, F231
## 2024-12-19 16:49:36.183385 INFO::Fitting model to feature number 225, F232
## 2024-12-19 16:49:36.18448 INFO::Fitting model to feature number 226, F233
## 2024-12-19 16:49:36.18558 INFO::Fitting model to feature number 227, F234
## 2024-12-19 16:49:36.186668 INFO::Fitting model to feature number 228, F235
## 2024-12-19 16:49:36.187755 INFO::Fitting model to feature number 229, F236
## 2024-12-19 16:49:36.188844 INFO::Fitting model to feature number 230, F237
## 2024-12-19 16:49:36.189922 INFO::Fitting model to feature number 231, F238
## 2024-12-19 16:49:36.191015 INFO::Fitting model to feature number 232, F239
## 2024-12-19 16:49:36.192102 INFO::Fitting model to feature number 233, F240
## 2024-12-19 16:49:36.193181 INFO::Fitting model to feature number 234, F241
## 2024-12-19 16:49:36.194276 INFO::Fitting model to feature number 235, F242
## 2024-12-19 16:49:36.195402 INFO::Fitting model to feature number 236, F243
## 2024-12-19 16:49:36.19648 INFO::Fitting model to feature number 237, F244
## 2024-12-19 16:49:36.197548 INFO::Fitting model to feature number 238, F245
## 2024-12-19 16:49:36.198637 INFO::Fitting model to feature number 239, F246
## 2024-12-19 16:49:36.199721 INFO::Fitting model to feature number 240, F247
## 2024-12-19 16:49:36.200797 INFO::Fitting model to feature number 241, F248
## 2024-12-19 16:49:36.201875 INFO::Fitting model to feature number 242, F249
## 2024-12-19 16:49:36.202938 INFO::Fitting model to feature number 243, F250
## 2024-12-19 16:49:36.204027 INFO::Fitting model to feature number 244, F252
## 2024-12-19 16:49:36.205125 INFO::Fitting model to feature number 245, F253
## 2024-12-19 16:49:36.206203 INFO::Fitting model to feature number 246, F254
## 2024-12-19 16:49:36.207288 INFO::Fitting model to feature number 247, F255
## 2024-12-19 16:49:36.208424 INFO::Fitting model to feature number 248, F256
## 2024-12-19 16:49:36.209501 INFO::Fitting model to feature number 249, F257
## 2024-12-19 16:49:36.210583 INFO::Fitting model to feature number 250, F259
## 2024-12-19 16:49:36.211667 INFO::Fitting model to feature number 251, F260
## 2024-12-19 16:49:36.212738 INFO::Fitting model to feature number 252, F261
## 2024-12-19 16:49:36.213837 INFO::Fitting model to feature number 253, F262
## 2024-12-19 16:49:36.214931 INFO::Fitting model to feature number 254, F263
## 2024-12-19 16:49:36.216006 INFO::Fitting model to feature number 255, F264
## 2024-12-19 16:49:36.2171 INFO::Fitting model to feature number 256, F265
## 2024-12-19 16:49:36.218211 INFO::Fitting model to feature number 257, F266
## 2024-12-19 16:49:36.219323 INFO::Fitting model to feature number 258, F267
## 2024-12-19 16:49:36.220426 INFO::Fitting model to feature number 259, F269
## 2024-12-19 16:49:36.221522 INFO::Fitting model to feature number 260, F270
## 2024-12-19 16:49:36.222618 INFO::Fitting model to feature number 261, F271
## 2024-12-19 16:49:36.223697 INFO::Fitting model to feature number 262, F272
## 2024-12-19 16:49:36.224841 INFO::Fitting model to feature number 263, F273
## 2024-12-19 16:49:36.225927 INFO::Fitting model to feature number 264, F274
## 2024-12-19 16:49:36.227032 INFO::Fitting model to feature number 265, F276
## 2024-12-19 16:49:36.22814 INFO::Fitting model to feature number 266, F277
## 2024-12-19 16:49:36.229244 INFO::Fitting model to feature number 267, F278
## 2024-12-19 16:49:36.230341 INFO::Fitting model to feature number 268, F279
## 2024-12-19 16:49:36.231435 INFO::Fitting model to feature number 269, F280
## 2024-12-19 16:49:36.232551 INFO::Fitting model to feature number 270, F281
## 2024-12-19 16:49:36.233646 INFO::Fitting model to feature number 271, F282
## 2024-12-19 16:49:36.234741 INFO::Fitting model to feature number 272, F283
## 2024-12-19 16:49:36.23584 INFO::Fitting model to feature number 273, F284
## 2024-12-19 16:49:36.236924 INFO::Fitting model to feature number 274, F285
## 2024-12-19 16:49:36.238018 INFO::Fitting model to feature number 275, F286
## 2024-12-19 16:49:36.239152 INFO::Fitting model to feature number 276, F287
## 2024-12-19 16:49:36.240269 INFO::Fitting model to feature number 277, F288
## 2024-12-19 16:49:36.241388 INFO::Fitting model to feature number 278, F289
## 2024-12-19 16:49:36.242485 INFO::Fitting model to feature number 279, F290
## 2024-12-19 16:49:36.243589 INFO::Fitting model to feature number 280, F292
## 2024-12-19 16:49:36.244732 INFO::Fitting model to feature number 281, F293
## 2024-12-19 16:49:36.245872 INFO::Fitting model to feature number 282, F294
## 2024-12-19 16:49:36.247056 INFO::Fitting model to feature number 283, F295
## 2024-12-19 16:49:36.248254 INFO::Fitting model to feature number 284, F296
## 2024-12-19 16:49:36.267939 INFO::Fitting model to feature number 285, F297
## 2024-12-19 16:49:36.269201 INFO::Fitting model to feature number 286, F298
## 2024-12-19 16:49:36.270378 INFO::Fitting model to feature number 287, F299
## 2024-12-19 16:49:36.271513 INFO::Fitting model to feature number 288, F300
## 2024-12-19 16:49:36.272617 INFO::Fitting model to feature number 289, F301
## 2024-12-19 16:49:36.273754 INFO::Fitting model to feature number 290, F302
## 2024-12-19 16:49:36.274868 INFO::Fitting model to feature number 291, F303
## 2024-12-19 16:49:36.275967 INFO::Fitting model to feature number 292, F304
## 2024-12-19 16:49:36.277042 INFO::Fitting model to feature number 293, F305
## 2024-12-19 16:49:36.278128 INFO::Fitting model to feature number 294, F306
## 2024-12-19 16:49:36.279232 INFO::Fitting model to feature number 295, F307
## 2024-12-19 16:49:36.28033 INFO::Fitting model to feature number 296, F308
## 2024-12-19 16:49:36.281398 INFO::Fitting model to feature number 297, F309
## 2024-12-19 16:49:36.282473 INFO::Fitting model to feature number 298, F310
## 2024-12-19 16:49:36.283563 INFO::Fitting model to feature number 299, F311
## 2024-12-19 16:49:36.284642 INFO::Fitting model to feature number 300, F312
## 2024-12-19 16:49:36.285728 INFO::Fitting model to feature number 301, F313
## 2024-12-19 16:49:36.287069 INFO::Fitting model to feature number 302, F315
## 2024-12-19 16:49:36.288134 INFO::Fitting model to feature number 303, F316
## 2024-12-19 16:49:36.289216 INFO::Fitting model to feature number 304, F317
## 2024-12-19 16:49:36.290306 INFO::Fitting model to feature number 305, F318
## 2024-12-19 16:49:36.291372 INFO::Fitting model to feature number 306, F319
## 2024-12-19 16:49:36.292425 INFO::Fitting model to feature number 307, F320
## 2024-12-19 16:49:36.2935 INFO::Fitting model to feature number 308, F321
## 2024-12-19 16:49:36.294571 INFO::Fitting model to feature number 309, F322
## 2024-12-19 16:49:36.295621 INFO::Fitting model to feature number 310, F323
## 2024-12-19 16:49:36.296704 INFO::Fitting model to feature number 311, F324
## 2024-12-19 16:49:36.297757 INFO::Fitting model to feature number 312, F325
## 2024-12-19 16:49:36.298824 INFO::Fitting model to feature number 313, F326
## 2024-12-19 16:49:36.299891 INFO::Fitting model to feature number 314, F327
## 2024-12-19 16:49:36.300982 INFO::Fitting model to feature number 315, F328
## 2024-12-19 16:49:36.302052 INFO::Fitting model to feature number 316, F329
## 2024-12-19 16:49:36.303103 INFO::Fitting model to feature number 317, F330
## 2024-12-19 16:49:36.304181 INFO::Fitting model to feature number 318, F331
## 2024-12-19 16:49:36.305246 INFO::Fitting model to feature number 319, F332
## 2024-12-19 16:49:36.306326 INFO::Fitting model to feature number 320, F333
## 2024-12-19 16:49:36.307411 INFO::Fitting model to feature number 321, F334
## 2024-12-19 16:49:36.308503 INFO::Fitting model to feature number 322, F335
## 2024-12-19 16:49:36.309587 INFO::Fitting model to feature number 323, F336
## 2024-12-19 16:49:36.310678 INFO::Fitting model to feature number 324, F337
## 2024-12-19 16:49:36.31173 INFO::Fitting model to feature number 325, F338
## 2024-12-19 16:49:36.312819 INFO::Fitting model to feature number 326, F339
## 2024-12-19 16:49:36.313883 INFO::Fitting model to feature number 327, F340
## 2024-12-19 16:49:36.314955 INFO::Fitting model to feature number 328, F342
## 2024-12-19 16:49:36.316038 INFO::Fitting model to feature number 329, F343
## 2024-12-19 16:49:36.317124 INFO::Fitting model to feature number 330, F344
## 2024-12-19 16:49:36.318198 INFO::Fitting model to feature number 331, F345
## 2024-12-19 16:49:36.319292 INFO::Fitting model to feature number 332, F346
## 2024-12-19 16:49:36.320353 INFO::Fitting model to feature number 333, F347
## 2024-12-19 16:49:36.321412 INFO::Fitting model to feature number 334, F348
## 2024-12-19 16:49:36.322487 INFO::Fitting model to feature number 335, F350
## 2024-12-19 16:49:36.323567 INFO::Fitting model to feature number 336, F351
## 2024-12-19 16:49:36.324642 INFO::Fitting model to feature number 337, F352
## 2024-12-19 16:49:36.325734 INFO::Fitting model to feature number 338, F353
## 2024-12-19 16:49:36.32684 INFO::Fitting model to feature number 339, F355
## 2024-12-19 16:49:36.32793 INFO::Fitting model to feature number 340, F356
## 2024-12-19 16:49:36.329016 INFO::Fitting model to feature number 341, F357
## 2024-12-19 16:49:36.330124 INFO::Fitting model to feature number 342, F358
## 2024-12-19 16:49:36.331201 INFO::Fitting model to feature number 343, F359
## 2024-12-19 16:49:36.33229 INFO::Fitting model to feature number 344, F360
## 2024-12-19 16:49:36.333367 INFO::Fitting model to feature number 345, F361
## 2024-12-19 16:49:36.334458 INFO::Fitting model to feature number 346, F362
## 2024-12-19 16:49:36.335546 INFO::Fitting model to feature number 347, F363
## 2024-12-19 16:49:36.336642 INFO::Fitting model to feature number 348, F364
## 2024-12-19 16:49:36.337723 INFO::Fitting model to feature number 349, F365
## 2024-12-19 16:49:36.338807 INFO::Fitting model to feature number 350, F366
## 2024-12-19 16:49:36.339861 INFO::Fitting model to feature number 351, F367
## 2024-12-19 16:49:36.340939 INFO::Fitting model to feature number 352, F368
## 2024-12-19 16:49:36.341991 INFO::Fitting model to feature number 353, F369
## 2024-12-19 16:49:36.343062 INFO::Fitting model to feature number 354, F370
## 2024-12-19 16:49:36.344126 INFO::Fitting model to feature number 355, F371
## 2024-12-19 16:49:36.345196 INFO::Fitting model to feature number 356, F372
## 2024-12-19 16:49:36.346315 INFO::Fitting model to feature number 357, F373
## 2024-12-19 16:49:36.347367 INFO::Fitting model to feature number 358, F374
## 2024-12-19 16:49:36.348437 INFO::Fitting model to feature number 359, F375
## 2024-12-19 16:49:36.349485 INFO::Fitting model to feature number 360, F376
## 2024-12-19 16:49:36.350551 INFO::Fitting model to feature number 361, F377
## 2024-12-19 16:49:36.351615 INFO::Fitting model to feature number 362, F378
## 2024-12-19 16:49:36.352696 INFO::Fitting model to feature number 363, F379
## 2024-12-19 16:49:36.353773 INFO::Fitting model to feature number 364, F380
## 2024-12-19 16:49:36.354814 INFO::Fitting model to feature number 365, F381
## 2024-12-19 16:49:36.355885 INFO::Fitting model to feature number 366, F382
## 2024-12-19 16:49:36.356965 INFO::Fitting model to feature number 367, F383
## 2024-12-19 16:49:36.358045 INFO::Fitting model to feature number 368, F384
## 2024-12-19 16:49:36.359117 INFO::Fitting model to feature number 369, F386
## 2024-12-19 16:49:36.360188 INFO::Fitting model to feature number 370, F387
## 2024-12-19 16:49:36.361271 INFO::Fitting model to feature number 371, F388
## 2024-12-19 16:49:36.362334 INFO::Fitting model to feature number 372, F389
## 2024-12-19 16:49:36.36342 INFO::Fitting model to feature number 373, F390
## 2024-12-19 16:49:36.364497 INFO::Fitting model to feature number 374, F391
## 2024-12-19 16:49:36.36556 INFO::Fitting model to feature number 375, F392
## 2024-12-19 16:49:36.366654 INFO::Fitting model to feature number 376, F393
## 2024-12-19 16:49:36.367772 INFO::Fitting model to feature number 377, F394
## 2024-12-19 16:49:36.368884 INFO::Fitting model to feature number 378, F395
## 2024-12-19 16:49:36.369993 INFO::Fitting model to feature number 379, F396
## 2024-12-19 16:49:36.371086 INFO::Fitting model to feature number 380, F397
## 2024-12-19 16:49:36.372207 INFO::Fitting model to feature number 381, F398
## 2024-12-19 16:49:36.373335 INFO::Fitting model to feature number 382, F399
## 2024-12-19 16:49:36.374473 INFO::Fitting model to feature number 383, F400
## 2024-12-19 16:49:36.375591 INFO::Fitting model to feature number 384, F401
## 2024-12-19 16:49:36.376727 INFO::Fitting model to feature number 385, F402
## 2024-12-19 16:49:36.377841 INFO::Fitting model to feature number 386, F403
## 2024-12-19 16:49:36.37896 INFO::Fitting model to feature number 387, F404
## 2024-12-19 16:49:36.380075 INFO::Fitting model to feature number 388, F406
## 2024-12-19 16:49:36.381167 INFO::Fitting model to feature number 389, F407
## 2024-12-19 16:49:36.38228 INFO::Fitting model to feature number 390, F408
## 2024-12-19 16:49:36.383392 INFO::Fitting model to feature number 391, F409
## 2024-12-19 16:49:36.384528 INFO::Fitting model to feature number 392, F410
## 2024-12-19 16:49:36.385631 INFO::Fitting model to feature number 393, F411
## 2024-12-19 16:49:36.38673 INFO::Fitting model to feature number 394, F412
## 2024-12-19 16:49:36.387835 INFO::Fitting model to feature number 395, F413
## 2024-12-19 16:49:36.388918 INFO::Fitting model to feature number 396, F414
## 2024-12-19 16:49:36.389995 INFO::Fitting model to feature number 397, F415
## 2024-12-19 16:49:36.391061 INFO::Fitting model to feature number 398, F416
## 2024-12-19 16:49:36.392172 INFO::Fitting model to feature number 399, F417
## 2024-12-19 16:49:36.393314 INFO::Fitting model to feature number 400, F418
## 2024-12-19 16:49:36.394405 INFO::Fitting model to feature number 401, F419
## 2024-12-19 16:49:36.395512 INFO::Fitting model to feature number 402, F420
## 2024-12-19 16:49:36.396886 INFO::Fitting model to feature number 403, F421
## 2024-12-19 16:49:36.398154 INFO::Fitting model to feature number 404, F422
## 2024-12-19 16:49:36.399306 INFO::Fitting model to feature number 405, F423
## 2024-12-19 16:49:36.40042 INFO::Fitting model to feature number 406, F425
## 2024-12-19 16:49:36.401524 INFO::Fitting model to feature number 407, F426
## 2024-12-19 16:49:36.402626 INFO::Fitting model to feature number 408, F428
## 2024-12-19 16:49:36.403787 INFO::Fitting model to feature number 409, F429
## 2024-12-19 16:49:36.404936 INFO::Fitting model to feature number 410, F430
## 2024-12-19 16:49:36.406059 INFO::Fitting model to feature number 411, F431
## 2024-12-19 16:49:36.407253 INFO::Fitting model to feature number 412, F432
## 2024-12-19 16:49:36.408351 INFO::Fitting model to feature number 413, F433
## 2024-12-19 16:49:36.409453 INFO::Fitting model to feature number 414, F434
## 2024-12-19 16:49:36.41054 INFO::Fitting model to feature number 415, F435
## 2024-12-19 16:49:36.411659 INFO::Fitting model to feature number 416, F436
## 2024-12-19 16:49:36.412775 INFO::Fitting model to feature number 417, F437
## 2024-12-19 16:49:36.413879 INFO::Fitting model to feature number 418, F438
## 2024-12-19 16:49:36.414948 INFO::Fitting model to feature number 419, F439
## 2024-12-19 16:49:36.416016 INFO::Fitting model to feature number 420, F440
## 2024-12-19 16:49:36.417114 INFO::Fitting model to feature number 421, F441
## 2024-12-19 16:49:36.418201 INFO::Fitting model to feature number 422, F442
## 2024-12-19 16:49:36.419283 INFO::Fitting model to feature number 423, F443
## 2024-12-19 16:49:36.420362 INFO::Fitting model to feature number 424, F444
## 2024-12-19 16:49:36.421452 INFO::Fitting model to feature number 425, F445
## 2024-12-19 16:49:36.422569 INFO::Fitting model to feature number 426, F446
## 2024-12-19 16:49:36.423655 INFO::Fitting model to feature number 427, F447
## 2024-12-19 16:49:36.424739 INFO::Fitting model to feature number 428, F448
## 2024-12-19 16:49:36.425856 INFO::Fitting model to feature number 429, F449
## 2024-12-19 16:49:36.426999 INFO::Fitting model to feature number 430, F450
## 2024-12-19 16:49:36.428134 INFO::Fitting model to feature number 431, F451
## 2024-12-19 16:49:36.429238 INFO::Fitting model to feature number 432, F452
## 2024-12-19 16:49:36.43039 INFO::Fitting model to feature number 433, F454
## 2024-12-19 16:49:36.431492 INFO::Fitting model to feature number 434, F455
## 2024-12-19 16:49:36.432621 INFO::Fitting model to feature number 435, F456
## 2024-12-19 16:49:36.433763 INFO::Fitting model to feature number 436, F457
## 2024-12-19 16:49:36.43492 INFO::Fitting model to feature number 437, F458
## 2024-12-19 16:49:36.436063 INFO::Fitting model to feature number 438, F459
## 2024-12-19 16:49:36.437167 INFO::Fitting model to feature number 439, F461
## 2024-12-19 16:49:36.438277 INFO::Fitting model to feature number 440, F462
## 2024-12-19 16:49:36.439369 INFO::Fitting model to feature number 441, F463
## 2024-12-19 16:49:36.440495 INFO::Fitting model to feature number 442, F464
## 2024-12-19 16:49:36.441624 INFO::Fitting model to feature number 443, F465
## 2024-12-19 16:49:36.442731 INFO::Fitting model to feature number 444, F466
## 2024-12-19 16:49:36.443845 INFO::Fitting model to feature number 445, F467
## 2024-12-19 16:49:36.444945 INFO::Fitting model to feature number 446, F468
## 2024-12-19 16:49:36.446043 INFO::Fitting model to feature number 447, F469
## 2024-12-19 16:49:36.447149 INFO::Fitting model to feature number 448, F470
## 2024-12-19 16:49:36.448299 INFO::Fitting model to feature number 449, F471
## 2024-12-19 16:49:36.449407 INFO::Fitting model to feature number 450, F474
## 2024-12-19 16:49:36.450529 INFO::Fitting model to feature number 451, F475
## 2024-12-19 16:49:36.451614 INFO::Fitting model to feature number 452, F476
## 2024-12-19 16:49:36.452713 INFO::Fitting model to feature number 453, F477
## 2024-12-19 16:49:36.453812 INFO::Fitting model to feature number 454, F478
## 2024-12-19 16:49:36.454912 INFO::Fitting model to feature number 455, F479
## 2024-12-19 16:49:36.456029 INFO::Fitting model to feature number 456, F480
## 2024-12-19 16:49:36.457136 INFO::Fitting model to feature number 457, F481
## 2024-12-19 16:49:36.458244 INFO::Fitting model to feature number 458, F482
## 2024-12-19 16:49:36.459377 INFO::Fitting model to feature number 459, F483
## 2024-12-19 16:49:36.46047 INFO::Fitting model to feature number 460, F484
## 2024-12-19 16:49:36.461554 INFO::Fitting model to feature number 461, F485
## 2024-12-19 16:49:36.462649 INFO::Fitting model to feature number 462, F486
## 2024-12-19 16:49:36.463817 INFO::Fitting model to feature number 463, F487
## 2024-12-19 16:49:36.46492 INFO::Fitting model to feature number 464, F488
## 2024-12-19 16:49:36.466023 INFO::Fitting model to feature number 465, F489
## 2024-12-19 16:49:36.467194 INFO::Fitting model to feature number 466, F490
## 2024-12-19 16:49:36.468308 INFO::Fitting model to feature number 467, F491
## 2024-12-19 16:49:36.469432 INFO::Fitting model to feature number 468, F492
## 2024-12-19 16:49:36.470564 INFO::Fitting model to feature number 469, F493
## 2024-12-19 16:49:36.471657 INFO::Fitting model to feature number 470, F494
## 2024-12-19 16:49:36.47275 INFO::Fitting model to feature number 471, F495
## 2024-12-19 16:49:36.473847 INFO::Fitting model to feature number 472, F496
## 2024-12-19 16:49:36.474948 INFO::Fitting model to feature number 473, F497
## 2024-12-19 16:49:36.476018 INFO::Fitting model to feature number 474, F498
## 2024-12-19 16:49:36.477109 INFO::Fitting model to feature number 475, F499
## 2024-12-19 16:49:36.478196 INFO::Fitting model to feature number 476, F500
## 2024-12-19 16:49:36.479282 INFO::Fitting model to feature number 477, F501
## 2024-12-19 16:49:36.480408 INFO::Fitting model to feature number 478, F502
## 2024-12-19 16:49:36.481515 INFO::Fitting model to feature number 479, F503
## 2024-12-19 16:49:36.48264 INFO::Fitting model to feature number 480, F504
## 2024-12-19 16:49:36.48375 INFO::Fitting model to feature number 481, F505
## 2024-12-19 16:49:36.484859 INFO::Fitting model to feature number 482, F506
## 2024-12-19 16:49:36.485949 INFO::Fitting model to feature number 483, F507
## 2024-12-19 16:49:36.487022 INFO::Fitting model to feature number 484, F508
## 2024-12-19 16:49:36.488105 INFO::Fitting model to feature number 485, F509
## 2024-12-19 16:49:36.489175 INFO::Fitting model to feature number 486, F510
## 2024-12-19 16:49:36.490261 INFO::Fitting model to feature number 487, F511
## 2024-12-19 16:49:36.491328 INFO::Fitting model to feature number 488, F512
## 2024-12-19 16:49:36.492422 INFO::Fitting model to feature number 489, F513
## 2024-12-19 16:49:36.493515 INFO::Fitting model to feature number 490, F514
## 2024-12-19 16:49:36.494608 INFO::Fitting model to feature number 491, F515
## 2024-12-19 16:49:36.495697 INFO::Fitting model to feature number 492, F516
## 2024-12-19 16:49:36.496773 INFO::Fitting model to feature number 493, F517
## 2024-12-19 16:49:36.497856 INFO::Fitting model to feature number 494, F518
## 2024-12-19 16:49:36.498926 INFO::Fitting model to feature number 495, F519
## 2024-12-19 16:49:36.500016 INFO::Fitting model to feature number 496, F520
## 2024-12-19 16:49:36.501107 INFO::Fitting model to feature number 497, F521
## 2024-12-19 16:49:36.502194 INFO::Fitting model to feature number 498, F522
## 2024-12-19 16:49:36.50328 INFO::Fitting model to feature number 499, F523
## 2024-12-19 16:49:36.504354 INFO::Fitting model to feature number 500, F524
## 2024-12-19 16:49:36.505436 INFO::Fitting model to feature number 501, F525
## 2024-12-19 16:49:36.50652 INFO::Fitting model to feature number 502, F526
## 2024-12-19 16:49:36.507592 INFO::Fitting model to feature number 503, F527
## 2024-12-19 16:49:36.508661 INFO::Fitting model to feature number 504, F528
## 2024-12-19 16:49:36.509756 INFO::Fitting model to feature number 505, F529
## 2024-12-19 16:49:36.510848 INFO::Fitting model to feature number 506, F530
## 2024-12-19 16:49:36.511952 INFO::Fitting model to feature number 507, F531
## 2024-12-19 16:49:36.513046 INFO::Fitting model to feature number 508, F532
## 2024-12-19 16:49:36.514153 INFO::Fitting model to feature number 509, F533
## 2024-12-19 16:49:36.515233 INFO::Fitting model to feature number 510, F534
## 2024-12-19 16:49:36.516301 INFO::Fitting model to feature number 511, F535
## 2024-12-19 16:49:36.517378 INFO::Fitting model to feature number 512, F536
## 2024-12-19 16:49:36.518453 INFO::Fitting model to feature number 513, F537
## 2024-12-19 16:49:36.51954 INFO::Fitting model to feature number 514, F539
## 2024-12-19 16:49:36.520612 INFO::Fitting model to feature number 515, F540
## 2024-12-19 16:49:36.521704 INFO::Fitting model to feature number 516, F541
## 2024-12-19 16:49:36.522797 INFO::Fitting model to feature number 517, F543
## 2024-12-19 16:49:36.523894 INFO::Fitting model to feature number 518, F544
## 2024-12-19 16:49:36.524963 INFO::Fitting model to feature number 519, F545
## 2024-12-19 16:49:36.526071 INFO::Fitting model to feature number 520, F546
## 2024-12-19 16:49:36.527223 INFO::Fitting model to feature number 521, F547
## 2024-12-19 16:49:36.528306 INFO::Fitting model to feature number 522, F548
## 2024-12-19 16:49:36.529384 INFO::Fitting model to feature number 523, F549
## 2024-12-19 16:49:36.53049 INFO::Fitting model to feature number 524, F550
## 2024-12-19 16:49:36.531583 INFO::Fitting model to feature number 525, F551
## 2024-12-19 16:49:36.532682 INFO::Fitting model to feature number 526, F552
## 2024-12-19 16:49:36.53379 INFO::Fitting model to feature number 527, F553
## 2024-12-19 16:49:36.534862 INFO::Fitting model to feature number 528, F554
## 2024-12-19 16:49:36.535938 INFO::Fitting model to feature number 529, F555
## 2024-12-19 16:49:36.53701 INFO::Fitting model to feature number 530, F556
## 2024-12-19 16:49:36.538084 INFO::Fitting model to feature number 531, F557
## 2024-12-19 16:49:36.539176 INFO::Fitting model to feature number 532, F558
## 2024-12-19 16:49:36.540261 INFO::Fitting model to feature number 533, F559
## 2024-12-19 16:49:36.541334 INFO::Fitting model to feature number 534, F560
## 2024-12-19 16:49:36.542406 INFO::Fitting model to feature number 535, F561
## 2024-12-19 16:49:36.543496 INFO::Fitting model to feature number 536, F562
## 2024-12-19 16:49:36.544586 INFO::Fitting model to feature number 537, F563
## 2024-12-19 16:49:36.545664 INFO::Fitting model to feature number 538, F564
## 2024-12-19 16:49:36.546733 INFO::Fitting model to feature number 539, F566
## 2024-12-19 16:49:36.547822 INFO::Fitting model to feature number 540, F567
## 2024-12-19 16:49:36.548896 INFO::Fitting model to feature number 541, F568
## 2024-12-19 16:49:36.549991 INFO::Fitting model to feature number 542, F569
## 2024-12-19 16:49:36.551153 INFO::Fitting model to feature number 543, F570
## 2024-12-19 16:49:36.552275 INFO::Fitting model to feature number 544, F571
## 2024-12-19 16:49:36.553387 INFO::Fitting model to feature number 545, F572
## 2024-12-19 16:49:36.55447 INFO::Fitting model to feature number 546, F573
## 2024-12-19 16:49:36.555573 INFO::Fitting model to feature number 547, F574
## 2024-12-19 16:49:36.556682 INFO::Fitting model to feature number 548, F575
## 2024-12-19 16:49:36.557789 INFO::Fitting model to feature number 549, F576
## 2024-12-19 16:49:36.558888 INFO::Fitting model to feature number 550, F577
## 2024-12-19 16:49:36.559971 INFO::Fitting model to feature number 551, F578
## 2024-12-19 16:49:36.561084 INFO::Fitting model to feature number 552, F579
## 2024-12-19 16:49:36.562167 INFO::Fitting model to feature number 553, F580
## 2024-12-19 16:49:36.563267 INFO::Fitting model to feature number 554, F581
## 2024-12-19 16:49:36.564388 INFO::Fitting model to feature number 555, F582
## 2024-12-19 16:49:36.565506 INFO::Fitting model to feature number 556, F583
## 2024-12-19 16:49:36.566623 INFO::Fitting model to feature number 557, F584
## 2024-12-19 16:49:36.567774 INFO::Fitting model to feature number 558, F585
## 2024-12-19 16:49:36.568905 INFO::Fitting model to feature number 559, F586
## 2024-12-19 16:49:36.570062 INFO::Fitting model to feature number 560, F587
## 2024-12-19 16:49:36.571289 INFO::Fitting model to feature number 561, F588
## 2024-12-19 16:49:36.572399 INFO::Fitting model to feature number 562, F589
## 2024-12-19 16:49:36.573515 INFO::Fitting model to feature number 563, F590
## 2024-12-19 16:49:36.574624 INFO::Fitting model to feature number 564, F591
## 2024-12-19 16:49:36.575718 INFO::Fitting model to feature number 565, F592
## 2024-12-19 16:49:36.576832 INFO::Fitting model to feature number 566, F593
## 2024-12-19 16:49:36.577935 INFO::Fitting model to feature number 567, F594
## 2024-12-19 16:49:36.579048 INFO::Fitting model to feature number 568, F595
## 2024-12-19 16:49:36.580148 INFO::Fitting model to feature number 569, F596
## 2024-12-19 16:49:36.58125 INFO::Fitting model to feature number 570, F597
## 2024-12-19 16:49:36.582343 INFO::Fitting model to feature number 571, F598
## 2024-12-19 16:49:36.583431 INFO::Fitting model to feature number 572, F599
## 2024-12-19 16:49:36.584534 INFO::Fitting model to feature number 573, F600
## 2024-12-19 16:49:36.585625 INFO::Fitting model to feature number 574, F601
## 2024-12-19 16:49:36.586712 INFO::Fitting model to feature number 575, F602
## 2024-12-19 16:49:36.587887 INFO::Fitting model to feature number 576, F603
## 2024-12-19 16:49:36.588986 INFO::Fitting model to feature number 577, F605
## 2024-12-19 16:49:36.590105 INFO::Fitting model to feature number 578, F606
## 2024-12-19 16:49:36.591205 INFO::Fitting model to feature number 579, F607
## 2024-12-19 16:49:36.592309 INFO::Fitting model to feature number 580, F608
## 2024-12-19 16:49:36.593428 INFO::Fitting model to feature number 581, F609
## 2024-12-19 16:49:36.594534 INFO::Fitting model to feature number 582, F610
## 2024-12-19 16:49:36.595627 INFO::Fitting model to feature number 583, F611
## 2024-12-19 16:49:36.596729 INFO::Fitting model to feature number 584, F612
## 2024-12-19 16:49:36.597813 INFO::Fitting model to feature number 585, F613
## 2024-12-19 16:49:36.598901 INFO::Fitting model to feature number 586, F614
## 2024-12-19 16:49:36.600038 INFO::Fitting model to feature number 587, F615
## 2024-12-19 16:49:36.601156 INFO::Fitting model to feature number 588, F616
## 2024-12-19 16:49:36.602259 INFO::Fitting model to feature number 589, F617
## 2024-12-19 16:49:36.603377 INFO::Fitting model to feature number 590, F618
## 2024-12-19 16:49:36.604499 INFO::Fitting model to feature number 591, F619
## 2024-12-19 16:49:36.605617 INFO::Fitting model to feature number 592, F620
## 2024-12-19 16:49:36.60671 INFO::Fitting model to feature number 593, F621
## 2024-12-19 16:49:36.607827 INFO::Fitting model to feature number 594, F622
## 2024-12-19 16:49:36.608925 INFO::Fitting model to feature number 595, F623
## 2024-12-19 16:49:36.609996 INFO::Fitting model to feature number 596, F624
## 2024-12-19 16:49:36.611105 INFO::Fitting model to feature number 597, F625
## 2024-12-19 16:49:36.61222 INFO::Fitting model to feature number 598, F626
## 2024-12-19 16:49:36.613348 INFO::Fitting model to feature number 599, F627
## 2024-12-19 16:49:36.614463 INFO::Fitting model to feature number 600, F628
## 2024-12-19 16:49:36.615543 INFO::Fitting model to feature number 601, F629
## 2024-12-19 16:49:36.616639 INFO::Fitting model to feature number 602, F630
## 2024-12-19 16:49:36.617744 INFO::Fitting model to feature number 603, F631
## 2024-12-19 16:49:36.618883 INFO::Fitting model to feature number 604, F632
## 2024-12-19 16:49:36.619987 INFO::Fitting model to feature number 605, F633
## 2024-12-19 16:49:36.63738 INFO::Fitting model to feature number 606, F634
## 2024-12-19 16:49:36.638599 INFO::Fitting model to feature number 607, F635
## 2024-12-19 16:49:36.639723 INFO::Fitting model to feature number 608, F636
## 2024-12-19 16:49:36.640823 INFO::Fitting model to feature number 609, F637
## 2024-12-19 16:49:36.641975 INFO::Fitting model to feature number 610, F638
## 2024-12-19 16:49:36.643126 INFO::Fitting model to feature number 611, F639
## 2024-12-19 16:49:36.644262 INFO::Fitting model to feature number 612, F640
## 2024-12-19 16:49:36.64545 INFO::Fitting model to feature number 613, F641
## 2024-12-19 16:49:36.646554 INFO::Fitting model to feature number 614, F642
## 2024-12-19 16:49:36.64765 INFO::Fitting model to feature number 615, F643
## 2024-12-19 16:49:36.648752 INFO::Fitting model to feature number 616, F644
## 2024-12-19 16:49:36.649863 INFO::Fitting model to feature number 617, F645
## 2024-12-19 16:49:36.651007 INFO::Fitting model to feature number 618, F646
## 2024-12-19 16:49:36.652101 INFO::Fitting model to feature number 619, F647
## 2024-12-19 16:49:36.653185 INFO::Fitting model to feature number 620, F648
## 2024-12-19 16:49:36.65428 INFO::Fitting model to feature number 621, F649
## 2024-12-19 16:49:36.655403 INFO::Fitting model to feature number 622, F650
## 2024-12-19 16:49:36.656526 INFO::Fitting model to feature number 623, F651
## 2024-12-19 16:49:36.657653 INFO::Fitting model to feature number 624, F652
## 2024-12-19 16:49:36.658777 INFO::Fitting model to feature number 625, F653
## 2024-12-19 16:49:36.659905 INFO::Fitting model to feature number 626, F654
## 2024-12-19 16:49:36.661033 INFO::Fitting model to feature number 627, F655
## 2024-12-19 16:49:36.66213 INFO::Fitting model to feature number 628, F656
## 2024-12-19 16:49:36.663214 INFO::Fitting model to feature number 629, F657
## 2024-12-19 16:49:36.664342 INFO::Fitting model to feature number 630, F658
## 2024-12-19 16:49:36.665427 INFO::Fitting model to feature number 631, F659
## 2024-12-19 16:49:36.666523 INFO::Fitting model to feature number 632, F660
## 2024-12-19 16:49:36.66761 INFO::Fitting model to feature number 633, F661
## 2024-12-19 16:49:36.668715 INFO::Fitting model to feature number 634, F662
## 2024-12-19 16:49:36.669808 INFO::Fitting model to feature number 635, F663
## 2024-12-19 16:49:36.670891 INFO::Fitting model to feature number 636, F664
## 2024-12-19 16:49:36.671969 INFO::Fitting model to feature number 637, F665
## 2024-12-19 16:49:36.673042 INFO::Fitting model to feature number 638, F666
## 2024-12-19 16:49:36.674108 INFO::Fitting model to feature number 639, F667
## 2024-12-19 16:49:36.675181 INFO::Fitting model to feature number 640, F668
## 2024-12-19 16:49:36.676256 INFO::Fitting model to feature number 641, F669
## 2024-12-19 16:49:36.677346 INFO::Fitting model to feature number 642, F670
## 2024-12-19 16:49:36.678419 INFO::Fitting model to feature number 643, F671
## 2024-12-19 16:49:36.679476 INFO::Fitting model to feature number 644, F672
## 2024-12-19 16:49:36.68055 INFO::Fitting model to feature number 645, F673
## 2024-12-19 16:49:36.681631 INFO::Fitting model to feature number 646, F674
## 2024-12-19 16:49:36.682703 INFO::Fitting model to feature number 647, F675
## 2024-12-19 16:49:36.683784 INFO::Fitting model to feature number 648, F676
## 2024-12-19 16:49:36.684863 INFO::Fitting model to feature number 649, F677
## 2024-12-19 16:49:36.685948 INFO::Fitting model to feature number 650, F678
## 2024-12-19 16:49:36.687025 INFO::Fitting model to feature number 651, F679
## 2024-12-19 16:49:36.688107 INFO::Fitting model to feature number 652, F680
## 2024-12-19 16:49:36.689201 INFO::Fitting model to feature number 653, F681
## 2024-12-19 16:49:36.690866 INFO::Fitting model to feature number 654, F682
## 2024-12-19 16:49:36.692152 INFO::Fitting model to feature number 655, F683
## 2024-12-19 16:49:36.693504 INFO::Fitting model to feature number 656, F684
## 2024-12-19 16:49:36.694709 INFO::Fitting model to feature number 657, F685
## 2024-12-19 16:49:36.695911 INFO::Fitting model to feature number 658, F686
## 2024-12-19 16:49:36.697201 INFO::Fitting model to feature number 659, F687
## 2024-12-19 16:49:36.698377 INFO::Fitting model to feature number 660, F688
## 2024-12-19 16:49:36.699501 INFO::Fitting model to feature number 661, F689
## 2024-12-19 16:49:36.700595 INFO::Fitting model to feature number 662, F690
## 2024-12-19 16:49:36.701705 INFO::Fitting model to feature number 663, F691
## 2024-12-19 16:49:36.702929 INFO::Fitting model to feature number 664, F692
## 2024-12-19 16:49:36.704159 INFO::Fitting model to feature number 665, F693
## 2024-12-19 16:49:36.705374 INFO::Fitting model to feature number 666, F694
## 2024-12-19 16:49:36.706517 INFO::Fitting model to feature number 667, F695
## 2024-12-19 16:49:36.70765 INFO::Fitting model to feature number 668, F696
## 2024-12-19 16:49:36.708798 INFO::Fitting model to feature number 669, F697
## 2024-12-19 16:49:36.70994 INFO::Fitting model to feature number 670, F698
## 2024-12-19 16:49:36.711096 INFO::Fitting model to feature number 671, F699
## 2024-12-19 16:49:36.712223 INFO::Fitting model to feature number 672, F700
## 2024-12-19 16:49:36.713319 INFO::Fitting model to feature number 673, F701
## 2024-12-19 16:49:36.714413 INFO::Fitting model to feature number 674, F702
## 2024-12-19 16:49:36.715538 INFO::Fitting model to feature number 675, F704
## 2024-12-19 16:49:36.716746 INFO::Fitting model to feature number 676, F705
## 2024-12-19 16:49:36.717938 INFO::Fitting model to feature number 677, F706
## 2024-12-19 16:49:36.719243 INFO::Fitting model to feature number 678, F707
## 2024-12-19 16:49:36.72045 INFO::Fitting model to feature number 679, F708
## 2024-12-19 16:49:36.721607 INFO::Fitting model to feature number 680, F709
## 2024-12-19 16:49:36.722759 INFO::Fitting model to feature number 681, F710
## 2024-12-19 16:49:36.723936 INFO::Fitting model to feature number 682, F711
## 2024-12-19 16:49:36.725052 INFO::Fitting model to feature number 683, F712
## 2024-12-19 16:49:36.726179 INFO::Fitting model to feature number 684, F713
## 2024-12-19 16:49:36.727385 INFO::Fitting model to feature number 685, F714
## 2024-12-19 16:49:36.728485 INFO::Fitting model to feature number 686, F715
## 2024-12-19 16:49:36.730204 INFO::Fitting model to feature number 687, F716
## 2024-12-19 16:49:36.731356 INFO::Fitting model to feature number 688, F717
## 2024-12-19 16:49:36.732464 INFO::Fitting model to feature number 689, F718
## 2024-12-19 16:49:36.733552 INFO::Fitting model to feature number 690, F719
## 2024-12-19 16:49:36.73466 INFO::Fitting model to feature number 691, F720
## 2024-12-19 16:49:36.736328 INFO::Fitting model to feature number 692, F721
## 2024-12-19 16:49:36.737762 INFO::Fitting model to feature number 693, F722
## 2024-12-19 16:49:36.739009 INFO::Fitting model to feature number 694, F723
## 2024-12-19 16:49:36.740176 INFO::Fitting model to feature number 695, F724
## 2024-12-19 16:49:36.741335 INFO::Fitting model to feature number 696, F725
## 2024-12-19 16:49:36.742473 INFO::Fitting model to feature number 697, F726
## 2024-12-19 16:49:36.743617 INFO::Fitting model to feature number 698, F727
## 2024-12-19 16:49:36.744756 INFO::Fitting model to feature number 699, F728
## 2024-12-19 16:49:36.745884 INFO::Fitting model to feature number 700, F729
## 2024-12-19 16:49:36.747023 INFO::Fitting model to feature number 701, F730
## 2024-12-19 16:49:36.748129 INFO::Fitting model to feature number 702, F731
## 2024-12-19 16:49:36.749242 INFO::Fitting model to feature number 703, F732
## 2024-12-19 16:49:36.75036 INFO::Fitting model to feature number 704, F733
## 2024-12-19 16:49:36.751466 INFO::Fitting model to feature number 705, F734
## 2024-12-19 16:49:36.752586 INFO::Fitting model to feature number 706, F735
## 2024-12-19 16:49:36.75371 INFO::Fitting model to feature number 707, F736
## 2024-12-19 16:49:36.754833 INFO::Fitting model to feature number 708, F737
## 2024-12-19 16:49:36.755949 INFO::Fitting model to feature number 709, F739
## 2024-12-19 16:49:36.757072 INFO::Fitting model to feature number 710, F740
## 2024-12-19 16:49:36.758179 INFO::Fitting model to feature number 711, F741
## 2024-12-19 16:49:36.759382 INFO::Fitting model to feature number 712, F742
## 2024-12-19 16:49:36.760527 INFO::Fitting model to feature number 713, F743
## 2024-12-19 16:49:36.76165 INFO::Fitting model to feature number 714, F744
## 2024-12-19 16:49:36.762739 INFO::Fitting model to feature number 715, F745
## 2024-12-19 16:49:36.763885 INFO::Fitting model to feature number 716, F746
## 2024-12-19 16:49:36.764991 INFO::Fitting model to feature number 717, F747
## 2024-12-19 16:49:36.766118 INFO::Fitting model to feature number 718, F748
## 2024-12-19 16:49:36.767242 INFO::Fitting model to feature number 719, F749
## 2024-12-19 16:49:36.768348 INFO::Fitting model to feature number 720, F750
## 2024-12-19 16:49:36.769466 INFO::Fitting model to feature number 721, F751
## 2024-12-19 16:49:36.770564 INFO::Fitting model to feature number 722, F752
## 2024-12-19 16:49:36.771675 INFO::Fitting model to feature number 723, F753
## 2024-12-19 16:49:36.77276 INFO::Fitting model to feature number 724, F754
## 2024-12-19 16:49:36.773883 INFO::Fitting model to feature number 725, F755
## 2024-12-19 16:49:36.774976 INFO::Fitting model to feature number 726, F756
## 2024-12-19 16:49:36.776052 INFO::Fitting model to feature number 727, F757
## 2024-12-19 16:49:36.777144 INFO::Fitting model to feature number 728, F758
## 2024-12-19 16:49:36.778236 INFO::Fitting model to feature number 729, F759
## 2024-12-19 16:49:36.77937 INFO::Fitting model to feature number 730, F760
## 2024-12-19 16:49:36.780477 INFO::Fitting model to feature number 731, F761
## 2024-12-19 16:49:36.78159 INFO::Fitting model to feature number 732, F762
## 2024-12-19 16:49:36.782675 INFO::Fitting model to feature number 733, F763
## 2024-12-19 16:49:36.7838 INFO::Fitting model to feature number 734, F764
## 2024-12-19 16:49:36.785545 INFO::Fitting model to feature number 735, F765
## 2024-12-19 16:49:36.78694 INFO::Fitting model to feature number 736, F766
## 2024-12-19 16:49:36.788233 INFO::Fitting model to feature number 737, F767
## 2024-12-19 16:49:36.789555 INFO::Fitting model to feature number 738, F768
## 2024-12-19 16:49:36.790835 INFO::Fitting model to feature number 739, F769
## 2024-12-19 16:49:36.792191 INFO::Fitting model to feature number 740, F770
## 2024-12-19 16:49:36.793394 INFO::Fitting model to feature number 741, F771
## 2024-12-19 16:49:36.794729 INFO::Fitting model to feature number 742, F772
## 2024-12-19 16:49:36.796052 INFO::Fitting model to feature number 743, F773
## 2024-12-19 16:49:36.797329 INFO::Fitting model to feature number 744, F774
## 2024-12-19 16:49:36.798483 INFO::Fitting model to feature number 745, F775
## 2024-12-19 16:49:36.799627 INFO::Fitting model to feature number 746, F776
## 2024-12-19 16:49:36.800799 INFO::Fitting model to feature number 747, F777
## 2024-12-19 16:49:36.801931 INFO::Fitting model to feature number 748, F778
## 2024-12-19 16:49:36.80306 INFO::Fitting model to feature number 749, F779
## 2024-12-19 16:49:36.804211 INFO::Fitting model to feature number 750, F780
## 2024-12-19 16:49:36.805394 INFO::Fitting model to feature number 751, F781
## 2024-12-19 16:49:36.806541 INFO::Fitting model to feature number 752, F782
## 2024-12-19 16:49:36.807691 INFO::Fitting model to feature number 753, F783
## 2024-12-19 16:49:36.808879 INFO::Fitting model to feature number 754, F784
## 2024-12-19 16:49:36.810266 INFO::Fitting model to feature number 755, F785
## 2024-12-19 16:49:36.811578 INFO::Fitting model to feature number 756, F786
## 2024-12-19 16:49:36.812885 INFO::Fitting model to feature number 757, F787
## 2024-12-19 16:49:36.814248 INFO::Fitting model to feature number 758, F788
## 2024-12-19 16:49:36.81555 INFO::Fitting model to feature number 759, F789
## 2024-12-19 16:49:36.816752 INFO::Fitting model to feature number 760, F790
## 2024-12-19 16:49:36.817917 INFO::Fitting model to feature number 761, F791
## 2024-12-19 16:49:36.819067 INFO::Fitting model to feature number 762, F792
## 2024-12-19 16:49:36.820231 INFO::Fitting model to feature number 763, F793
## 2024-12-19 16:49:36.821381 INFO::Fitting model to feature number 764, F794
## 2024-12-19 16:49:36.8225 INFO::Fitting model to feature number 765, F795
## 2024-12-19 16:49:36.82361 INFO::Fitting model to feature number 766, F796
## 2024-12-19 16:49:36.824709 INFO::Fitting model to feature number 767, F797
## 2024-12-19 16:49:36.825814 INFO::Fitting model to feature number 768, F798
## 2024-12-19 16:49:36.827023 INFO::Fitting model to feature number 769, F799
## 2024-12-19 16:49:36.828247 INFO::Fitting model to feature number 770, F800
## 2024-12-19 16:49:36.829432 INFO::Fitting model to feature number 771, F801
## 2024-12-19 16:49:36.83062 INFO::Fitting model to feature number 772, F802
## 2024-12-19 16:49:36.831754 INFO::Fitting model to feature number 773, F803
## 2024-12-19 16:49:36.832959 INFO::Fitting model to feature number 774, F804
## 2024-12-19 16:49:36.83428 INFO::Fitting model to feature number 775, F805
## 2024-12-19 16:49:36.835497 INFO::Fitting model to feature number 776, F806
## 2024-12-19 16:49:36.836673 INFO::Fitting model to feature number 777, F808
## 2024-12-19 16:49:36.837866 INFO::Fitting model to feature number 778, F809
## 2024-12-19 16:49:36.839076 INFO::Fitting model to feature number 779, F810
## 2024-12-19 16:49:36.840256 INFO::Fitting model to feature number 780, F811
## 2024-12-19 16:49:36.841437 INFO::Fitting model to feature number 781, F812
## 2024-12-19 16:49:36.842582 INFO::Fitting model to feature number 782, F813
## 2024-12-19 16:49:36.843748 INFO::Fitting model to feature number 783, F814
## 2024-12-19 16:49:36.84496 INFO::Fitting model to feature number 784, F815
## 2024-12-19 16:49:36.846122 INFO::Fitting model to feature number 785, F816
## 2024-12-19 16:49:36.847284 INFO::Fitting model to feature number 786, F817
## 2024-12-19 16:49:36.848652 INFO::Fitting model to feature number 787, F818
## 2024-12-19 16:49:36.850113 INFO::Fitting model to feature number 788, F819
## 2024-12-19 16:49:36.851379 INFO::Fitting model to feature number 789, F820
## 2024-12-19 16:49:36.852612 INFO::Fitting model to feature number 790, F821
## 2024-12-19 16:49:36.85385 INFO::Fitting model to feature number 791, F822
## 2024-12-19 16:49:36.855208 INFO::Fitting model to feature number 792, F823
## 2024-12-19 16:49:36.856522 INFO::Fitting model to feature number 793, F824
## 2024-12-19 16:49:36.857867 INFO::Fitting model to feature number 794, F825
## 2024-12-19 16:49:36.85916 INFO::Fitting model to feature number 795, F826
## 2024-12-19 16:49:36.860415 INFO::Fitting model to feature number 796, F827
## 2024-12-19 16:49:36.861672 INFO::Fitting model to feature number 797, F828
## 2024-12-19 16:49:36.862943 INFO::Fitting model to feature number 798, F829
## 2024-12-19 16:49:36.864184 INFO::Fitting model to feature number 799, F830
## 2024-12-19 16:49:36.865787 INFO::Fitting model to feature number 800, F831
## 2024-12-19 16:49:36.867146 INFO::Fitting model to feature number 801, F832
## 2024-12-19 16:49:36.868567 INFO::Fitting model to feature number 802, F833
## 2024-12-19 16:49:36.869869 INFO::Fitting model to feature number 803, F834
## 2024-12-19 16:49:36.87119 INFO::Fitting model to feature number 804, F835
## 2024-12-19 16:49:36.872425 INFO::Fitting model to feature number 805, F836
## 2024-12-19 16:49:36.873706 INFO::Fitting model to feature number 806, F837
## 2024-12-19 16:49:36.874968 INFO::Fitting model to feature number 807, F838
## 2024-12-19 16:49:36.876136 INFO::Fitting model to feature number 808, F839
## 2024-12-19 16:49:36.87749 INFO::Fitting model to feature number 809, F840
## 2024-12-19 16:49:36.878638 INFO::Fitting model to feature number 810, F841
## 2024-12-19 16:49:36.879829 INFO::Fitting model to feature number 811, F842
## 2024-12-19 16:49:36.881021 INFO::Fitting model to feature number 812, F843
## 2024-12-19 16:49:36.882234 INFO::Fitting model to feature number 813, F844
## 2024-12-19 16:49:36.88344 INFO::Fitting model to feature number 814, F845
## 2024-12-19 16:49:36.884643 INFO::Fitting model to feature number 815, F846
## 2024-12-19 16:49:36.885778 INFO::Fitting model to feature number 816, F847
## 2024-12-19 16:49:36.887029 INFO::Fitting model to feature number 817, F848
## 2024-12-19 16:49:36.88825 INFO::Fitting model to feature number 818, F849
## 2024-12-19 16:49:36.889428 INFO::Fitting model to feature number 819, F850
## 2024-12-19 16:49:36.890575 INFO::Fitting model to feature number 820, F851
## 2024-12-19 16:49:36.891828 INFO::Fitting model to feature number 821, F852
## 2024-12-19 16:49:36.893139 INFO::Fitting model to feature number 822, F853
## 2024-12-19 16:49:36.894419 INFO::Fitting model to feature number 823, F854
## 2024-12-19 16:49:36.895579 INFO::Fitting model to feature number 824, F855
## 2024-12-19 16:49:36.896905 INFO::Fitting model to feature number 825, F856
## 2024-12-19 16:49:36.898082 INFO::Fitting model to feature number 826, F857
## 2024-12-19 16:49:36.899295 INFO::Fitting model to feature number 827, F858
## 2024-12-19 16:49:36.900522 INFO::Fitting model to feature number 828, F859
## 2024-12-19 16:49:36.901735 INFO::Fitting model to feature number 829, F860
## 2024-12-19 16:49:36.902953 INFO::Fitting model to feature number 830, F861
## 2024-12-19 16:49:36.904188 INFO::Fitting model to feature number 831, F862
## 2024-12-19 16:49:36.905402 INFO::Fitting model to feature number 832, F863
## 2024-12-19 16:49:36.906601 INFO::Fitting model to feature number 833, F864
## 2024-12-19 16:49:36.90797 INFO::Fitting model to feature number 834, F865
## 2024-12-19 16:49:36.909273 INFO::Fitting model to feature number 835, F866
## 2024-12-19 16:49:36.910542 INFO::Fitting model to feature number 836, F867
## 2024-12-19 16:49:36.911801 INFO::Fitting model to feature number 837, F868
## 2024-12-19 16:49:36.912961 INFO::Fitting model to feature number 838, F869
## 2024-12-19 16:49:36.914204 INFO::Fitting model to feature number 839, F870
## 2024-12-19 16:49:36.91542 INFO::Fitting model to feature number 840, F871
## 2024-12-19 16:49:36.916608 INFO::Fitting model to feature number 841, F872
## 2024-12-19 16:49:36.917825 INFO::Fitting model to feature number 842, F873
## 2024-12-19 16:49:36.919157 INFO::Fitting model to feature number 843, F874
## 2024-12-19 16:49:36.920393 INFO::Fitting model to feature number 844, F875
## 2024-12-19 16:49:36.921575 INFO::Fitting model to feature number 845, F876
## 2024-12-19 16:49:36.922849 INFO::Fitting model to feature number 846, F877
## 2024-12-19 16:49:36.924122 INFO::Fitting model to feature number 847, F878
## 2024-12-19 16:49:36.925309 INFO::Fitting model to feature number 848, F879
## 2024-12-19 16:49:36.926575 INFO::Fitting model to feature number 849, F880
## 2024-12-19 16:49:36.927761 INFO::Fitting model to feature number 850, F881
## 2024-12-19 16:49:36.929024 INFO::Fitting model to feature number 851, F882
## 2024-12-19 16:49:36.930164 INFO::Fitting model to feature number 852, F883
## 2024-12-19 16:49:36.931294 INFO::Fitting model to feature number 853, F884
## 2024-12-19 16:49:36.932456 INFO::Fitting model to feature number 854, F885
## 2024-12-19 16:49:36.933624 INFO::Fitting model to feature number 855, F886
## 2024-12-19 16:49:36.934781 INFO::Fitting model to feature number 856, F887
## 2024-12-19 16:49:36.935923 INFO::Fitting model to feature number 857, F888
## 2024-12-19 16:49:36.937047 INFO::Fitting model to feature number 858, F889
## 2024-12-19 16:49:36.938186 INFO::Fitting model to feature number 859, F890
## 2024-12-19 16:49:36.939283 INFO::Fitting model to feature number 860, F891
## 2024-12-19 16:49:36.940441 INFO::Fitting model to feature number 861, F892
## 2024-12-19 16:49:36.94159 INFO::Fitting model to feature number 862, F893
## 2024-12-19 16:49:36.942709 INFO::Fitting model to feature number 863, F894
## 2024-12-19 16:49:36.943814 INFO::Fitting model to feature number 864, F895
## 2024-12-19 16:49:36.944919 INFO::Fitting model to feature number 865, F896
## 2024-12-19 16:49:36.946049 INFO::Fitting model to feature number 866, F897
## 2024-12-19 16:49:36.947172 INFO::Fitting model to feature number 867, F898
## 2024-12-19 16:49:36.948309 INFO::Fitting model to feature number 868, F899
## 2024-12-19 16:49:36.949424 INFO::Fitting model to feature number 869, F900
## 2024-12-19 16:49:37.024449 INFO::Counting total values for each feature
## 2024-12-19 16:49:37.069577 INFO::Writing filtered data to file Macarron_output/maaslin2_results/features/filtered_data.tsv
## 2024-12-19 16:49:37.119878 INFO::Writing filtered, normalized data to file Macarron_output/maaslin2_results/features/filtered_data_norm.tsv
## 2024-12-19 16:49:37.170507 INFO::Writing filtered, normalized, transformed data to file Macarron_output/maaslin2_results/features/filtered_data_norm_transformed.tsv
## 2024-12-19 16:49:37.221947 INFO::Writing residuals to file Macarron_output/maaslin2_results/fits/residuals.rds
## 2024-12-19 16:49:37.24614 INFO::Writing fitted values to file Macarron_output/maaslin2_results/fits/fitted.rds
## 2024-12-19 16:49:37.266719 INFO::Writing all results to file (ordered by increasing q-values): Macarron_output/maaslin2_results/all_results.tsv
## 2024-12-19 16:49:37.276533 INFO::Writing the significant results (those which are less than or equal to the threshold of 0.250000 ) to file (ordered by increasing q-values): Macarron_output/maaslin2_results/significant_results.tsv
## 2024-12-19 16:49:37.282059 INFO::Writing association plots (one for each significant association) to output folder: Macarron_output/maaslin2_results
## 2024-12-19 16:49:37.289054 INFO::Plotting associations from most to least significant, grouped by metadata
## 2024-12-19 16:49:37.289495 INFO::Plotting data for metadata number 1, diagnosis
## 2024-12-19 16:49:37.30632 INFO::Creating boxplot for categorical data, diagnosis vs F504
## 2024-12-19 16:49:37.421355 INFO::Creating boxplot for categorical data, diagnosis vs F859
## 2024-12-19 16:49:37.482294 INFO::Creating boxplot for categorical data, diagnosis vs F533
## 2024-12-19 16:49:37.53764 INFO::Creating boxplot for categorical data, diagnosis vs F587
## 2024-12-19 16:49:37.605055 INFO::Creating boxplot for categorical data, diagnosis vs F584
## 2024-12-19 16:49:37.659092 INFO::Creating boxplot for categorical data, diagnosis vs F197
## 2024-12-19 16:49:37.71618 INFO::Creating boxplot for categorical data, diagnosis vs F380
## 2024-12-19 16:49:37.770669 INFO::Creating boxplot for categorical data, diagnosis vs F829
## 2024-12-19 16:49:37.826662 INFO::Creating boxplot for categorical data, diagnosis vs F664
## 2024-12-19 16:49:37.891935 INFO::Creating boxplot for categorical data, diagnosis vs F93
## 2024-12-19 16:49:37.945793 INFO::Creating boxplot for categorical data, diagnosis vs F15
## 2024-12-19 16:49:38.000118 INFO::Creating boxplot for categorical data, diagnosis vs F881
## 2024-12-19 16:49:38.056263 INFO::Creating boxplot for categorical data, diagnosis vs F806
## 2024-12-19 16:49:38.111769 INFO::Creating boxplot for categorical data, diagnosis vs F78
## 2024-12-19 16:49:38.167619 INFO::Creating boxplot for categorical data, diagnosis vs F189
## 2024-12-19 16:49:38.228207 INFO::Creating boxplot for categorical data, diagnosis vs F369
## 2024-12-19 16:49:38.281966 INFO::Creating boxplot for categorical data, diagnosis vs F623
## 2024-12-19 16:49:38.336007 INFO::Creating boxplot for categorical data, diagnosis vs F710
## 2024-12-19 16:49:38.391333 INFO::Creating boxplot for categorical data, diagnosis vs F851
## 2024-12-19 16:49:38.447313 INFO::Creating boxplot for categorical data, diagnosis vs F257
## 2024-12-19 16:49:38.538289 INFO::Creating boxplot for categorical data, diagnosis vs F330
## 2024-12-19 16:49:38.595997 INFO::Creating boxplot for categorical data, diagnosis vs F344
## 2024-12-19 16:49:38.65141 INFO::Creating boxplot for categorical data, diagnosis vs F696
## 2024-12-19 16:49:38.70615 INFO::Creating boxplot for categorical data, diagnosis vs F741
## 2024-12-19 16:49:38.760394 INFO::Creating boxplot for categorical data, diagnosis vs F509
## 2024-12-19 16:49:38.822781 INFO::Creating boxplot for categorical data, diagnosis vs F479
## 2024-12-19 16:49:38.876555 INFO::Creating boxplot for categorical data, diagnosis vs F550
## 2024-12-19 16:49:38.931337 INFO::Creating boxplot for categorical data, diagnosis vs F640
## 2024-12-19 16:49:38.985399 INFO::Creating boxplot for categorical data, diagnosis vs F281
## 2024-12-19 16:49:39.039104 INFO::Creating boxplot for categorical data, diagnosis vs F80
## 2024-12-19 16:49:39.107162 INFO::Creating boxplot for categorical data, diagnosis vs F285
## 2024-12-19 16:49:39.162188 INFO::Creating boxplot for categorical data, diagnosis vs F531
## 2024-12-19 16:49:39.216899 INFO::Creating boxplot for categorical data, diagnosis vs F737
## 2024-12-19 16:49:39.270673 INFO::Creating boxplot for categorical data, diagnosis vs F875
## 2024-12-19 16:49:39.324788 INFO::Creating boxplot for categorical data, diagnosis vs F864
## 2024-12-19 16:49:39.386255 INFO::Creating boxplot for categorical data, diagnosis vs F379
## 2024-12-19 16:49:39.44004 INFO::Creating boxplot for categorical data, diagnosis vs F190
## 2024-12-19 16:49:39.493083 INFO::Creating boxplot for categorical data, diagnosis vs F4
## 2024-12-19 16:49:39.548683 INFO::Creating boxplot for categorical data, diagnosis vs F591
## 2024-12-19 16:49:39.603807 INFO::Creating boxplot for categorical data, diagnosis vs F773
## 2024-12-19 16:49:39.658774 INFO::Creating boxplot for categorical data, diagnosis vs F283
## 2024-12-19 16:49:39.72158 INFO::Creating boxplot for categorical data, diagnosis vs F233
## 2024-12-19 16:49:39.776325 INFO::Creating boxplot for categorical data, diagnosis vs F420
## 2024-12-19 16:49:39.831215 INFO::Creating boxplot for categorical data, diagnosis vs F5
## 2024-12-19 16:49:39.886186 INFO::Creating boxplot for categorical data, diagnosis vs F137
## 2024-12-19 16:49:39.940988 INFO::Creating boxplot for categorical data, diagnosis vs F215
## 2024-12-19 16:49:40.006211 INFO::Creating boxplot for categorical data, diagnosis vs F489
## 2024-12-19 16:49:40.063489 INFO::Creating boxplot for categorical data, diagnosis vs F220
## 2024-12-19 16:49:40.117292 INFO::Creating boxplot for categorical data, diagnosis vs F691
## 2024-12-19 16:49:40.171822 INFO::Creating boxplot for categorical data, diagnosis vs F381
## 2024-12-19 16:49:40.227351 INFO::Creating boxplot for categorical data, diagnosis vs F539
## 2024-12-19 16:49:40.288925 INFO::Creating boxplot for categorical data, diagnosis vs F490
## 2024-12-19 16:49:40.343388 INFO::Creating boxplot for categorical data, diagnosis vs F832
## 2024-12-19 16:49:40.40007 INFO::Creating boxplot for categorical data, diagnosis vs F396
## 2024-12-19 16:49:40.456293 INFO::Creating boxplot for categorical data, diagnosis vs F528
## 2024-12-19 16:49:40.510298 INFO::Creating boxplot for categorical data, diagnosis vs F234
## 2024-12-19 16:49:40.573294 INFO::Creating boxplot for categorical data, diagnosis vs F178
## 2024-12-19 16:49:40.627194 INFO::Creating boxplot for categorical data, diagnosis vs F761
## 2024-12-19 16:49:40.682168 INFO::Creating boxplot for categorical data, diagnosis vs F2
## 2024-12-19 16:49:40.736572 INFO::Creating boxplot for categorical data, diagnosis vs F260
## 2024-12-19 16:49:40.792848 INFO::Creating boxplot for categorical data, diagnosis vs F734
## 2024-12-19 16:49:40.859502 INFO::Creating boxplot for categorical data, diagnosis vs F429
## 2024-12-19 16:49:40.914179 INFO::Creating boxplot for categorical data, diagnosis vs F630
## 2024-12-19 16:49:40.969365 INFO::Creating boxplot for categorical data, diagnosis vs F817
## 2024-12-19 16:49:41.023754 INFO::Creating boxplot for categorical data, diagnosis vs F847
## 2024-12-19 16:49:41.079686 INFO::Creating boxplot for categorical data, diagnosis vs F896
## 2024-12-19 16:49:41.142463 INFO::Creating boxplot for categorical data, diagnosis vs F81
## 2024-12-19 16:49:41.196647 INFO::Creating boxplot for categorical data, diagnosis vs F110
## 2024-12-19 16:49:41.250947 INFO::Creating boxplot for categorical data, diagnosis vs F3
## 2024-12-19 16:49:41.30697 INFO::Creating boxplot for categorical data, diagnosis vs F33
## 2024-12-19 16:49:41.362674 INFO::Creating boxplot for categorical data, diagnosis vs F270
## 2024-12-19 16:49:41.425087 INFO::Creating boxplot for categorical data, diagnosis vs F278
## 2024-12-19 16:49:41.480474 INFO::Creating boxplot for categorical data, diagnosis vs F264
## 2024-12-19 16:49:41.535982 INFO::Creating boxplot for categorical data, diagnosis vs F90
## 2024-12-19 16:49:41.591048 INFO::Creating boxplot for categorical data, diagnosis vs F403
## 2024-12-19 16:49:41.64684 INFO::Creating boxplot for categorical data, diagnosis vs F727
## 2024-12-19 16:49:41.703844 INFO::Creating boxplot for categorical data, diagnosis vs F394
## 2024-12-19 16:49:41.76623 INFO::Creating boxplot for categorical data, diagnosis vs F800
## 2024-12-19 16:49:41.821854 INFO::Creating boxplot for categorical data, diagnosis vs F439
## 2024-12-19 16:49:41.876184 INFO::Creating boxplot for categorical data, diagnosis vs F554
## 2024-12-19 16:49:41.930248 INFO::Creating boxplot for categorical data, diagnosis vs F559
## 2024-12-19 16:49:41.985992 INFO::Creating boxplot for categorical data, diagnosis vs F548
## 2024-12-19 16:49:42.048143 INFO::Creating boxplot for categorical data, diagnosis vs F794
## 2024-12-19 16:49:42.103785 INFO::Creating boxplot for categorical data, diagnosis vs F45
## 2024-12-19 16:49:42.157631 INFO::Creating boxplot for categorical data, diagnosis vs F158
## 2024-12-19 16:49:42.211923 INFO::Creating boxplot for categorical data, diagnosis vs F477
## 2024-12-19 16:49:42.265557 INFO::Creating boxplot for categorical data, diagnosis vs F1
## 2024-12-19 16:49:42.32563 INFO::Creating boxplot for categorical data, diagnosis vs F862
## 2024-12-19 16:49:42.37828 INFO::Creating boxplot for categorical data, diagnosis vs F803
## 2024-12-19 16:49:42.431432 INFO::Creating boxplot for categorical data, diagnosis vs F751
## 2024-12-19 16:49:42.485798 INFO::Creating boxplot for categorical data, diagnosis vs F98
## 2024-12-19 16:49:42.539842 INFO::Creating boxplot for categorical data, diagnosis vs F22
## 2024-12-19 16:49:42.602502 INFO::Creating boxplot for categorical data, diagnosis vs F625
## 2024-12-19 16:49:42.657843 INFO::Creating boxplot for categorical data, diagnosis vs F206
## 2024-12-19 16:49:42.712931 INFO::Creating boxplot for categorical data, diagnosis vs F779
## 2024-12-19 16:49:42.764553 INFO::Creating boxplot for categorical data, diagnosis vs F532
## 2024-12-19 16:49:42.817329 INFO::Creating boxplot for categorical data, diagnosis vs F676
## 2024-12-19 16:49:42.875079 INFO::Creating boxplot for categorical data, diagnosis vs F644
## 2024-12-19 16:49:42.927556 INFO::Creating boxplot for categorical data, diagnosis vs F7
## 2024-12-19 16:49:42.980455 INFO::Creating boxplot for categorical data, diagnosis vs F596
## 2024-12-19 16:49:43.033374 INFO::Creating boxplot for categorical data, diagnosis vs F250
## 2024-12-19 16:49:43.086544 INFO::Creating boxplot for categorical data, diagnosis vs F462
## 2024-12-19 16:49:43.145303 INFO::Creating boxplot for categorical data, diagnosis vs F516
## 2024-12-19 16:49:43.197938 INFO::Creating boxplot for categorical data, diagnosis vs F659
## 2024-12-19 16:49:43.24686 INFO::Creating boxplot for categorical data, diagnosis vs F663
## 2024-12-19 16:49:43.29561 INFO::Creating boxplot for categorical data, diagnosis vs F837
## 2024-12-19 16:49:43.346483 INFO::Creating boxplot for categorical data, diagnosis vs F138
## 2024-12-19 16:49:43.406443 INFO::Creating boxplot for categorical data, diagnosis vs F445
## 2024-12-19 16:49:43.457579 INFO::Creating boxplot for categorical data, diagnosis vs F697
## 2024-12-19 16:49:43.509719 INFO::Creating boxplot for categorical data, diagnosis vs F225
## 2024-12-19 16:49:43.562319 INFO::Creating boxplot for categorical data, diagnosis vs F148
## 2024-12-19 16:49:43.614649 INFO::Creating boxplot for categorical data, diagnosis vs F448
## 2024-12-19 16:49:43.669209 INFO::Creating boxplot for categorical data, diagnosis vs F91
## 2024-12-19 16:49:43.717958 INFO::Creating boxplot for categorical data, diagnosis vs F123
## 2024-12-19 16:49:43.766142 INFO::Creating boxplot for categorical data, diagnosis vs F665
## 2024-12-19 16:49:43.814271 INFO::Creating boxplot for categorical data, diagnosis vs F845
## 2024-12-19 16:49:43.863018 INFO::Creating boxplot for categorical data, diagnosis vs F331
## 2024-12-19 16:49:43.91856 INFO::Creating boxplot for categorical data, diagnosis vs F361
## 2024-12-19 16:49:43.966139 INFO::Creating boxplot for categorical data, diagnosis vs F421
## 2024-12-19 16:49:44.014581 INFO::Creating boxplot for categorical data, diagnosis vs F277
## 2024-12-19 16:49:44.063128 INFO::Creating boxplot for categorical data, diagnosis vs F307
## 2024-12-19 16:49:44.114514 INFO::Creating boxplot for categorical data, diagnosis vs F503
## 2024-12-19 16:49:44.173822 INFO::Creating boxplot for categorical data, diagnosis vs F34
## 2024-12-19 16:49:44.225977 INFO::Creating boxplot for categorical data, diagnosis vs F649
## 2024-12-19 16:49:44.280368 INFO::Creating boxplot for categorical data, diagnosis vs F825
## 2024-12-19 16:49:44.332988 INFO::Creating boxplot for categorical data, diagnosis vs F298
## 2024-12-19 16:49:44.387202 INFO::Creating boxplot for categorical data, diagnosis vs F461
## 2024-12-19 16:49:44.483828 INFO::Creating boxplot for categorical data, diagnosis vs F242
## 2024-12-19 16:49:44.537799 INFO::Creating boxplot for categorical data, diagnosis vs F375
## 2024-12-19 16:49:44.595989 INFO::Creating boxplot for categorical data, diagnosis vs F648
## 2024-12-19 16:49:44.658571 INFO::Creating boxplot for categorical data, diagnosis vs F724
## 2024-12-19 16:49:44.720788 INFO::Creating boxplot for categorical data, diagnosis vs F678
## 2024-12-19 16:49:44.790049 INFO::Creating boxplot for categorical data, diagnosis vs F290
## 2024-12-19 16:49:44.847102 INFO::Creating boxplot for categorical data, diagnosis vs F743
## 2024-12-19 16:49:44.90346 INFO::Creating boxplot for categorical data, diagnosis vs F495
## 2024-12-19 16:49:44.962129 INFO::Creating boxplot for categorical data, diagnosis vs F261
## 2024-12-19 16:49:45.018634 INFO::Creating boxplot for categorical data, diagnosis vs F43
## 2024-12-19 16:49:45.090928 INFO::Creating boxplot for categorical data, diagnosis vs F714
## 2024-12-19 16:49:45.152756 INFO::Creating boxplot for categorical data, diagnosis vs F131
## 2024-12-19 16:49:45.210838 INFO::Creating boxplot for categorical data, diagnosis vs F150
## 2024-12-19 16:49:45.267628 INFO::Creating boxplot for categorical data, diagnosis vs F651
## 2024-12-19 16:49:45.325497 INFO::Creating boxplot for categorical data, diagnosis vs F798
## 2024-12-19 16:49:45.380707 INFO::Creating boxplot for categorical data, diagnosis vs F289
## 2024-12-19 16:49:45.449574 INFO::Creating boxplot for categorical data, diagnosis vs F661
## 2024-12-19 16:49:45.505952 INFO::Creating boxplot for categorical data, diagnosis vs F199
## 2024-12-19 16:49:45.565129 INFO::Creating boxplot for categorical data, diagnosis vs F406
## 2024-12-19 16:49:45.62269 INFO::Creating boxplot for categorical data, diagnosis vs F139
## 2024-12-19 16:49:45.679569 INFO::Creating boxplot for categorical data, diagnosis vs F506
## 2024-12-19 16:49:45.745247 INFO::Creating boxplot for categorical data, diagnosis vs F552
## 2024-12-19 16:49:45.801018 INFO::Creating boxplot for categorical data, diagnosis vs F94
## 2024-12-19 16:49:45.855642 INFO::Creating boxplot for categorical data, diagnosis vs F430
## 2024-12-19 16:49:45.91008 INFO::Creating boxplot for categorical data, diagnosis vs F639
## 2024-12-19 16:49:45.961633 INFO::Creating boxplot for categorical data, diagnosis vs F500
## 2024-12-19 16:49:46.02467 INFO::Creating boxplot for categorical data, diagnosis vs F609
## 2024-12-19 16:49:46.081708 INFO::Creating boxplot for categorical data, diagnosis vs F306
## 2024-12-19 16:49:46.135041 INFO::Creating boxplot for categorical data, diagnosis vs F507
## 2024-12-19 16:49:46.188065 INFO::Creating boxplot for categorical data, diagnosis vs F671
## 2024-12-19 16:49:46.242145 INFO::Creating boxplot for categorical data, diagnosis vs F894
## 2024-12-19 16:49:46.305829 INFO::Creating boxplot for categorical data, diagnosis vs F345
## 2024-12-19 16:49:46.360705 INFO::Creating boxplot for categorical data, diagnosis vs F801
## 2024-12-19 16:49:46.414566 INFO::Creating boxplot for categorical data, diagnosis vs F194
## 2024-12-19 16:49:46.470811 INFO::Creating boxplot for categorical data, diagnosis vs F195
## 2024-12-19 16:49:46.528216 INFO::Creating boxplot for categorical data, diagnosis vs F119
## 2024-12-19 16:49:46.591041 INFO::Creating boxplot for categorical data, diagnosis vs F120
## 2024-12-19 16:49:46.645199 INFO::Creating boxplot for categorical data, diagnosis vs F231
## 2024-12-19 16:49:46.697547 INFO::Creating boxplot for categorical data, diagnosis vs F311
## 2024-12-19 16:49:46.750318 INFO::Creating boxplot for categorical data, diagnosis vs F646
## 2024-12-19 16:49:46.803533 INFO::Creating boxplot for categorical data, diagnosis vs F814
## 2024-12-19 16:49:46.865983 INFO::Creating boxplot for categorical data, diagnosis vs F510
## 2024-12-19 16:49:46.922154 INFO::Creating boxplot for categorical data, diagnosis vs F398
## 2024-12-19 16:49:46.975909 INFO::Creating boxplot for categorical data, diagnosis vs F60
## 2024-12-19 16:49:47.031303 INFO::Creating boxplot for categorical data, diagnosis vs F153
## 2024-12-19 16:49:47.086053 INFO::Creating boxplot for categorical data, diagnosis vs F858
## 2024-12-19 16:49:47.149468 INFO::Creating boxplot for categorical data, diagnosis vs F775
## 2024-12-19 16:49:47.208064 INFO::Creating boxplot for categorical data, diagnosis vs F684
## 2024-12-19 16:49:47.258575 INFO::Creating boxplot for categorical data, diagnosis vs F384
## 2024-12-19 16:49:47.316081 INFO::Creating boxplot for categorical data, diagnosis vs F134
## 2024-12-19 16:49:47.369741 INFO::Creating boxplot for categorical data, diagnosis vs F670
## 2024-12-19 16:49:47.429706 INFO::Creating boxplot for categorical data, diagnosis vs F632
## 2024-12-19 16:49:47.486925 INFO::Creating boxplot for categorical data, diagnosis vs F721
## 2024-12-19 16:49:47.541272 INFO::Creating boxplot for categorical data, diagnosis vs F700
## 2024-12-19 16:49:47.595929 INFO::Creating boxplot for categorical data, diagnosis vs F376
## 2024-12-19 16:49:47.65105 INFO::Creating boxplot for categorical data, diagnosis vs F301
## 2024-12-19 16:49:47.708157 INFO::Creating boxplot for categorical data, diagnosis vs F27
## 2024-12-19 16:49:47.770805 INFO::Creating boxplot for categorical data, diagnosis vs F280
## 2024-12-19 16:49:47.824633 INFO::Creating boxplot for categorical data, diagnosis vs F391
## 2024-12-19 16:49:47.87835 INFO::Creating boxplot for categorical data, diagnosis vs F725
## 2024-12-19 16:49:47.933137 INFO::Creating boxplot for categorical data, diagnosis vs F186
## 2024-12-19 16:49:47.989795 INFO::Creating boxplot for categorical data, diagnosis vs F481
## 2024-12-19 16:49:48.054548 INFO::Creating boxplot for categorical data, diagnosis vs F333
## 2024-12-19 16:49:48.109253 INFO::Creating boxplot for categorical data, diagnosis vs F720
## 2024-12-19 16:49:48.162926 INFO::Creating boxplot for categorical data, diagnosis vs F520
## 2024-12-19 16:49:48.2184 INFO::Creating boxplot for categorical data, diagnosis vs F129
## 2024-12-19 16:49:48.272508 INFO::Creating boxplot for categorical data, diagnosis vs F204
## 2024-12-19 16:49:48.340562 INFO::Creating boxplot for categorical data, diagnosis vs F259
## 2024-12-19 16:49:48.39604 INFO::Creating boxplot for categorical data, diagnosis vs F831
## 2024-12-19 16:49:48.452881 INFO::Creating boxplot for categorical data, diagnosis vs F891
## 2024-12-19 16:49:48.507054 INFO::Creating boxplot for categorical data, diagnosis vs F262
## 2024-12-19 16:49:48.561903 INFO::Creating boxplot for categorical data, diagnosis vs F592
## 2024-12-19 16:49:48.624903 INFO::Creating boxplot for categorical data, diagnosis vs F343
## 2024-12-19 16:49:48.679954 INFO::Creating boxplot for categorical data, diagnosis vs F505
## 2024-12-19 16:49:48.732736 INFO::Creating boxplot for categorical data, diagnosis vs F622
## 2024-12-19 16:49:48.787542 INFO::Creating boxplot for categorical data, diagnosis vs F348
## 2024-12-19 16:49:48.841482 INFO::Creating boxplot for categorical data, diagnosis vs F133
## 2024-12-19 16:49:48.903428 INFO::Creating boxplot for categorical data, diagnosis vs F371
## 2024-12-19 16:49:48.957595 INFO::Creating boxplot for categorical data, diagnosis vs F113
## 2024-12-19 16:49:49.010471 INFO::Creating boxplot for categorical data, diagnosis vs F336
## 2024-12-19 16:49:49.064496 INFO::Creating boxplot for categorical data, diagnosis vs F399
## 2024-12-19 16:49:49.118955 INFO::Creating boxplot for categorical data, diagnosis vs F416
## 2024-12-19 16:49:49.183599 INFO::Creating boxplot for categorical data, diagnosis vs F657
## 2024-12-19 16:49:49.236196 INFO::Creating boxplot for categorical data, diagnosis vs F241
## 2024-12-19 16:49:49.291542 INFO::Creating boxplot for categorical data, diagnosis vs F95
## 2024-12-19 16:49:49.346583 INFO::Creating boxplot for categorical data, diagnosis vs F128
## 2024-12-19 16:49:49.402924 INFO::Creating boxplot for categorical data, diagnosis vs F595
## 2024-12-19 16:49:49.467908 INFO::Creating boxplot for categorical data, diagnosis vs F428
## 2024-12-19 16:49:49.520508 INFO::Creating boxplot for categorical data, diagnosis vs F796
## 2024-12-19 16:49:49.575483 INFO::Creating boxplot for categorical data, diagnosis vs F709
## 2024-12-19 16:49:49.629429 INFO::Creating boxplot for categorical data, diagnosis vs F602
## 2024-12-19 16:49:49.68388 INFO::Creating boxplot for categorical data, diagnosis vs F293
## 2024-12-19 16:49:49.74563 INFO::Creating boxplot for categorical data, diagnosis vs F867
## 2024-12-19 16:49:49.79777 INFO::Creating boxplot for categorical data, diagnosis vs F108
## 2024-12-19 16:49:49.850115 INFO::Creating boxplot for categorical data, diagnosis vs F846
## 2024-12-19 16:49:49.902993 INFO::Creating boxplot for categorical data, diagnosis vs F633
## 2024-12-19 16:49:49.956781 INFO::Creating boxplot for categorical data, diagnosis vs F564
## 2024-12-19 16:49:50.021996 INFO::Creating boxplot for categorical data, diagnosis vs F183
## 2024-12-19 16:49:50.074124 INFO::Creating boxplot for categorical data, diagnosis vs F647
## 2024-12-19 16:49:50.127248 INFO::Creating boxplot for categorical data, diagnosis vs F288
## 2024-12-19 16:49:50.181572 INFO::Creating boxplot for categorical data, diagnosis vs F159
## 2024-12-19 16:49:50.237941 INFO::Creating boxplot for categorical data, diagnosis vs F638
## 2024-12-19 16:49:50.299853 INFO::Creating boxplot for categorical data, diagnosis vs F484
## 2024-12-19 16:49:50.351915 INFO::Creating boxplot for categorical data, diagnosis vs F20
## 2024-12-19 16:49:50.40695 INFO::Creating boxplot for categorical data, diagnosis vs F19
## 2024-12-19 16:49:50.460313 INFO::Creating boxplot for categorical data, diagnosis vs F897
## 2024-12-19 16:49:50.517377 INFO::Creating boxplot for categorical data, diagnosis vs F442
## 2024-12-19 16:49:50.89171 INFO::Creating boxplot for categorical data, diagnosis vs F372
## 2024-12-19 16:49:50.939519 INFO::Creating boxplot for categorical data, diagnosis vs F771
## 2024-12-19 16:49:50.98707 INFO::Creating boxplot for categorical data, diagnosis vs F370
## 2024-12-19 16:49:51.034834 INFO::Creating boxplot for categorical data, diagnosis vs F620
## 2024-12-19 16:49:51.082816 INFO::Creating boxplot for categorical data, diagnosis vs F753
## 2024-12-19 16:49:51.135855 INFO::Creating boxplot for categorical data, diagnosis vs F568
## 2024-12-19 16:49:51.183421 INFO::Creating boxplot for categorical data, diagnosis vs F312
## 2024-12-19 16:49:51.232542 INFO::Creating boxplot for categorical data, diagnosis vs F485
## 2024-12-19 16:49:51.281525 INFO::Creating boxplot for categorical data, diagnosis vs F627
## 2024-12-19 16:49:51.330954 INFO::Creating boxplot for categorical data, diagnosis vs F72
## 2024-12-19 16:49:51.38701 INFO::Creating boxplot for categorical data, diagnosis vs F575
## 2024-12-19 16:49:51.438204 INFO::Creating boxplot for categorical data, diagnosis vs F332
## 2024-12-19 16:49:51.488804 INFO::Creating boxplot for categorical data, diagnosis vs F674
## 2024-12-19 16:49:51.537713 INFO::Creating boxplot for categorical data, diagnosis vs F537
## 2024-12-19 16:49:51.586496 INFO::Creating boxplot for categorical data, diagnosis vs F839
## 2024-12-19 16:49:51.640016 INFO::Creating boxplot for categorical data, diagnosis vs F715
## 2024-12-19 16:49:51.688271 INFO::Creating boxplot for categorical data, diagnosis vs F768
## 2024-12-19 16:49:51.73788 INFO::Creating boxplot for categorical data, diagnosis vs F202
## 2024-12-19 16:49:51.789313 INFO::Creating boxplot for categorical data, diagnosis vs F756
## 2024-12-19 16:49:51.836964 INFO::Creating boxplot for categorical data, diagnosis vs F536
## 2024-12-19 16:49:51.886287 INFO::Creating boxplot for categorical data, diagnosis vs F677
## 2024-12-19 16:49:51.939043 INFO::Creating boxplot for categorical data, diagnosis vs F435
## 2024-12-19 16:49:51.986796 INFO::Creating boxplot for categorical data, diagnosis vs F574
## 2024-12-19 16:49:52.034225 INFO::Creating boxplot for categorical data, diagnosis vs F70
## 2024-12-19 16:49:52.082676 INFO::Creating boxplot for categorical data, diagnosis vs F146
## 2024-12-19 16:49:52.131037 INFO::Creating boxplot for categorical data, diagnosis vs F236
## 2024-12-19 16:49:52.185243 INFO::Creating boxplot for categorical data, diagnosis vs F527
## 2024-12-19 16:49:52.234342 INFO::Creating boxplot for categorical data, diagnosis vs F624
## 2024-12-19 16:49:52.282833 INFO::Creating boxplot for categorical data, diagnosis vs F426
## 2024-12-19 16:49:52.331702 INFO::Creating boxplot for categorical data, diagnosis vs F880
## 2024-12-19 16:49:52.380269 INFO::Creating boxplot for categorical data, diagnosis vs F549
## 2024-12-19 16:49:52.434443 INFO::Creating boxplot for categorical data, diagnosis vs F49
## 2024-12-19 16:49:52.483895 INFO::Creating boxplot for categorical data, diagnosis vs F67
## 2024-12-19 16:49:52.533801 INFO::Creating boxplot for categorical data, diagnosis vs F491
## 2024-12-19 16:49:52.587848 INFO::Creating boxplot for categorical data, diagnosis vs F174
## 2024-12-19 16:49:52.644529 INFO::Creating boxplot for categorical data, diagnosis vs F254
## 2024-12-19 16:49:52.703277 INFO::Creating boxplot for categorical data, diagnosis vs F112
## 2024-12-19 16:49:52.755221 INFO::Creating boxplot for categorical data, diagnosis vs F235
## 2024-12-19 16:49:52.807035 INFO::Creating boxplot for categorical data, diagnosis vs F833
## 2024-12-19 16:49:52.861593 INFO::Creating boxplot for categorical data, diagnosis vs F752
## 2024-12-19 16:49:52.916374 INFO::Creating boxplot for categorical data, diagnosis vs F792
## 2024-12-19 16:49:52.976298 INFO::Creating boxplot for categorical data, diagnosis vs F422
## 2024-12-19 16:49:53.034175 INFO::Creating boxplot for categorical data, diagnosis vs F6
## 2024-12-19 16:49:53.086046 INFO::Creating boxplot for categorical data, diagnosis vs F463
## 2024-12-19 16:49:53.138759 INFO::Creating boxplot for categorical data, diagnosis vs F706
## 2024-12-19 16:49:53.192243 INFO::Creating boxplot for categorical data, diagnosis vs F642
## 2024-12-19 16:49:53.250664 INFO::Creating boxplot for categorical data, diagnosis vs F65
## 2024-12-19 16:49:53.303306 INFO::Creating boxplot for categorical data, diagnosis vs F102
## 2024-12-19 16:49:53.356201 INFO::Creating boxplot for categorical data, diagnosis vs F783
## 2024-12-19 16:49:53.409911 INFO::Creating boxplot for categorical data, diagnosis vs F478
## 2024-12-19 16:49:53.46373 INFO::Creating boxplot for categorical data, diagnosis vs F889
## 2024-12-19 16:49:53.518109 INFO::Creating boxplot for categorical data, diagnosis vs F350
## 2024-12-19 16:49:53.576089 INFO::Creating boxplot for categorical data, diagnosis vs F681
## 2024-12-19 16:49:53.627447 INFO::Creating boxplot for categorical data, diagnosis vs F748
## 2024-12-19 16:49:53.676665 INFO::Creating boxplot for categorical data, diagnosis vs F762
## 2024-12-19 16:49:53.726814 INFO::Creating boxplot for categorical data, diagnosis vs F852
## 2024-12-19 16:49:53.779802 INFO::Creating boxplot for categorical data, diagnosis vs F180
## 2024-12-19 16:49:53.837218 INFO::Creating boxplot for categorical data, diagnosis vs F248
## 2024-12-19 16:49:53.889173 INFO::Creating boxplot for categorical data, diagnosis vs F759
## 2024-12-19 16:49:53.939306 INFO::Creating boxplot for categorical data, diagnosis vs F824
## 2024-12-19 16:49:53.990465 INFO::Creating boxplot for categorical data, diagnosis vs F145
## 2024-12-19 16:49:54.040073 INFO::Creating boxplot for categorical data, diagnosis vs F16
## 2024-12-19 16:49:54.094465 INFO::Creating boxplot for categorical data, diagnosis vs F169
## 2024-12-19 16:49:54.143116 INFO::Creating boxplot for categorical data, diagnosis vs F392
## 2024-12-19 16:49:54.191593 INFO::Creating boxplot for categorical data, diagnosis vs F468
## 2024-12-19 16:49:54.240194 INFO::Creating boxplot for categorical data, diagnosis vs F476
## 2024-12-19 16:49:54.28928 INFO::Creating boxplot for categorical data, diagnosis vs F699
## 2024-12-19 16:49:54.344576 INFO::Creating boxplot for categorical data, diagnosis vs F735
## 2024-12-19 16:49:54.393861 INFO::Creating boxplot for categorical data, diagnosis vs F182
## 2024-12-19 16:49:54.447249 INFO::Creating boxplot for categorical data, diagnosis vs F64
## 2024-12-19 16:49:54.50054 INFO::Creating boxplot for categorical data, diagnosis vs F203
## 2024-12-19 16:49:54.55706 INFO::Creating boxplot for categorical data, diagnosis vs F877
## 2024-12-19 16:49:54.616207 INFO::Creating boxplot for categorical data, diagnosis vs F433
## 2024-12-19 16:49:54.664605 INFO::Creating boxplot for categorical data, diagnosis vs F739
## 2024-12-19 16:49:54.712771 INFO::Creating boxplot for categorical data, diagnosis vs F749
## 2024-12-19 16:49:54.761061 INFO::Creating boxplot for categorical data, diagnosis vs F382
## 2024-12-19 16:49:54.809248 INFO::Creating boxplot for categorical data, diagnosis vs F162
## 2024-12-19 16:49:54.862964 INFO::Creating boxplot for categorical data, diagnosis vs F438
## 2024-12-19 16:49:54.912257 INFO::Creating boxplot for categorical data, diagnosis vs F360
## 2024-12-19 16:49:54.963644 INFO::Creating boxplot for categorical data, diagnosis vs F56
## 2024-12-19 16:49:55.011768 INFO::Creating boxplot for categorical data, diagnosis vs F529
## 2024-12-19 16:49:55.061416 INFO::Creating boxplot for categorical data, diagnosis vs F48
## 2024-12-19 16:49:55.115784 INFO::Creating boxplot for categorical data, diagnosis vs F826
## 2024-12-19 16:49:55.164132 INFO::Creating boxplot for categorical data, diagnosis vs F488
## 2024-12-19 16:49:55.211963 INFO::Creating boxplot for categorical data, diagnosis vs F309
## 2024-12-19 16:49:55.260194 INFO::Creating boxplot for categorical data, diagnosis vs F834
## 2024-12-19 16:49:55.311668 INFO::Creating boxplot for categorical data, diagnosis vs F449
## 2024-12-19 16:49:55.371126 INFO::Creating boxplot for categorical data, diagnosis vs F77
## 2024-12-19 16:49:55.42351 INFO::Creating boxplot for categorical data, diagnosis vs F365
## 2024-12-19 16:49:55.473423 INFO::Creating boxplot for categorical data, diagnosis vs F346
## 2024-12-19 16:49:55.521722 INFO::Creating boxplot for categorical data, diagnosis vs F654
## 2024-12-19 16:49:55.570743 INFO::Creating boxplot for categorical data, diagnosis vs F79
## 2024-12-19 16:49:55.62495 INFO::Creating boxplot for categorical data, diagnosis vs F785
## 2024-12-19 16:49:55.672989 INFO::Creating boxplot for categorical data, diagnosis vs F415
## 2024-12-19 16:49:55.72077 INFO::Creating boxplot for categorical data, diagnosis vs F466
## 2024-12-19 16:49:55.770427 INFO::Creating boxplot for categorical data, diagnosis vs F643
## 2024-12-19 16:49:55.822902 INFO::Creating boxplot for categorical data, diagnosis vs F160
## 2024-12-19 16:49:55.882057 INFO::Creating boxplot for categorical data, diagnosis vs F69
## 2024-12-19 16:49:55.935826 INFO::Creating boxplot for categorical data, diagnosis vs F498
## 2024-12-19 16:49:55.989284 INFO::Creating boxplot for categorical data, diagnosis vs F207
## 2024-12-19 16:49:56.042528 INFO::Creating boxplot for categorical data, diagnosis vs F679
## 2024-12-19 16:49:56.096936 INFO::Creating boxplot for categorical data, diagnosis vs F618
## 2024-12-19 16:49:56.158715 INFO::Creating boxplot for categorical data, diagnosis vs F255
## 2024-12-19 16:49:56.212756 INFO::Creating boxplot for categorical data, diagnosis vs F267
## 2024-12-19 16:49:56.266624 INFO::Creating boxplot for categorical data, diagnosis vs F143
## 2024-12-19 16:49:56.321223 INFO::Creating boxplot for categorical data, diagnosis vs F286
## 2024-12-19 16:49:56.374634 INFO::Creating boxplot for categorical data, diagnosis vs F562
## 2024-12-19 16:49:56.476661 INFO::Creating boxplot for categorical data, diagnosis vs F100
## 2024-12-19 16:49:56.533165 INFO::Creating boxplot for categorical data, diagnosis vs F374
## 2024-12-19 16:49:56.588028 INFO::Creating boxplot for categorical data, diagnosis vs F535
## 2024-12-19 16:49:56.648146 INFO::Creating boxplot for categorical data, diagnosis vs F658
## 2024-12-19 16:49:56.711661 INFO::Creating boxplot for categorical data, diagnosis vs F707
## 2024-12-19 16:49:56.78163 INFO::Creating boxplot for categorical data, diagnosis vs F325
## 2024-12-19 16:49:56.835977 INFO::Creating boxplot for categorical data, diagnosis vs F89
## 2024-12-19 16:49:56.890005 INFO::Creating boxplot for categorical data, diagnosis vs F214
## 2024-12-19 16:49:56.945339 INFO::Creating boxplot for categorical data, diagnosis vs F578
## 2024-12-19 16:49:57.000703 INFO::Creating boxplot for categorical data, diagnosis vs F790
## 2024-12-19 16:49:57.061156 INFO::Creating boxplot for categorical data, diagnosis vs F265
## 2024-12-19 16:49:57.119759 INFO::Creating boxplot for categorical data, diagnosis vs F253
## 2024-12-19 16:49:57.174698 INFO::Creating boxplot for categorical data, diagnosis vs F294
## 2024-12-19 16:49:57.229296 INFO::Creating boxplot for categorical data, diagnosis vs F410
## 2024-12-19 16:49:57.28466 INFO::Creating boxplot for categorical data, diagnosis vs F614
## 2024-12-19 16:49:57.339473 INFO::Creating boxplot for categorical data, diagnosis vs F764
## 2024-12-19 16:49:57.406397 INFO::Creating boxplot for categorical data, diagnosis vs F59
## 2024-12-19 16:49:57.461775 INFO::Creating boxplot for categorical data, diagnosis vs F675
## 2024-12-19 16:49:57.517502 INFO::Creating boxplot for categorical data, diagnosis vs F441
## 2024-12-19 16:49:57.574979 INFO::Creating boxplot for categorical data, diagnosis vs F193
## 2024-12-19 16:49:57.629181 INFO::Creating boxplot for categorical data, diagnosis vs F689
## 2024-12-19 16:49:57.69316 INFO::Creating boxplot for categorical data, diagnosis vs F249
## 2024-12-19 16:49:57.748116 INFO::Creating boxplot for categorical data, diagnosis vs F821
## 2024-12-19 16:49:57.802792 INFO::Creating boxplot for categorical data, diagnosis vs F351
## 2024-12-19 16:49:57.857833 INFO::Creating boxplot for categorical data, diagnosis vs F66
## 2024-12-19 16:49:57.913589 INFO::Creating boxplot for categorical data, diagnosis vs F413
## 2024-12-19 16:49:57.977806 INFO::Creating boxplot for categorical data, diagnosis vs F172
## 2024-12-19 16:49:58.036404 INFO::Creating boxplot for categorical data, diagnosis vs F317
## 2024-12-19 16:49:58.090387 INFO::Creating boxplot for categorical data, diagnosis vs F167
## 2024-12-19 16:49:58.146245 INFO::Creating boxplot for categorical data, diagnosis vs F229
## 2024-12-19 16:49:58.200243 INFO::Creating boxplot for categorical data, diagnosis vs F243
## 2024-12-19 16:49:58.264794 INFO::Creating boxplot for categorical data, diagnosis vs F732
## 2024-12-19 16:49:58.320846 INFO::Creating boxplot for categorical data, diagnosis vs F467
## 2024-12-19 16:49:58.373071 INFO::Creating boxplot for categorical data, diagnosis vs F474
## 2024-12-19 16:49:58.425314 INFO::Creating boxplot for categorical data, diagnosis vs F156
## 2024-12-19 16:49:58.476586 INFO::Creating boxplot for categorical data, diagnosis vs F786
## 2024-12-19 16:49:58.538479 INFO::Creating boxplot for categorical data, diagnosis vs F216
## 2024-12-19 16:49:58.591739 INFO::Creating boxplot for categorical data, diagnosis vs F85
## 2024-12-19 16:49:58.644952 INFO::Creating boxplot for categorical data, diagnosis vs F621
## 2024-12-19 16:49:58.699963 INFO::Creating boxplot for categorical data, diagnosis vs F558
## 2024-12-19 16:49:58.753996 INFO::Creating boxplot for categorical data, diagnosis vs F582
## 2024-12-19 16:49:58.815397 INFO::Creating boxplot for categorical data, diagnosis vs F898
## 2024-12-19 16:49:58.874563 INFO::Creating boxplot for categorical data, diagnosis vs F402
## 2024-12-19 16:49:58.932415 INFO::Creating boxplot for categorical data, diagnosis vs F71
## 2024-12-19 16:49:58.985642 INFO::Creating boxplot for categorical data, diagnosis vs F99
## 2024-12-19 16:49:59.040295 INFO::Creating boxplot for categorical data, diagnosis vs F366
## 2024-12-19 16:49:59.093138 INFO::Creating boxplot for categorical data, diagnosis vs F778
## 2024-12-19 16:49:59.155175 INFO::Creating boxplot for categorical data, diagnosis vs F188
## 2024-12-19 16:49:59.208957 INFO::Creating boxplot for categorical data, diagnosis vs F857
## 2024-12-19 16:49:59.262967 INFO::Creating boxplot for categorical data, diagnosis vs F440
## 2024-12-19 16:49:59.317624 INFO::Creating boxplot for categorical data, diagnosis vs F799
## 2024-12-19 16:49:59.373446 INFO::Creating boxplot for categorical data, diagnosis vs F482
## 2024-12-19 16:49:59.437103 INFO::Creating boxplot for categorical data, diagnosis vs F212
## 2024-12-19 16:49:59.490715 INFO::Creating boxplot for categorical data, diagnosis vs F882
## 2024-12-19 16:49:59.545971 INFO::Creating boxplot for categorical data, diagnosis vs F599
## 2024-12-19 16:49:59.604104 INFO::Creating boxplot for categorical data, diagnosis vs F302
## 2024-12-19 16:49:59.660086 INFO::Creating boxplot for categorical data, diagnosis vs F543
## 2024-12-19 16:49:59.726017 INFO::Creating boxplot for categorical data, diagnosis vs F269
## 2024-12-19 16:49:59.783474 INFO::Creating boxplot for categorical data, diagnosis vs F650
## 2024-12-19 16:49:59.837968 INFO::Creating boxplot for categorical data, diagnosis vs F456
## 2024-12-19 16:49:59.892997 INFO::Creating boxplot for categorical data, diagnosis vs F573
## 2024-12-19 16:49:59.947735 INFO::Creating boxplot for categorical data, diagnosis vs F8
## 2024-12-19 16:50:00.017306 INFO::Creating boxplot for categorical data, diagnosis vs F810
## 2024-12-19 16:50:00.071404 INFO::Creating boxplot for categorical data, diagnosis vs F401
## 2024-12-19 16:50:00.127701 INFO::Creating boxplot for categorical data, diagnosis vs F606
## 2024-12-19 16:50:00.180936 INFO::Creating boxplot for categorical data, diagnosis vs F662
## 2024-12-19 16:50:00.234596 INFO::Creating boxplot for categorical data, diagnosis vs F765
## 2024-12-19 16:50:00.29819 INFO::Creating boxplot for categorical data, diagnosis vs F887
## 2024-12-19 16:50:00.353509 INFO::Creating boxplot for categorical data, diagnosis vs F770
## 2024-12-19 16:50:00.410617 INFO::Creating boxplot for categorical data, diagnosis vs F469
## 2024-12-19 16:50:00.466077 INFO::Creating boxplot for categorical data, diagnosis vs F86
## 2024-12-19 16:50:00.521741 INFO::Creating boxplot for categorical data, diagnosis vs F400
## 2024-12-19 16:50:00.585577 INFO::Creating boxplot for categorical data, diagnosis vs F579
## 2024-12-19 16:50:00.640446 INFO::Creating boxplot for categorical data, diagnosis vs F871
## 2024-12-19 16:50:00.694434 INFO::Creating boxplot for categorical data, diagnosis vs F37
## 2024-12-19 16:50:00.75183 INFO::Creating boxplot for categorical data, diagnosis vs F446
## 2024-12-19 16:50:00.808066 INFO::Creating boxplot for categorical data, diagnosis vs F218
## 2024-12-19 16:50:00.873598 INFO::Creating boxplot for categorical data, diagnosis vs F321
## 2024-12-19 16:50:00.928126 INFO::Creating boxplot for categorical data, diagnosis vs F487
## 2024-12-19 16:50:00.983269 INFO::Creating boxplot for categorical data, diagnosis vs F740
## 2024-12-19 16:50:01.037674 INFO::Creating boxplot for categorical data, diagnosis vs F141
## 2024-12-19 16:50:01.090308 INFO::Creating boxplot for categorical data, diagnosis vs F327
## 2024-12-19 16:50:01.151993 INFO::Creating boxplot for categorical data, diagnosis vs F196
## 2024-12-19 16:50:01.204879 INFO::Creating boxplot for categorical data, diagnosis vs F883
## 2024-12-19 16:50:01.25767 INFO::Creating boxplot for categorical data, diagnosis vs F279
## 2024-12-19 16:50:01.311478 INFO::Creating boxplot for categorical data, diagnosis vs F838
## 2024-12-19 16:50:01.365336 INFO::Creating boxplot for categorical data, diagnosis vs F451
## 2024-12-19 16:50:01.428914 INFO::Creating boxplot for categorical data, diagnosis vs F854
## 2024-12-19 16:50:01.480759 INFO::Creating boxplot for categorical data, diagnosis vs F434
## 2024-12-19 16:50:01.533368 INFO::Creating boxplot for categorical data, diagnosis vs F519
## 2024-12-19 16:50:01.586342 INFO::Creating boxplot for categorical data, diagnosis vs F694
## 2024-12-19 16:50:01.639847 INFO::Creating boxplot for categorical data, diagnosis vs F561
## 2024-12-19 16:50:01.702812 INFO::Creating boxplot for categorical data, diagnosis vs F10
## 2024-12-19 16:50:01.756584 INFO::Creating boxplot for categorical data, diagnosis vs F303
## 2024-12-19 16:50:01.80849 INFO::Creating boxplot for categorical data, diagnosis vs F512
## 2024-12-19 16:50:01.862302 INFO::Creating boxplot for categorical data, diagnosis vs F645
## 2024-12-19 16:50:01.916387 INFO::Creating boxplot for categorical data, diagnosis vs F793
## 2024-12-19 16:50:01.979091 INFO::Creating boxplot for categorical data, diagnosis vs F404
## 2024-12-19 16:50:02.032293 INFO::Creating boxplot for categorical data, diagnosis vs F362
## 2024-12-19 16:50:02.088112 INFO::Creating boxplot for categorical data, diagnosis vs F525
## 2024-12-19 16:50:02.145492 INFO::Creating boxplot for categorical data, diagnosis vs F742
## 2024-12-19 16:50:02.199547 INFO::Creating boxplot for categorical data, diagnosis vs F276
## 2024-12-19 16:50:02.263913 INFO::Creating boxplot for categorical data, diagnosis vs F499
## 2024-12-19 16:50:02.31617 INFO::Creating boxplot for categorical data, diagnosis vs F328
## 2024-12-19 16:50:02.369091 INFO::Creating boxplot for categorical data, diagnosis vs F787
## 2024-12-19 16:50:02.423006 INFO::Creating boxplot for categorical data, diagnosis vs F30
## 2024-12-19 16:50:02.477311 INFO::Creating boxplot for categorical data, diagnosis vs F122
## 2024-12-19 16:50:02.567685 INFO::Creating boxplot for categorical data, diagnosis vs F619
## 2024-12-19 16:50:02.623279 INFO::Creating boxplot for categorical data, diagnosis vs F572
## 2024-12-19 16:50:02.678208 INFO::Creating boxplot for categorical data, diagnosis vs F47
## 2024-12-19 16:50:02.73397 INFO::Creating boxplot for categorical data, diagnosis vs F570
## 2024-12-19 16:50:02.789347 INFO::Creating boxplot for categorical data, diagnosis vs F26
## 2024-12-19 16:50:02.855531 INFO::Creating boxplot for categorical data, diagnosis vs F252
## 2024-12-19 16:50:02.910052 INFO::Creating boxplot for categorical data, diagnosis vs F117
## 2024-12-19 16:50:02.962624 INFO::Creating boxplot for categorical data, diagnosis vs F683
## 2024-12-19 16:50:03.015976 INFO::Creating boxplot for categorical data, diagnosis vs F395
## 2024-12-19 16:50:03.070282 INFO::Creating boxplot for categorical data, diagnosis vs F822
## 2024-12-19 16:50:03.140974 INFO::Creating boxplot for categorical data, diagnosis vs F46
## 2024-12-19 16:50:03.198973 INFO::Creating boxplot for categorical data, diagnosis vs F154
## 2024-12-19 16:50:03.253601 INFO::Creating boxplot for categorical data, diagnosis vs F540
## 2024-12-19 16:50:03.308783 INFO::Creating boxplot for categorical data, diagnosis vs F884
## 2024-12-19 16:50:03.364278 INFO::Creating boxplot for categorical data, diagnosis vs F368
## 2024-12-19 16:50:03.427744 INFO::Creating boxplot for categorical data, diagnosis vs F607
## 2024-12-19 16:50:03.488793 INFO::Creating boxplot for categorical data, diagnosis vs F111
## 2024-12-19 16:50:03.543638 INFO::Creating boxplot for categorical data, diagnosis vs F745
## 2024-12-19 16:50:03.597272 INFO::Creating boxplot for categorical data, diagnosis vs F673
## 2024-12-19 16:50:03.651525 INFO::Creating boxplot for categorical data, diagnosis vs F92
## 2024-12-19 16:50:03.705419 INFO::Creating boxplot for categorical data, diagnosis vs F493
## 2024-12-19 16:50:03.77215 INFO::Creating boxplot for categorical data, diagnosis vs F835
## 2024-12-19 16:50:03.826776 INFO::Creating boxplot for categorical data, diagnosis vs F872
## 2024-12-19 16:50:03.880332 INFO::Creating boxplot for categorical data, diagnosis vs F879
## 2024-12-19 16:50:03.934037 INFO::Creating boxplot for categorical data, diagnosis vs F432
## 2024-12-19 16:50:03.987612 INFO::Creating boxplot for categorical data, diagnosis vs F518
## 2024-12-19 16:50:04.054064 INFO::Creating boxplot for categorical data, diagnosis vs F44
## 2024-12-19 16:50:04.108055 INFO::Creating boxplot for categorical data, diagnosis vs F240
## 2024-12-19 16:50:04.159841 INFO::Creating boxplot for categorical data, diagnosis vs F819
## 2024-12-19 16:50:04.214931 INFO::Creating boxplot for categorical data, diagnosis vs F411
## 2024-12-19 16:50:04.270261 INFO::Creating boxplot for categorical data, diagnosis vs F353
## 2024-12-19 16:50:04.339512 INFO::Creating boxplot for categorical data, diagnosis vs F763
## 2024-12-19 16:50:04.397307 INFO::Creating boxplot for categorical data, diagnosis vs F97
## 2024-12-19 16:50:04.45133 INFO::Creating boxplot for categorical data, diagnosis vs F40
## 2024-12-19 16:50:04.506382 INFO::Creating boxplot for categorical data, diagnosis vs F652
## 2024-12-19 16:50:04.561724 INFO::Creating boxplot for categorical data, diagnosis vs F789
## 2024-12-19 16:50:04.633306 INFO::Creating boxplot for categorical data, diagnosis vs F25
## 2024-12-19 16:50:04.69251 INFO::Creating boxplot for categorical data, diagnosis vs F256
## 2024-12-19 16:50:04.746718 INFO::Creating boxplot for categorical data, diagnosis vs F423
## 2024-12-19 16:50:04.801905 INFO::Creating boxplot for categorical data, diagnosis vs F594
## 2024-12-19 16:50:04.856554 INFO::Creating boxplot for categorical data, diagnosis vs F201
## 2024-12-19 16:50:04.922035 INFO::Creating boxplot for categorical data, diagnosis vs F813
## 2024-12-19 16:50:04.975749 INFO::Creating boxplot for categorical data, diagnosis vs F653
## 2024-12-19 16:50:05.02532 INFO::Creating boxplot for categorical data, diagnosis vs F524
## 2024-12-19 16:50:05.073597 INFO::Creating boxplot for categorical data, diagnosis vs F777
## 2024-12-19 16:50:05.123197 INFO::Creating boxplot for categorical data, diagnosis vs F226
## 2024-12-19 16:50:05.185677 INFO::Creating boxplot for categorical data, diagnosis vs F227
## 2024-12-19 16:50:05.236014 INFO::Creating boxplot for categorical data, diagnosis vs F521
## 2024-12-19 16:50:05.285798 INFO::Creating boxplot for categorical data, diagnosis vs F14
## 2024-12-19 16:50:05.335278 INFO::Creating boxplot for categorical data, diagnosis vs F310
## 2024-12-19 16:50:05.386004 INFO::Creating boxplot for categorical data, diagnosis vs F452
## 2024-12-19 16:50:05.448412 INFO::Creating boxplot for categorical data, diagnosis vs F52
## 2024-12-19 16:50:05.503479 INFO::Creating boxplot for categorical data, diagnosis vs F53
## 2024-12-19 16:50:05.575834 INFO::Creating boxplot for categorical data, diagnosis vs F844
## 2024-12-19 16:50:05.631318 INFO::Creating boxplot for categorical data, diagnosis vs F31
## 2024-12-19 16:50:05.686867 INFO::Creating boxplot for categorical data, diagnosis vs F795
## 2024-12-19 16:50:05.755359 INFO::Creating boxplot for categorical data, diagnosis vs F766
## 2024-12-19 16:50:05.818698 INFO::Creating boxplot for categorical data, diagnosis vs F342
## 2024-12-19 16:50:05.876776 INFO::Creating boxplot for categorical data, diagnosis vs F408
## 2024-12-19 16:50:05.934036 INFO::Creating boxplot for categorical data, diagnosis vs F282
## 2024-12-19 16:50:05.991176 INFO::Creating boxplot for categorical data, diagnosis vs F508
## 2024-12-19 16:50:06.058794 INFO::Creating boxplot for categorical data, diagnosis vs F805
## 2024-12-19 16:50:06.124231 INFO::Creating boxplot for categorical data, diagnosis vs F337
## 2024-12-19 16:50:06.183279 INFO::Creating boxplot for categorical data, diagnosis vs F820
## 2024-12-19 16:50:06.240453 INFO::Creating boxplot for categorical data, diagnosis vs F593
## 2024-12-19 16:50:06.301163 INFO::Creating boxplot for categorical data, diagnosis vs F701
## 2024-12-19 16:50:06.365871 INFO::Creating boxplot for categorical data, diagnosis vs F459
## 2024-12-19 16:50:06.428069 INFO::Creating boxplot for categorical data, diagnosis vs F305
## 2024-12-19 16:50:06.482904 INFO::Creating boxplot for categorical data, diagnosis vs F142
## 2024-12-19 16:50:06.538571 INFO::Creating boxplot for categorical data, diagnosis vs F534
## 2024-12-19 16:50:06.595107 INFO::Creating boxplot for categorical data, diagnosis vs F135
## 2024-12-19 16:50:06.656863 INFO::Creating boxplot for categorical data, diagnosis vs F702
## 2024-12-19 16:50:06.728845 INFO::Creating boxplot for categorical data, diagnosis vs F776
## 2024-12-19 16:50:06.78622 INFO::Creating boxplot for categorical data, diagnosis vs F295
## 2024-12-19 16:50:06.844052 INFO::Creating boxplot for categorical data, diagnosis vs F355
## 2024-12-19 16:50:06.898917 INFO::Creating boxplot for categorical data, diagnosis vs F797
## 2024-12-19 16:50:06.962745 INFO::Creating boxplot for categorical data, diagnosis vs F13
## 2024-12-19 16:50:07.026725 INFO::Creating boxplot for categorical data, diagnosis vs F356
## 2024-12-19 16:50:07.088512 INFO::Creating boxplot for categorical data, diagnosis vs F359
## 2024-12-19 16:50:07.144133 INFO::Creating boxplot for categorical data, diagnosis vs F121
## 2024-12-19 16:50:07.200281 INFO::Creating boxplot for categorical data, diagnosis vs F850
## 2024-12-19 16:50:07.267599 INFO::Creating boxplot for categorical data, diagnosis vs F899
## 2024-12-19 16:50:07.328385 INFO::Creating boxplot for categorical data, diagnosis vs F628
## 2024-12-19 16:50:07.381409 INFO::Creating boxplot for categorical data, diagnosis vs F843
## 2024-12-19 16:50:07.434486 INFO::Creating boxplot for categorical data, diagnosis vs F107
## 2024-12-19 16:50:07.48871 INFO::Creating boxplot for categorical data, diagnosis vs F287
## 2024-12-19 16:50:07.551396 INFO::Creating boxplot for categorical data, diagnosis vs F165
## 2024-12-19 16:50:07.61167 INFO::Creating boxplot for categorical data, diagnosis vs F557
## 2024-12-19 16:50:07.665489 INFO::Creating boxplot for categorical data, diagnosis vs F127
## 2024-12-19 16:50:07.718396 INFO::Creating boxplot for categorical data, diagnosis vs F299
## 2024-12-19 16:50:07.772238 INFO::Creating boxplot for categorical data, diagnosis vs F497
## 2024-12-19 16:50:07.83718 INFO::Creating boxplot for categorical data, diagnosis vs F711
## 2024-12-19 16:50:07.896623 INFO::Creating boxplot for categorical data, diagnosis vs F319
## 2024-12-19 16:50:07.950504 INFO::Creating boxplot for categorical data, diagnosis vs F271
## 2024-12-19 16:50:08.00505 INFO::Creating boxplot for categorical data, diagnosis vs F157
## 2024-12-19 16:50:08.060753 INFO::Creating boxplot for categorical data, diagnosis vs F560
## 2024-12-19 16:50:08.124028 INFO::Creating boxplot for categorical data, diagnosis vs F680
## 2024-12-19 16:50:08.179341 INFO::Creating boxplot for categorical data, diagnosis vs F580
## 2024-12-19 16:50:08.22942 INFO::Creating boxplot for categorical data, diagnosis vs F152
## 2024-12-19 16:50:08.280491 INFO::Creating boxplot for categorical data, diagnosis vs F12
## 2024-12-19 16:50:08.330213 INFO::Creating boxplot for categorical data, diagnosis vs F324
## 2024-12-19 16:50:08.3933 INFO::Creating boxplot for categorical data, diagnosis vs F893
## 2024-12-19 16:50:08.445882 INFO::Creating boxplot for categorical data, diagnosis vs F318
## 2024-12-19 16:50:08.500971 INFO::Creating boxplot for categorical data, diagnosis vs F784
## 2024-12-19 16:50:08.55497 INFO::Creating boxplot for categorical data, diagnosis vs F567
## 2024-12-19 16:50:08.609462 INFO::Creating boxplot for categorical data, diagnosis vs F457
## 2024-12-19 16:50:08.713113 INFO::Creating boxplot for categorical data, diagnosis vs F708
## 2024-12-19 16:50:08.769296 INFO::Creating boxplot for categorical data, diagnosis vs F669
## 2024-12-19 16:50:08.825007 INFO::Creating boxplot for categorical data, diagnosis vs F87
## 2024-12-19 16:50:09.511351 INFO::Plotting data for metadata number 2, antibiotics
## 2024-12-19 16:50:09.512181 INFO::Creating boxplot for categorical data, antibiotics vs F663
## 2024-12-19 16:50:09.570037 INFO::Creating boxplot for categorical data, antibiotics vs F838
## 2024-12-19 16:50:09.627132 INFO::Creating boxplot for categorical data, antibiotics vs F764
## 2024-12-19 16:50:09.684007 INFO::Creating boxplot for categorical data, antibiotics vs F880
## 2024-12-19 16:50:09.756837 INFO::Creating boxplot for categorical data, antibiotics vs F751
## 2024-12-19 16:50:09.817189 INFO::Creating boxplot for categorical data, antibiotics vs F288
## 2024-12-19 16:50:09.876555 INFO::Creating boxplot for categorical data, antibiotics vs F65
## 2024-12-19 16:50:09.933902 INFO::Creating boxplot for categorical data, antibiotics vs F742
## 2024-12-19 16:50:09.991683 INFO::Creating boxplot for categorical data, antibiotics vs F528
## 2024-12-19 16:50:10.064112 INFO::Creating boxplot for categorical data, antibiotics vs F790
## 2024-12-19 16:50:10.125038 INFO::Creating boxplot for categorical data, antibiotics vs F777
## 2024-12-19 16:50:10.18401 INFO::Creating boxplot for categorical data, antibiotics vs F178
## 2024-12-19 16:50:10.241391 INFO::Creating boxplot for categorical data, antibiotics vs F139
## 2024-12-19 16:50:10.309617 INFO::Creating boxplot for categorical data, antibiotics vs F202
## 2024-12-19 16:50:10.371115 INFO::Creating boxplot for categorical data, antibiotics vs F220
## 2024-12-19 16:50:10.429599 INFO::Creating boxplot for categorical data, antibiotics vs F397
## 2024-12-19 16:50:10.487278 INFO::Creating boxplot for categorical data, antibiotics vs F882
## 2024-12-19 16:50:10.543782 INFO::Creating boxplot for categorical data, antibiotics vs F446
## 2024-12-19 16:50:10.611838 INFO::Creating boxplot for categorical data, antibiotics vs F418
## 2024-12-19 16:50:10.671841 INFO::Creating boxplot for categorical data, antibiotics vs F133
## 2024-12-19 16:50:10.730708 INFO::Creating boxplot for categorical data, antibiotics vs F696
## 2024-12-19 16:50:10.788502 INFO::Creating boxplot for categorical data, antibiotics vs F548
## 2024-12-19 16:50:10.846487 INFO::Creating boxplot for categorical data, antibiotics vs F536
## 2024-12-19 16:50:10.918257 INFO::Creating boxplot for categorical data, antibiotics vs F194
## 2024-12-19 16:50:10.977036 INFO::Creating boxplot for categorical data, antibiotics vs F34
## 2024-12-19 16:50:11.03533 INFO::Creating boxplot for categorical data, antibiotics vs F153
## 2024-12-19 16:50:11.092278 INFO::Creating boxplot for categorical data, antibiotics vs F400
## 2024-12-19 16:50:11.151001 INFO::Creating boxplot for categorical data, antibiotics vs F794
## 2024-12-19 16:50:11.223071 INFO::Creating boxplot for categorical data, antibiotics vs F396
## 2024-12-19 16:50:11.281554 INFO::Creating boxplot for categorical data, antibiotics vs F182
## 2024-12-19 16:50:11.339615 INFO::Creating boxplot for categorical data, antibiotics vs F719
## 2024-12-19 16:50:11.398466 INFO::Creating boxplot for categorical data, antibiotics vs F109
## 2024-12-19 16:50:11.45804 INFO::Creating boxplot for categorical data, antibiotics vs F180
## 2024-12-19 16:50:11.528782 INFO::Creating boxplot for categorical data, antibiotics vs F552
## 2024-12-19 16:50:11.586801 INFO::Creating boxplot for categorical data, antibiotics vs F789
## 2024-12-19 16:50:11.646259 INFO::Creating boxplot for categorical data, antibiotics vs F893
## 2024-12-19 16:50:11.705894 INFO::Creating boxplot for categorical data, antibiotics vs F834
## 2024-12-19 16:50:11.782001 INFO::Creating boxplot for categorical data, antibiotics vs F889
## 2024-12-19 16:50:11.847229 INFO::Creating boxplot for categorical data, antibiotics vs F143
## 2024-12-19 16:50:11.913487 INFO::Creating boxplot for categorical data, antibiotics vs F224
## 2024-12-19 16:50:11.975549 INFO::Creating boxplot for categorical data, antibiotics vs F5
## 2024-12-19 16:50:12.037962 INFO::Creating boxplot for categorical data, antibiotics vs F873
## 2024-12-19 16:50:12.110708 INFO::Creating boxplot for categorical data, antibiotics vs F452
## 2024-12-19 16:50:12.17319 INFO::Creating boxplot for categorical data, antibiotics vs F681
## 2024-12-19 16:50:12.2364 INFO::Creating boxplot for categorical data, antibiotics vs F468
## 2024-12-19 16:50:12.296538 INFO::Creating boxplot for categorical data, antibiotics vs F731
## 2024-12-19 16:50:12.355242 INFO::Creating boxplot for categorical data, antibiotics vs F479
## 2024-12-19 16:50:12.428048 INFO::Creating boxplot for categorical data, antibiotics vs F520
## 2024-12-19 16:50:12.488651 INFO::Creating boxplot for categorical data, antibiotics vs F649
## 2024-12-19 16:50:12.547877 INFO::Creating boxplot for categorical data, antibiotics vs F259
## 2024-12-19 16:50:12.606365 INFO::Creating boxplot for categorical data, antibiotics vs F186
## 2024-12-19 16:50:12.678178 INFO::Creating boxplot for categorical data, antibiotics vs F312
## 2024-12-19 16:50:12.739324 INFO::Creating boxplot for categorical data, antibiotics vs F477
## 2024-12-19 16:50:12.798651 INFO::Creating boxplot for categorical data, antibiotics vs F4
## 2024-12-19 16:50:12.85774 INFO::Creating boxplot for categorical data, antibiotics vs F632
## 2024-12-19 16:50:12.917224 INFO::Creating boxplot for categorical data, antibiotics vs F31
## 2024-12-19 16:50:12.990285 INFO::Creating boxplot for categorical data, antibiotics vs F184
## 2024-12-19 16:50:13.050307 INFO::Creating boxplot for categorical data, antibiotics vs F7
## 2024-12-19 16:50:13.109412 INFO::Creating boxplot for categorical data, antibiotics vs F213
## 2024-12-19 16:50:13.168061 INFO::Creating boxplot for categorical data, antibiotics vs F691
## 2024-12-19 16:50:13.226818 INFO::Creating boxplot for categorical data, antibiotics vs F828
## 2024-12-19 16:50:13.297221 INFO::Creating boxplot for categorical data, antibiotics vs F831
## 2024-12-19 16:50:13.35603 INFO::Creating boxplot for categorical data, antibiotics vs F315
## 2024-12-19 16:50:13.41459 INFO::Creating boxplot for categorical data, antibiotics vs F159
## 2024-12-19 16:50:13.479856 INFO::Creating boxplot for categorical data, antibiotics vs F331
## 2024-12-19 16:50:13.550163 INFO::Creating boxplot for categorical data, antibiotics vs F757
## 2024-12-19 16:50:13.614022 INFO::Creating boxplot for categorical data, antibiotics vs F167
## 2024-12-19 16:50:13.678308 INFO::Creating boxplot for categorical data, antibiotics vs F85
## 2024-12-19 16:50:13.737622 INFO::Creating boxplot for categorical data, antibiotics vs F80
## 2024-12-19 16:50:13.796506 INFO::Creating boxplot for categorical data, antibiotics vs F105
## 2024-12-19 16:50:13.871529 INFO::Creating boxplot for categorical data, antibiotics vs F674
## 2024-12-19 16:50:13.93376 INFO::Creating boxplot for categorical data, antibiotics vs F50
## 2024-12-19 16:50:13.993581 INFO::Creating boxplot for categorical data, antibiotics vs F164
## 2024-12-19 16:50:14.051218 INFO::Creating boxplot for categorical data, antibiotics vs F840
## 2024-12-19 16:50:14.109821 INFO::Creating boxplot for categorical data, antibiotics vs F232
## 2024-12-19 16:50:14.181063 INFO::Creating boxplot for categorical data, antibiotics vs F872
## 2024-12-19 16:50:14.241517 INFO::Creating boxplot for categorical data, antibiotics vs F54
## 2024-12-19 16:50:14.300843 INFO::Creating boxplot for categorical data, antibiotics vs F365
## 2024-12-19 16:50:14.358729 INFO::Creating boxplot for categorical data, antibiotics vs F499
## 2024-12-19 16:50:14.43567 INFO::Creating boxplot for categorical data, antibiotics vs F510
## 2024-12-19 16:50:14.501411 INFO::Creating boxplot for categorical data, antibiotics vs F716
## 2024-12-19 16:50:14.561618 INFO::Creating boxplot for categorical data, antibiotics vs F454
## 2024-12-19 16:50:14.620586 INFO::Creating boxplot for categorical data, antibiotics vs F52
## 2024-12-19 16:50:14.681386 INFO::Creating boxplot for categorical data, antibiotics vs F273
## 2024-12-19 16:50:14.755141 INFO::Creating boxplot for categorical data, antibiotics vs F474
## 2024-12-19 16:50:14.815772 INFO::Creating boxplot for categorical data, antibiotics vs F267
## 2024-12-19 16:50:14.874066 INFO::Creating boxplot for categorical data, antibiotics vs F253
## 2024-12-19 16:50:14.930546 INFO::Creating boxplot for categorical data, antibiotics vs F247
## 2024-12-19 16:50:15.031164 INFO::Creating boxplot for categorical data, antibiotics vs F708
## 2024-12-19 16:50:15.092987 INFO::Creating boxplot for categorical data, antibiotics vs F438
## 2024-12-19 16:50:15.152418 INFO::Creating boxplot for categorical data, antibiotics vs F450
## 2024-12-19 16:50:15.212765 INFO::Creating boxplot for categorical data, antibiotics vs F666
## 2024-12-19 16:50:15.273334 INFO::Creating boxplot for categorical data, antibiotics vs F720
## 2024-12-19 16:50:15.354941 INFO::Creating boxplot for categorical data, antibiotics vs F48
## 2024-12-19 16:50:15.417723 INFO::Creating boxplot for categorical data, antibiotics vs F371
## 2024-12-19 16:50:15.479215 INFO::Creating boxplot for categorical data, antibiotics vs F423
## 2024-12-19 16:50:15.543905 INFO::Creating boxplot for categorical data, antibiotics vs F190
## 2024-12-19 16:50:15.60323 INFO::Creating boxplot for categorical data, antibiotics vs F351
## 2024-12-19 16:50:15.687363 INFO::Creating boxplot for categorical data, antibiotics vs F394
## 2024-12-19 16:50:15.747108 INFO::Creating boxplot for categorical data, antibiotics vs F581
## 2024-12-19 16:50:15.810053 INFO::Creating boxplot for categorical data, antibiotics vs F276
## 2024-12-19 16:50:15.87262 INFO::Creating boxplot for categorical data, antibiotics vs F608
## 2024-12-19 16:50:15.933882 INFO::Creating boxplot for categorical data, antibiotics vs F28
## 2024-12-19 16:50:16.014059 INFO::Creating boxplot for categorical data, antibiotics vs F805
## 2024-12-19 16:50:16.074466 INFO::Creating boxplot for categorical data, antibiotics vs F249
## 2024-12-19 16:50:16.13553 INFO::Creating boxplot for categorical data, antibiotics vs F776
## 2024-12-19 16:50:16.195194 INFO::Creating boxplot for categorical data, antibiotics vs F755
## 2024-12-19 16:50:16.265684 INFO::Creating boxplot for categorical data, antibiotics vs F68
## 2024-12-19 16:50:16.344358 INFO::Creating boxplot for categorical data, antibiotics vs F78
## 2024-12-19 16:50:16.405298 INFO::Creating boxplot for categorical data, antibiotics vs F381
## 2024-12-19 16:50:16.466907 INFO::Creating boxplot for categorical data, antibiotics vs F644
## 2024-12-19 16:50:16.526002 INFO::Creating boxplot for categorical data, antibiotics vs F358
## 2024-12-19 16:50:16.601585 INFO::Creating boxplot for categorical data, antibiotics vs F344
## 2024-12-19 16:50:16.660592 INFO::Creating boxplot for categorical data, antibiotics vs F209
## 2024-12-19 16:50:16.720695 INFO::Creating boxplot for categorical data, antibiotics vs F898
## 2024-12-19 16:50:16.784602 INFO::Creating boxplot for categorical data, antibiotics vs F51
## 2024-12-19 16:50:16.845479 INFO::Creating boxplot for categorical data, antibiotics vs F149
## 2024-12-19 16:50:16.930588 INFO::Creating boxplot for categorical data, antibiotics vs F108
## 2024-12-19 16:50:16.991561 INFO::Creating boxplot for categorical data, antibiotics vs F255
## 2024-12-19 16:50:17.051356 INFO::Creating boxplot for categorical data, antibiotics vs F823
## 2024-12-19 16:50:17.111643 INFO::Creating boxplot for categorical data, antibiotics vs F864
## 2024-12-19 16:50:17.169028 INFO::Creating boxplot for categorical data, antibiotics vs F214
## 2024-12-19 16:50:17.244065 INFO::Creating boxplot for categorical data, antibiotics vs F76
## 2024-12-19 16:50:17.305544 INFO::Creating boxplot for categorical data, antibiotics vs F575
## 2024-12-19 16:50:17.364895 INFO::Creating boxplot for categorical data, antibiotics vs F13
## 2024-12-19 16:50:17.423061 INFO::Creating boxplot for categorical data, antibiotics vs F389
## 2024-12-19 16:50:17.489187 INFO::Creating boxplot for categorical data, antibiotics vs F556
## 2024-12-19 16:50:17.556508 INFO::Creating boxplot for categorical data, antibiotics vs F49
## 2024-12-19 16:50:17.61574 INFO::Creating boxplot for categorical data, antibiotics vs F436
## 2024-12-19 16:50:17.679084 INFO::Creating boxplot for categorical data, antibiotics vs F378
## 2024-12-19 16:50:17.741238 INFO::Creating boxplot for categorical data, antibiotics vs F682
## 2024-12-19 16:50:17.817364 INFO::Creating boxplot for categorical data, antibiotics vs F47
## 2024-12-19 16:50:17.877892 INFO::Creating boxplot for categorical data, antibiotics vs F429
## 2024-12-19 16:50:17.941979 INFO::Creating boxplot for categorical data, antibiotics vs F588
## 2024-12-19 16:50:18.002923 INFO::Creating boxplot for categorical data, antibiotics vs F616
## 2024-12-19 16:50:18.061261 INFO::Creating boxplot for categorical data, antibiotics vs F323
## 2024-12-19 16:50:18.137625 INFO::Creating boxplot for categorical data, antibiotics vs F409
## 2024-12-19 16:50:18.198862 INFO::Creating boxplot for categorical data, antibiotics vs F326
## 2024-12-19 16:50:18.261416 INFO::Creating boxplot for categorical data, antibiotics vs F698
## 2024-12-19 16:50:18.31976 INFO::Creating boxplot for categorical data, antibiotics vs F567
## 2024-12-19 16:50:18.381006 INFO::Creating boxplot for categorical data, antibiotics vs F179
## 2024-12-19 16:50:18.458072 INFO::Creating boxplot for categorical data, antibiotics vs F787
## 2024-12-19 16:50:18.519881 INFO::Creating boxplot for categorical data, antibiotics vs F79
## 2024-12-19 16:50:18.582507 INFO::Creating boxplot for categorical data, antibiotics vs F335
## 2024-12-19 16:50:18.645486 INFO::Creating boxplot for categorical data, antibiotics vs F576
## 2024-12-19 16:50:18.723398 INFO::Creating boxplot for categorical data, antibiotics vs F667
## 2024-12-19 16:50:18.785613 INFO::Creating boxplot for categorical data, antibiotics vs F694
## 2024-12-19 16:50:18.851966 INFO::Creating boxplot for categorical data, antibiotics vs F297
## 2024-12-19 16:50:18.911487 INFO::Creating boxplot for categorical data, antibiotics vs F569
## 2024-12-19 16:50:18.970868 INFO::Creating boxplot for categorical data, antibiotics vs F138
## 2024-12-19 16:50:19.045167 INFO::Creating boxplot for categorical data, antibiotics vs F611
## 2024-12-19 16:50:19.105205 INFO::Creating boxplot for categorical data, antibiotics vs F810
## 2024-12-19 16:50:19.166557 INFO::Creating boxplot for categorical data, antibiotics vs F746
## 2024-12-19 16:50:19.225644 INFO::Creating boxplot for categorical data, antibiotics vs F23
## 2024-12-19 16:50:19.298517 INFO::Creating boxplot for categorical data, antibiotics vs F135
## 2024-12-19 16:50:19.367879 INFO::Creating boxplot for categorical data, antibiotics vs F411
## 2024-12-19 16:50:19.428358 INFO::Creating boxplot for categorical data, antibiotics vs F489
## 2024-12-19 16:50:19.489154 INFO::Creating boxplot for categorical data, antibiotics vs F492
## 2024-12-19 16:50:19.546579 INFO::Creating boxplot for categorical data, antibiotics vs F844
## 2024-12-19 16:50:19.62058 INFO::Creating boxplot for categorical data, antibiotics vs F586
## 2024-12-19 16:50:19.680508 INFO::Creating boxplot for categorical data, antibiotics vs F11
## 2024-12-19 16:50:19.742072 INFO::Creating boxplot for categorical data, antibiotics vs F900
## 2024-12-19 16:50:19.801407 INFO::Creating boxplot for categorical data, antibiotics vs F21
## 2024-12-19 16:50:19.861075 INFO::Creating boxplot for categorical data, antibiotics vs F736
## 2024-12-19 16:50:19.946108 INFO::Creating boxplot for categorical data, antibiotics vs F408
## 2024-12-19 16:50:20.008211 INFO::Creating boxplot for categorical data, antibiotics vs F788
## 2024-12-19 16:50:20.068011 INFO::Creating boxplot for categorical data, antibiotics vs F66
## 2024-12-19 16:50:20.126077 INFO::Creating boxplot for categorical data, antibiotics vs F493
## 2024-12-19 16:50:20.201576 INFO::Creating boxplot for categorical data, antibiotics vs F343
## 2024-12-19 16:50:20.263046 INFO::Creating boxplot for categorical data, antibiotics vs F352
## 2024-12-19 16:50:20.322916 INFO::Creating boxplot for categorical data, antibiotics vs F677
## 2024-12-19 16:50:20.381537 INFO::Creating boxplot for categorical data, antibiotics vs F816
## 2024-12-19 16:50:20.438994 INFO::Creating boxplot for categorical data, antibiotics vs F457
## 2024-12-19 16:50:20.513761 INFO::Creating boxplot for categorical data, antibiotics vs F330
## 2024-12-19 16:50:20.573774 INFO::Creating boxplot for categorical data, antibiotics vs F293
## 2024-12-19 16:50:20.634564 INFO::Creating boxplot for categorical data, antibiotics vs F725
## 2024-12-19 16:50:20.692895 INFO::Creating boxplot for categorical data, antibiotics vs F813
## 2024-12-19 16:50:20.762439 INFO::Creating boxplot for categorical data, antibiotics vs F295
## 2024-12-19 16:50:20.833604 INFO::Creating boxplot for categorical data, antibiotics vs F656
## 2024-12-19 16:50:20.902104 INFO::Creating boxplot for categorical data, antibiotics vs F669
## 2024-12-19 16:50:20.96849 INFO::Creating boxplot for categorical data, antibiotics vs F15
## 2024-12-19 16:50:21.028903 INFO::Creating boxplot for categorical data, antibiotics vs F419
## 2024-12-19 16:50:21.104765 INFO::Creating boxplot for categorical data, antibiotics vs F701
## 2024-12-19 16:50:21.164877 INFO::Creating boxplot for categorical data, antibiotics vs F176
## 2024-12-19 16:50:21.22749 INFO::Creating boxplot for categorical data, antibiotics vs F203
## 2024-12-19 16:50:21.28701 INFO::Creating boxplot for categorical data, antibiotics vs F501
## 2024-12-19 16:50:21.353273 INFO::Creating boxplot for categorical data, antibiotics vs F772
## 2024-12-19 16:50:21.481708 INFO::Creating boxplot for categorical data, antibiotics vs F488
## 2024-12-19 16:50:21.548066 INFO::Creating boxplot for categorical data, antibiotics vs F600
## 2024-12-19 16:50:21.620241 INFO::Creating boxplot for categorical data, antibiotics vs F768
## 2024-12-19 16:50:21.692232 INFO::Creating boxplot for categorical data, antibiotics vs F432
## 2024-12-19 16:50:21.781558 INFO::Creating boxplot for categorical data, antibiotics vs F26
## 2024-12-19 16:50:21.851479 INFO::Creating boxplot for categorical data, antibiotics vs F189
## 2024-12-19 16:50:21.911074 INFO::Creating boxplot for categorical data, antibiotics vs F200
## 2024-12-19 16:50:21.973724 INFO::Creating boxplot for categorical data, antibiotics vs F121
## 2024-12-19 16:50:22.034329 INFO::Creating boxplot for categorical data, antibiotics vs F624
## 2024-12-19 16:50:22.107926 INFO::Creating boxplot for categorical data, antibiotics vs F855
## 2024-12-19 16:50:22.170439 INFO::Creating boxplot for categorical data, antibiotics vs F380
## 2024-12-19 16:50:22.232721 INFO::Creating boxplot for categorical data, antibiotics vs F734
## 2024-12-19 16:50:22.294327 INFO::Creating boxplot for categorical data, antibiotics vs F16
## 2024-12-19 16:50:22.352639 INFO::Creating boxplot for categorical data, antibiotics vs F602
## 2024-12-19 16:50:22.426883 INFO::Creating boxplot for categorical data, antibiotics vs F210
## 2024-12-19 16:50:22.485419 INFO::Creating boxplot for categorical data, antibiotics vs F217
## 2024-12-19 16:50:22.54626 INFO::Creating boxplot for categorical data, antibiotics vs F640
## 2024-12-19 16:50:22.604755 INFO::Creating boxplot for categorical data, antibiotics vs F631
## 2024-12-19 16:50:22.664454 INFO::Creating boxplot for categorical data, antibiotics vs F32
## 2024-12-19 16:50:22.741399 INFO::Creating boxplot for categorical data, antibiotics vs F322
## 2024-12-19 16:50:22.802688 INFO::Creating boxplot for categorical data, antibiotics vs F476
## 2024-12-19 16:50:22.867677 INFO::Creating boxplot for categorical data, antibiotics vs F265
## 2024-12-19 16:50:22.933017 INFO::Creating boxplot for categorical data, antibiotics vs F283
## 2024-12-19 16:50:23.006892 INFO::Creating boxplot for categorical data, antibiotics vs F316
## 2024-12-19 16:50:23.078002 INFO::Creating boxplot for categorical data, antibiotics vs F465
## 2024-12-19 16:50:23.139111 INFO::Creating boxplot for categorical data, antibiotics vs F24
## 2024-12-19 16:50:23.19985 INFO::Creating boxplot for categorical data, antibiotics vs F38
## 2024-12-19 16:50:23.260703 INFO::Creating boxplot for categorical data, antibiotics vs F82
## 2024-12-19 16:50:23.335752 INFO::Creating boxplot for categorical data, antibiotics vs F86
## 2024-12-19 16:50:23.399096 INFO::Creating boxplot for categorical data, antibiotics vs F270
## 2024-12-19 16:50:23.460306 INFO::Creating boxplot for categorical data, antibiotics vs F485
## 2024-12-19 16:50:23.520236 INFO::Creating boxplot for categorical data, antibiotics vs F486
## 2024-12-19 16:50:23.579409 INFO::Creating boxplot for categorical data, antibiotics vs F399
## 2024-12-19 16:50:23.656683 INFO::Creating boxplot for categorical data, antibiotics vs F573
## 2024-12-19 16:50:23.720102 INFO::Creating boxplot for categorical data, antibiotics vs F877
## 2024-12-19 16:50:23.786576 INFO::Creating boxplot for categorical data, antibiotics vs F709
## 2024-12-19 16:50:23.846011 INFO::Creating boxplot for categorical data, antibiotics vs F227
## 2024-12-19 16:50:23.905247 INFO::Creating boxplot for categorical data, antibiotics vs F553
## 2024-12-19 16:50:23.979457 INFO::Creating boxplot for categorical data, antibiotics vs F123
## 2024-12-19 16:50:24.039876 INFO::Creating boxplot for categorical data, antibiotics vs F118
## 2024-12-19 16:50:24.100047 INFO::Creating boxplot for categorical data, antibiotics vs F605
## 2024-12-19 16:50:24.160397 INFO::Creating boxplot for categorical data, antibiotics vs F619
## 2024-12-19 16:50:24.234198 INFO::Creating boxplot for categorical data, antibiotics vs F830
## 2024-12-19 16:50:24.295057 INFO::Creating boxplot for categorical data, antibiotics vs F837
## 2024-12-19 16:50:24.356375 INFO::Creating boxplot for categorical data, antibiotics vs F12
## 2024-12-19 16:50:24.418607 INFO::Creating boxplot for categorical data, antibiotics vs F623
## 2024-12-19 16:50:24.475786 INFO::Creating boxplot for categorical data, antibiotics vs F806
## 2024-12-19 16:50:24.548336 INFO::Creating boxplot for categorical data, antibiotics vs F353
## 2024-12-19 16:50:24.610307 INFO::Creating boxplot for categorical data, antibiotics vs F829
## 2024-12-19 16:50:24.673885 INFO::Creating boxplot for categorical data, antibiotics vs F289
## 2024-12-19 16:50:24.734401 INFO::Creating boxplot for categorical data, antibiotics vs F93
## 2024-12-19 16:50:24.792899 INFO::Creating boxplot for categorical data, antibiotics vs F379
## 2024-12-19 16:50:24.87375 INFO::Creating boxplot for categorical data, antibiotics vs F370
## 2024-12-19 16:50:24.931744 INFO::Creating boxplot for categorical data, antibiotics vs F360
## 2024-12-19 16:50:24.990418 INFO::Creating boxplot for categorical data, antibiotics vs F710
## 2024-12-19 16:50:25.048135 INFO::Creating boxplot for categorical data, antibiotics vs F388
## 2024-12-19 16:50:25.116516 INFO::Creating boxplot for categorical data, antibiotics vs F796
## 2024-12-19 16:50:25.182253 INFO::Creating boxplot for categorical data, antibiotics vs F174
## 2024-12-19 16:50:25.242766 INFO::Creating boxplot for categorical data, antibiotics vs F601
## 2024-12-19 16:50:25.305171 INFO::Creating boxplot for categorical data, antibiotics vs F775
## 2024-12-19 16:50:25.367721 INFO::Creating boxplot for categorical data, antibiotics vs F836
## 2024-12-19 16:50:25.443744 INFO::Creating boxplot for categorical data, antibiotics vs F192
## 2024-12-19 16:50:25.504541 INFO::Creating boxplot for categorical data, antibiotics vs F463
## 2024-12-19 16:50:25.565856 INFO::Creating boxplot for categorical data, antibiotics vs F57
## 2024-12-19 16:50:25.628623 INFO::Creating boxplot for categorical data, antibiotics vs F658
## 2024-12-19 16:50:25.688227 INFO::Creating boxplot for categorical data, antibiotics vs F596
## 2024-12-19 16:50:25.762244 INFO::Creating boxplot for categorical data, antibiotics vs F218
## 2024-12-19 16:50:25.822151 INFO::Creating boxplot for categorical data, antibiotics vs F104
## 2024-12-19 16:50:25.882336 INFO::Creating boxplot for categorical data, antibiotics vs F466
## 2024-12-19 16:50:25.941004 INFO::Creating boxplot for categorical data, antibiotics vs F737
## 2024-12-19 16:50:26.015102 INFO::Creating boxplot for categorical data, antibiotics vs F487
## 2024-12-19 16:50:26.075394 INFO::Creating boxplot for categorical data, antibiotics vs F369
## 2024-12-19 16:50:26.134241 INFO::Creating boxplot for categorical data, antibiotics vs F584
## 2024-12-19 16:50:26.193135 INFO::Creating boxplot for categorical data, antibiotics vs F166
## 2024-12-19 16:50:26.250676 INFO::Creating boxplot for categorical data, antibiotics vs F822
## 2024-12-19 16:50:26.322438 INFO::Creating boxplot for categorical data, antibiotics vs F416
## 2024-12-19 16:50:26.382436 INFO::Creating boxplot for categorical data, antibiotics vs F70
## 2024-12-19 16:50:26.443016 INFO::Creating boxplot for categorical data, antibiotics vs F243
## 2024-12-19 16:50:26.50351 INFO::Creating boxplot for categorical data, antibiotics vs F498
## 2024-12-19 16:50:26.563638 INFO::Creating boxplot for categorical data, antibiotics vs F272
## 2024-12-19 16:50:26.638067 INFO::Creating boxplot for categorical data, antibiotics vs F846
## 2024-12-19 16:50:26.697518 INFO::Creating boxplot for categorical data, antibiotics vs F881
## 2024-12-19 16:50:26.757873 INFO::Creating boxplot for categorical data, antibiotics vs F280
## 2024-12-19 16:50:26.815668 INFO::Creating boxplot for categorical data, antibiotics vs F761
## 2024-12-19 16:50:26.883974 INFO::Creating boxplot for categorical data, antibiotics vs F781
## 2024-12-19 16:50:26.939667 INFO::Creating boxplot for categorical data, antibiotics vs F697
## 2024-12-19 16:50:26.998931 INFO::Creating boxplot for categorical data, antibiotics vs F890
## 2024-12-19 16:50:27.05454 INFO::Creating boxplot for categorical data, antibiotics vs F197
## 2024-12-19 16:50:27.107043 INFO::Creating boxplot for categorical data, antibiotics vs F826
## 2024-12-19 16:50:27.17507 INFO::Creating boxplot for categorical data, antibiotics vs F641
## 2024-12-19 16:50:27.229675 INFO::Creating boxplot for categorical data, antibiotics vs F700
## 2024-12-19 16:50:27.284944 INFO::Creating boxplot for categorical data, antibiotics vs F531
## 2024-12-19 16:50:27.341119 INFO::Creating boxplot for categorical data, antibiotics vs F660
## 2024-12-19 16:50:27.41356 INFO::Creating boxplot for categorical data, antibiotics vs F257
## 2024-12-19 16:50:27.473217 INFO::Creating boxplot for categorical data, antibiotics vs F136
## 2024-12-19 16:50:27.533569 INFO::Creating boxplot for categorical data, antibiotics vs F875
## 2024-12-19 16:50:27.592284 INFO::Creating boxplot for categorical data, antibiotics vs F160
## 2024-12-19 16:50:27.650879 INFO::Creating boxplot for categorical data, antibiotics vs F782
## 2024-12-19 16:50:28.086156 INFO::Creating boxplot for categorical data, antibiotics vs F642
## 2024-12-19 16:50:28.141663 INFO::Creating boxplot for categorical data, antibiotics vs F730
## 2024-12-19 16:50:28.197434 INFO::Creating boxplot for categorical data, antibiotics vs F679
## 2024-12-19 16:50:28.253604 INFO::Creating boxplot for categorical data, antibiotics vs F713
## 2024-12-19 16:50:28.309888 INFO::Creating boxplot for categorical data, antibiotics vs F821
## 2024-12-19 16:50:28.374339 INFO::Creating boxplot for categorical data, antibiotics vs F443
## 2024-12-19 16:50:28.431827 INFO::Creating boxplot for categorical data, antibiotics vs F729
## 2024-12-19 16:50:28.487303 INFO::Creating boxplot for categorical data, antibiotics vs F25
## 2024-12-19 16:50:28.542895 INFO::Creating boxplot for categorical data, antibiotics vs F338
## 2024-12-19 16:50:28.599123 INFO::Creating boxplot for categorical data, antibiotics vs F647
## 2024-12-19 16:50:28.658585 INFO::Creating boxplot for categorical data, antibiotics vs F817
## 2024-12-19 16:50:28.709593 INFO::Creating boxplot for categorical data, antibiotics vs F535
## 2024-12-19 16:50:28.76436 INFO::Creating boxplot for categorical data, antibiotics vs F634
## 2024-12-19 16:50:28.819596 INFO::Creating boxplot for categorical data, antibiotics vs F533
## 2024-12-19 16:50:28.878952 INFO::Creating boxplot for categorical data, antibiotics vs F808
## 2024-12-19 16:50:28.933612 INFO::Creating boxplot for categorical data, antibiotics vs F571
## 2024-12-19 16:50:28.987147 INFO::Creating boxplot for categorical data, antibiotics vs F529
## 2024-12-19 16:50:29.041855 INFO::Creating boxplot for categorical data, antibiotics vs F827
## 2024-12-19 16:50:29.096491 INFO::Creating boxplot for categorical data, antibiotics vs F107
## 2024-12-19 16:50:29.157165 INFO::Creating boxplot for categorical data, antibiotics vs F515
## 2024-12-19 16:50:29.212375 INFO::Creating boxplot for categorical data, antibiotics vs F305
## 2024-12-19 16:50:29.26787 INFO::Creating boxplot for categorical data, antibiotics vs F662
## 2024-12-19 16:50:29.323417 INFO::Creating boxplot for categorical data, antibiotics vs F310
## 2024-12-19 16:50:29.380697 INFO::Creating boxplot for categorical data, antibiotics vs F430
## 2024-12-19 16:50:29.442308 INFO::Creating boxplot for categorical data, antibiotics vs F173
## 2024-12-19 16:50:29.497814 INFO::Creating boxplot for categorical data, antibiotics vs F820
## 2024-12-19 16:50:29.552853 INFO::Creating boxplot for categorical data, antibiotics vs F743
## 2024-12-19 16:50:29.608343 INFO::Creating boxplot for categorical data, antibiotics vs F63
## 2024-12-19 16:50:29.664246 INFO::Creating boxplot for categorical data, antibiotics vs F215
## 2024-12-19 16:50:29.725048 INFO::Creating boxplot for categorical data, antibiotics vs F216
## 2024-12-19 16:50:29.779932 INFO::Creating boxplot for categorical data, antibiotics vs F245
## 2024-12-19 16:50:29.834536 INFO::Creating boxplot for categorical data, antibiotics vs F862
## 2024-12-19 16:50:29.890248 INFO::Creating boxplot for categorical data, antibiotics vs F541
## 2024-12-19 16:50:29.947876 INFO::Creating boxplot for categorical data, antibiotics vs F558
## 2024-12-19 16:50:30.009464 INFO::Creating boxplot for categorical data, antibiotics vs F633
## 2024-12-19 16:50:30.063832 INFO::Creating boxplot for categorical data, antibiotics vs F94
## 2024-12-19 16:50:30.117758 INFO::Creating boxplot for categorical data, antibiotics vs F574
## 2024-12-19 16:50:30.171558 INFO::Creating boxplot for categorical data, antibiotics vs F238
## 2024-12-19 16:50:30.226413 INFO::Creating boxplot for categorical data, antibiotics vs F815
## 2024-12-19 16:50:30.287591 INFO::Creating boxplot for categorical data, antibiotics vs F587
## 2024-12-19 16:50:30.342466 INFO::Creating boxplot for categorical data, antibiotics vs F464
## 2024-12-19 16:50:30.398463 INFO::Creating boxplot for categorical data, antibiotics vs F590
## 2024-12-19 16:50:30.453656 INFO::Creating boxplot for categorical data, antibiotics vs F124
## 2024-12-19 16:50:30.514877 INFO::Creating boxplot for categorical data, antibiotics vs F664
## 2024-12-19 16:50:30.569486 INFO::Creating boxplot for categorical data, antibiotics vs F100
## 2024-12-19 16:50:30.62696 INFO::Creating boxplot for categorical data, antibiotics vs F744
## 2024-12-19 16:50:30.683231 INFO::Creating boxplot for categorical data, antibiotics vs F444
## 2024-12-19 16:50:30.739057 INFO::Creating boxplot for categorical data, antibiotics vs F597
## 2024-12-19 16:50:30.800457 INFO::Creating boxplot for categorical data, antibiotics vs F650
## 2024-12-19 16:50:30.855175 INFO::Creating boxplot for categorical data, antibiotics vs F147
## 2024-12-19 16:50:30.909513 INFO::Creating boxplot for categorical data, antibiotics vs F363
## 2024-12-19 16:50:30.963977 INFO::Creating boxplot for categorical data, antibiotics vs F521
## 2024-12-19 16:50:31.018521 INFO::Creating boxplot for categorical data, antibiotics vs F412
## 2024-12-19 16:50:31.078073 INFO::Creating boxplot for categorical data, antibiotics vs F279
## 2024-12-19 16:50:31.132616 INFO::Creating boxplot for categorical data, antibiotics vs F225
## 2024-12-19 16:50:31.186784 INFO::Creating boxplot for categorical data, antibiotics vs F10
## 2024-12-19 16:50:31.241937 INFO::Creating boxplot for categorical data, antibiotics vs F481
## 2024-12-19 16:50:31.296977 INFO::Creating boxplot for categorical data, antibiotics vs F861
## 2024-12-19 16:50:31.356466 INFO::Creating boxplot for categorical data, antibiotics vs F888
## 2024-12-19 16:50:31.41028 INFO::Creating boxplot for categorical data, antibiotics vs F156
## 2024-12-19 16:50:31.463953 INFO::Creating boxplot for categorical data, antibiotics vs F857
## 2024-12-19 16:50:31.514684 INFO::Creating boxplot for categorical data, antibiotics vs F509
## 2024-12-19 16:50:31.569681 INFO::Creating boxplot for categorical data, antibiotics vs F244
## 2024-12-19 16:50:31.625197 INFO::Creating boxplot for categorical data, antibiotics vs F514
## 2024-12-19 16:50:31.675667 INFO::Creating boxplot for categorical data, antibiotics vs F196
## 2024-12-19 16:50:31.729442 INFO::Creating boxplot for categorical data, antibiotics vs F304
## 2024-12-19 16:50:31.781793 INFO::Creating boxplot for categorical data, antibiotics vs F833
## 2024-12-19 16:50:31.843774 INFO::Creating boxplot for categorical data, antibiotics vs F294
## 2024-12-19 16:50:31.899271 INFO::Creating boxplot for categorical data, antibiotics vs F550
## 2024-12-19 16:50:31.954933 INFO::Creating boxplot for categorical data, antibiotics vs F869
## 2024-12-19 16:50:32.01154 INFO::Creating boxplot for categorical data, antibiotics vs F364
## 2024-12-19 16:50:32.069363 INFO::Creating boxplot for categorical data, antibiotics vs F583
## 2024-12-19 16:50:32.131174 INFO::Creating boxplot for categorical data, antibiotics vs F441
## 2024-12-19 16:50:32.1869 INFO::Creating boxplot for categorical data, antibiotics vs F595
## 2024-12-19 16:50:32.242778 INFO::Creating boxplot for categorical data, antibiotics vs F35
## 2024-12-19 16:50:32.301659 INFO::Creating boxplot for categorical data, antibiotics vs F630
## 2024-12-19 16:50:32.360527 INFO::Creating boxplot for categorical data, antibiotics vs F401
## 2024-12-19 16:50:32.425092 INFO::Creating boxplot for categorical data, antibiotics vs F287
## 2024-12-19 16:50:32.479079 INFO::Creating boxplot for categorical data, antibiotics vs F250
## 2024-12-19 16:50:32.533618 INFO::Creating boxplot for categorical data, antibiotics vs F239
## 2024-12-19 16:50:32.589071 INFO::Creating boxplot for categorical data, antibiotics vs F88
## 2024-12-19 16:50:32.65061 INFO::Creating boxplot for categorical data, antibiotics vs F752
## 2024-12-19 16:50:32.704831 INFO::Creating boxplot for categorical data, antibiotics vs F539
## 2024-12-19 16:50:32.759021 INFO::Creating boxplot for categorical data, antibiotics vs F69
## 2024-12-19 16:50:32.81312 INFO::Creating boxplot for categorical data, antibiotics vs F126
## 2024-12-19 16:50:32.868557 INFO::Creating boxplot for categorical data, antibiotics vs F362
## 2024-12-19 16:50:32.930054 INFO::Creating boxplot for categorical data, antibiotics vs F753
## 2024-12-19 16:50:32.98498 INFO::Creating boxplot for categorical data, antibiotics vs F469
## 2024-12-19 16:50:33.039805 INFO::Creating boxplot for categorical data, antibiotics vs F14
## 2024-12-19 16:50:33.096456 INFO::Creating boxplot for categorical data, antibiotics vs F803
## 2024-12-19 16:50:33.153932 INFO::Creating boxplot for categorical data, antibiotics vs F814
## 2024-12-19 16:50:33.219295 INFO::Creating boxplot for categorical data, antibiotics vs F449
## 2024-12-19 16:50:33.276098 INFO::Creating boxplot for categorical data, antibiotics vs F494
## 2024-12-19 16:50:33.329509 INFO::Creating boxplot for categorical data, antibiotics vs F439
## 2024-12-19 16:50:33.38717 INFO::Creating boxplot for categorical data, antibiotics vs F686
## 2024-12-19 16:50:33.447701 INFO::Creating boxplot for categorical data, antibiotics vs F591
## 2024-12-19 16:50:33.507967 INFO::Creating boxplot for categorical data, antibiotics vs F735
## 2024-12-19 16:50:33.562385 INFO::Creating boxplot for categorical data, antibiotics vs F111
## 2024-12-19 16:50:33.617976 INFO::Creating boxplot for categorical data, antibiotics vs F346
## 2024-12-19 16:50:33.674405 INFO::Creating boxplot for categorical data, antibiotics vs F29
## 2024-12-19 16:50:33.780306 INFO::Creating boxplot for categorical data, antibiotics vs F376
## 2024-12-19 16:50:33.836651 INFO::Creating boxplot for categorical data, antibiotics vs F414
## 2024-12-19 16:50:33.892612 INFO::Creating boxplot for categorical data, antibiotics vs F555
## 2024-12-19 16:50:33.956147 INFO::Creating boxplot for categorical data, antibiotics vs F517
## 2024-12-19 16:50:34.021302 INFO::Creating boxplot for categorical data, antibiotics vs F544
## 2024-12-19 16:50:34.092428 INFO::Creating boxplot for categorical data, antibiotics vs F339
## 2024-12-19 16:50:34.151933 INFO::Creating boxplot for categorical data, antibiotics vs F689
## 2024-12-19 16:50:34.209345 INFO::Creating boxplot for categorical data, antibiotics vs F391
## 2024-12-19 16:50:34.266002 INFO::Creating boxplot for categorical data, antibiotics vs F502
## 2024-12-19 16:50:34.323118 INFO::Creating boxplot for categorical data, antibiotics vs F298
## 2024-12-19 16:50:34.391342 INFO::Creating boxplot for categorical data, antibiotics vs F337
## 2024-12-19 16:50:34.448624 INFO::Creating boxplot for categorical data, antibiotics vs F773
## 2024-12-19 16:50:34.507813 INFO::Creating boxplot for categorical data, antibiotics vs F592
## 2024-12-19 16:50:34.565698 INFO::Creating boxplot for categorical data, antibiotics vs F307
## 2024-12-19 16:50:34.624143 INFO::Creating boxplot for categorical data, antibiotics vs F115
## 2024-12-19 16:50:34.688914 INFO::Creating boxplot for categorical data, antibiotics vs F739
## 2024-12-19 16:50:34.743978 INFO::Creating boxplot for categorical data, antibiotics vs F433
## 2024-12-19 16:50:34.799829 INFO::Creating boxplot for categorical data, antibiotics vs F384
## 2024-12-19 16:50:34.857538 INFO::Creating boxplot for categorical data, antibiotics vs F750
## 2024-12-19 16:50:34.921962 INFO::Creating boxplot for categorical data, antibiotics vs F762
## 2024-12-19 16:50:34.97861 INFO::Creating boxplot for categorical data, antibiotics vs F277
## 2024-12-19 16:50:35.03814 INFO::Creating boxplot for categorical data, antibiotics vs F871
## 2024-12-19 16:50:35.094813 INFO::Creating boxplot for categorical data, antibiotics vs F839
## 2024-12-19 16:50:35.15307 INFO::Creating boxplot for categorical data, antibiotics vs F127
## 2024-12-19 16:50:35.219192 INFO::Creating boxplot for categorical data, antibiotics vs F554
## 2024-12-19 16:50:35.276698 INFO::Creating boxplot for categorical data, antibiotics vs F676
## 2024-12-19 16:50:35.333246 INFO::Creating boxplot for categorical data, antibiotics vs F568
## 2024-12-19 16:50:35.390291 INFO::Creating boxplot for categorical data, antibiotics vs F137
## 2024-12-19 16:50:35.451995 INFO::Creating boxplot for categorical data, antibiotics vs F131
## 2024-12-19 16:50:35.524939 INFO::Creating boxplot for categorical data, antibiotics vs F60
## 2024-12-19 16:50:35.582948 INFO::Creating boxplot for categorical data, antibiotics vs F98
## 2024-12-19 16:50:35.640925 INFO::Creating boxplot for categorical data, antibiotics vs F672
## 2024-12-19 16:50:35.699436 INFO::Creating boxplot for categorical data, antibiotics vs F530
## 2024-12-19 16:50:35.76037 INFO::Creating boxplot for categorical data, antibiotics vs F809
## 2024-12-19 16:50:35.8281 INFO::Creating boxplot for categorical data, antibiotics vs F894
## 2024-12-19 16:50:35.886155 INFO::Creating boxplot for categorical data, antibiotics vs F22
## 2024-12-19 16:50:35.942663 INFO::Creating boxplot for categorical data, antibiotics vs F818
## 2024-12-19 16:50:35.999497 INFO::Creating boxplot for categorical data, antibiotics vs F559
## 2024-12-19 16:50:36.056056 INFO::Creating boxplot for categorical data, antibiotics vs F741
## 2024-12-19 16:50:36.122494 INFO::Creating boxplot for categorical data, antibiotics vs F398
## 2024-12-19 16:50:36.180827 INFO::Creating boxplot for categorical data, antibiotics vs F357
## 2024-12-19 16:50:36.248983 INFO::Creating boxplot for categorical data, antibiotics vs F119
## 2024-12-19 16:50:36.307331 INFO::Creating boxplot for categorical data, antibiotics vs F426
## 2024-12-19 16:50:36.372927 INFO::Creating boxplot for categorical data, antibiotics vs F204
## 2024-12-19 16:50:36.432084 INFO::Creating boxplot for categorical data, antibiotics vs F851
## 2024-12-19 16:50:36.487587 INFO::Creating boxplot for categorical data, antibiotics vs F657
## 2024-12-19 16:50:36.545507 INFO::Creating boxplot for categorical data, antibiotics vs F801
## 2024-12-19 16:50:36.602638 INFO::Creating boxplot for categorical data, antibiotics vs F754
## 2024-12-19 16:50:36.670099 INFO::Creating boxplot for categorical data, antibiotics vs F859
## 2024-12-19 16:50:36.726894 INFO::Creating boxplot for categorical data, antibiotics vs F480
## 2024-12-19 16:50:36.785215 INFO::Creating boxplot for categorical data, antibiotics vs F507
## 2024-12-19 16:50:36.845558 INFO::Creating boxplot for categorical data, antibiotics vs F207
## 2024-12-19 16:50:37.567532 INFO::Plotting data for metadata number 3, age
## 2024-12-19 16:50:37.568326 INFO::Creating scatter plot for continuous data, age vs F340
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:37.674879 INFO::Creating scatter plot for continuous data, age vs F603
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:37.758675 INFO::Creating scatter plot for continuous data, age vs F356
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:37.821765 INFO::Creating scatter plot for continuous data, age vs F181
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:37.880083 INFO::Creating scatter plot for continuous data, age vs F177
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:37.952457 INFO::Creating scatter plot for continuous data, age vs F390
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.016362 INFO::Creating scatter plot for continuous data, age vs F743
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:38.073932 INFO::Creating scatter plot for continuous data, age vs F491
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.136996 INFO::Creating scatter plot for continuous data, age vs F436
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:38.206232 INFO::Creating scatter plot for continuous data, age vs F219
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:38.266707 INFO::Creating scatter plot for continuous data, age vs F483
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.335299 INFO::Creating scatter plot for continuous data, age vs F878
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.399784 INFO::Creating scatter plot for continuous data, age vs F876
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.462719 INFO::Creating scatter plot for continuous data, age vs F211
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.536669 INFO::Creating scatter plot for continuous data, age vs F732
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.598747 INFO::Creating scatter plot for continuous data, age vs F222
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.663141 INFO::Creating scatter plot for continuous data, age vs F688
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.727503 INFO::Creating scatter plot for continuous data, age vs F170
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.806609 INFO::Creating scatter plot for continuous data, age vs F431
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:38.872026 INFO::Creating scatter plot for continuous data, age vs F174
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:38.93061 INFO::Creating scatter plot for continuous data, age vs F17
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:38.988782 INFO::Creating scatter plot for continuous data, age vs F334
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.0629 INFO::Creating scatter plot for continuous data, age vs F835
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.120726 INFO::Creating scatter plot for continuous data, age vs F223
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.182769 INFO::Creating scatter plot for continuous data, age vs F383
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.242414 INFO::Creating scatter plot for continuous data, age vs F623
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.31841 INFO::Creating scatter plot for continuous data, age vs F329
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.390389 INFO::Creating scatter plot for continuous data, age vs F395
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.454307 INFO::Creating scatter plot for continuous data, age vs F528
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.518335 INFO::Creating scatter plot for continuous data, age vs F13
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.588747 INFO::Creating scatter plot for continuous data, age vs F36
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.653416 INFO::Creating scatter plot for continuous data, age vs F285
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.72095 INFO::Creating scatter plot for continuous data, age vs F404
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:39.781508 INFO::Creating scatter plot for continuous data, age vs F894
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.901167 INFO::Creating scatter plot for continuous data, age vs F300
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:39.967624 INFO::Creating scatter plot for continuous data, age vs F32
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.033207 INFO::Creating scatter plot for continuous data, age vs F24
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.098034 INFO::Creating scatter plot for continuous data, age vs F97
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:40.156404 INFO::Creating scatter plot for continuous data, age vs F849
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:40.233722 INFO::Creating scatter plot for continuous data, age vs F185
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.297175 INFO::Creating scatter plot for continuous data, age vs F513
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.36305 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()`).
## 2024-12-19 16:50:40.43068 INFO::Creating scatter plot for continuous data, age vs F471
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.523248 INFO::Creating scatter plot for continuous data, age vs F793
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.596069 INFO::Creating scatter plot for continuous data, age vs F402
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.660727 INFO::Creating scatter plot for continuous data, age vs F541
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.725022 INFO::Creating scatter plot for continuous data, age vs F496
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:40.80968 INFO::Creating scatter plot for continuous data, age vs F386
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:40.871403 INFO::Creating scatter plot for continuous data, age vs F594
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:40.934845 INFO::Creating scatter plot for continuous data, age vs F704
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:40.996241 INFO::Creating scatter plot for continuous data, age vs F330
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.063759 INFO::Creating scatter plot for continuous data, age vs F197
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.147521 INFO::Creating scatter plot for continuous data, age vs F735
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.21341 INFO::Creating scatter plot for continuous data, age vs F481
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:41.275369 INFO::Creating scatter plot for continuous data, age vs F635
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.34534 INFO::Creating scatter plot for continuous data, age vs F687
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.428009 INFO::Creating scatter plot for continuous data, age vs F652
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.491484 INFO::Creating scatter plot for continuous data, age vs F651
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.555315 INFO::Creating scatter plot for continuous data, age vs F82
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:41.615213 INFO::Creating scatter plot for continuous data, age vs F7
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:41.689491 INFO::Creating scatter plot for continuous data, age vs F866
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.755202 INFO::Creating scatter plot for continuous data, age vs F593
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:41.817512 INFO::Creating scatter plot for continuous data, age vs F733
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:41.87661 INFO::Creating scatter plot for continuous data, age vs F684
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:41.948483 INFO::Creating scatter plot for continuous data, age vs F410
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:42.013363 INFO::Creating scatter plot for continuous data, age vs F224
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.080643 INFO::Creating scatter plot for continuous data, age vs F722
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.144609 INFO::Creating scatter plot for continuous data, age vs F856
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:42.204009 INFO::Creating scatter plot for continuous data, age vs F680
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:42.2809 INFO::Creating scatter plot for continuous data, age vs F19
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.346352 INFO::Creating scatter plot for continuous data, age vs F860
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:42.404828 INFO::Creating scatter plot for continuous data, age vs F859
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.469511 INFO::Creating scatter plot for continuous data, age vs F522
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.549873 INFO::Creating scatter plot for continuous data, age vs F372
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.613855 INFO::Creating scatter plot for continuous data, age vs F899
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:42.675541 INFO::Creating scatter plot for continuous data, age vs F782
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.742459 INFO::Creating scatter plot for continuous data, age vs F839
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.829826 INFO::Creating scatter plot for continuous data, age vs F827
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.894438 INFO::Creating scatter plot for continuous data, age vs F817
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:42.956632 INFO::Creating scatter plot for continuous data, age vs F345
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.016369 INFO::Creating scatter plot for continuous data, age vs F127
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.089525 INFO::Creating scatter plot for continuous data, age vs F749
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.158984 INFO::Creating scatter plot for continuous data, age vs F877
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.221723 INFO::Creating scatter plot for continuous data, age vs F150
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.284936 INFO::Creating scatter plot for continuous data, age vs F752
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.344179 INFO::Creating scatter plot for continuous data, age vs F848
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.411033 INFO::Creating scatter plot for continuous data, age vs F809
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.47018 INFO::Creating scatter plot for continuous data, age vs F751
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.528353 INFO::Creating scatter plot for continuous data, age vs F15
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.586619 INFO::Creating scatter plot for continuous data, age vs F521
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.660323 INFO::Creating scatter plot for continuous data, age vs F842
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.72557 INFO::Creating scatter plot for continuous data, age vs F319
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.788586 INFO::Creating scatter plot for continuous data, age vs F96
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.850718 INFO::Creating scatter plot for continuous data, age vs F171
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:43.926432 INFO::Creating scatter plot for continuous data, age vs F241
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:43.984324 INFO::Creating scatter plot for continuous data, age vs F582
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.042746 INFO::Creating scatter plot for continuous data, age vs F822
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.101514 INFO::Creating scatter plot for continuous data, age vs F748
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.168847 INFO::Creating scatter plot for continuous data, age vs F147
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.242803 INFO::Creating scatter plot for continuous data, age vs F16
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.305573 INFO::Creating scatter plot for continuous data, age vs F212
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.369977 INFO::Creating scatter plot for continuous data, age vs F718
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.433969 INFO::Creating scatter plot for continuous data, age vs F663
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.50705 INFO::Creating scatter plot for continuous data, age vs F690
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.568544 INFO::Creating scatter plot for continuous data, age vs F865
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.626768 INFO::Creating scatter plot for continuous data, age vs F421
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.686979 INFO::Creating scatter plot for continuous data, age vs F110
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.766148 INFO::Creating scatter plot for continuous data, age vs F857
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.829476 INFO::Creating scatter plot for continuous data, age vs F84
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:44.890041 INFO::Creating scatter plot for continuous data, age vs F123
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:44.947568 INFO::Creating scatter plot for continuous data, age vs F566
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.020873 INFO::Creating scatter plot for continuous data, age vs F370
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.079433 INFO::Creating scatter plot for continuous data, age vs F65
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.137457 INFO::Creating scatter plot for continuous data, age vs F119
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.196179 INFO::Creating scatter plot for continuous data, age vs F263
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.268972 INFO::Creating scatter plot for continuous data, age vs F630
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.333601 INFO::Creating scatter plot for continuous data, age vs F628
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.392029 INFO::Creating scatter plot for continuous data, age vs F711
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.455018 INFO::Creating scatter plot for continuous data, age vs F152
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.526177 INFO::Creating scatter plot for continuous data, age vs F324
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.595057 INFO::Creating scatter plot for continuous data, age vs F575
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:45.652448 INFO::Creating scatter plot for continuous data, age vs F699
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.715885 INFO::Creating scatter plot for continuous data, age vs F846
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.780081 INFO::Creating scatter plot for continuous data, age vs F380
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.897153 INFO::Creating scatter plot for continuous data, age vs F172
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:45.963958 INFO::Creating scatter plot for continuous data, age vs F504
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.028197 INFO::Creating scatter plot for continuous data, age vs F34
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.09728 INFO::Creating scatter plot for continuous data, age vs F199
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.183548 INFO::Creating scatter plot for continuous data, age vs F198
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.250621 INFO::Creating scatter plot for continuous data, age vs F479
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.316051 INFO::Creating scatter plot for continuous data, age vs F673
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.375511 INFO::Creating scatter plot for continuous data, age vs F508
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.452397 INFO::Creating scatter plot for continuous data, age vs F337
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.518187 INFO::Creating scatter plot for continuous data, age vs F737
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.582768 INFO::Creating scatter plot for continuous data, age vs F609
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.646861 INFO::Creating scatter plot for continuous data, age vs F40
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.713676 INFO::Creating scatter plot for continuous data, age vs F821
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.784249 INFO::Creating scatter plot for continuous data, age vs F643
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.843823 INFO::Creating scatter plot for continuous data, age vs F759
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:46.904166 INFO::Creating scatter plot for continuous data, age vs F417
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:46.967914 INFO::Creating scatter plot for continuous data, age vs F58
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.046892 INFO::Creating scatter plot for continuous data, age vs F267
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.113898 INFO::Creating scatter plot for continuous data, age vs F101
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:47.17409 INFO::Creating scatter plot for continuous data, age vs F890
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.237036 INFO::Creating scatter plot for continuous data, age vs F655
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.315668 INFO::Creating scatter plot for continuous data, age vs F95
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:47.375971 INFO::Creating scatter plot for continuous data, age vs F775
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:47.436767 INFO::Creating scatter plot for continuous data, age vs F93
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.499135 INFO::Creating scatter plot for continuous data, age vs F353
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:47.572179 INFO::Creating scatter plot for continuous data, age vs F480
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.638218 INFO::Creating scatter plot for continuous data, age vs F567
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.703286 INFO::Creating scatter plot for continuous data, age vs F871
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.765971 INFO::Creating scatter plot for continuous data, age vs F295
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:47.825199 INFO::Creating scatter plot for continuous data, age vs F459
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.906935 INFO::Creating scatter plot for continuous data, age vs F812
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:47.972194 INFO::Creating scatter plot for continuous data, age vs F146
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:48.032677 INFO::Creating scatter plot for continuous data, age vs F239
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:48.099891 INFO::Creating scatter plot for continuous data, age vs F754
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:48.181298 INFO::Creating scatter plot for continuous data, age vs F443
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:48.241336 INFO::Creating scatter plot for continuous data, age vs F5
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:48.307592 INFO::Creating scatter plot for continuous data, age vs F864
## `geom_smooth()` using formula = 'y ~ x'
## 2024-12-19 16:50:48.366397 INFO::Creating scatter plot for continuous data, age vs F477
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:48.44638 INFO::Creating scatter plot for continuous data, age vs F571
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## 2024-12-19 16:50:48.517757 INFO::Creating scatter plot for continuous data, age vs F715
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_point()`).
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## Initiating effect size calculations
## 
## Calculating mean abundance in: IBD
## 
## Calculating mean abundance in: Control
## 
## Calculating effect size in: IBD
## 
## Initiating prioritization
## 
## Calculating meta-rank and prioritizing metabolic features
## 2024-12-19 16:50:49.290385 INFO::Writing all prioritized metabolites to file: Macarron_output/prioritized_metabolites_all.csv
## 2024-12-19 16:50:49.295215 INFO::Writing characterizable prioritized metabolites to file: Macarron_output/prioritized_metabolites_characterizable.csv
## 2024-12-19 16:50:49.303213 INFO::Writing highly prioritized metabolites in IBD to file: Macarron_output/highly_prioritized_per_module_in_IBD.csv

3.3.2 Using dataframes as inputs

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)

3.3.3 Running Macarron as individual functions

The Macarron::Macarron() function is a wrapper for the Macarron framework. Users can also apply individual functions on the input dataframes to achieve same results as the wrapper with the added benefit of storing output from each function for other analyses. There are seven steps:

# Step 1: Storing input data in a summarized experiment object
prism_mbx <- prepInput(input_abundances = abundances_df,
                       input_annotations = annotations_df,
                       input_metadata = metadata_df)

# Step 2: Creating a distance matrix from pairwise correlations in abundances of metabolic features
prism_w <- makeDisMat(se = prism_mbx)

# Step 3: Finding covariance modules
prism_modules <- findMacMod(se = prism_mbx,
                            w = prism_w,
                            input_taxonomy = taxonomy_df)
# The output is a list containing two dataframes- module assignments and measures of success
# if evaluateMOS=TRUE. To write modules to a separate dataframe, do:
prism_module_assignments <- prism_modules[[1]]
prism_modules_mos <- prism_modules[[2]]

# Step 4: Calculating AVA
prism_ava <- calAVA(se = prism_mbx,
                    mod.assn = prism_modules)

# Step 5: Calculating q-value
prism_qval <- calQval(se = prism_mbx,
                      mod.assn = prism_modules)

# Step 6: Calculating effect size
prism_es <- calES(se = prism_mbx,
                   mac.qval = prism_qval)

# Step 7: Prioritizing metabolic features
prism_prioritized <- prioritize(se = prism_mbx,
                                mod.assn = prism_modules,
                                mac.ava = prism_ava,
                                mac.qval = prism_qval,
                                mac.es = prism_es)
# The output is a list containing two dataframes- all prioritized metabolic features and
# only characterizable metabolic features.
all_prioritized <- prism_prioritized[[1]]
char_prioritized <- prism_prioritized[[2]]

# Step 8 (optional): View only the highly prioritized metabolic features in each module
prism_highly_prioritized <- showBest(prism_prioritized)

Session info from running the demo in R can be displayed with the following command.

sessionInfo()
## R Under development (unstable) (2024-11-20 r87352)
## Platform: aarch64-apple-darwin20
## Running under: macOS Ventura 13.7.1
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0
## 
## locale:
## [1] C/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: America/New_York
## tzcode source: internal
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] Macarron_1.11.0             SummarizedExperiment_1.37.0
##  [3] Biobase_2.67.0              GenomicRanges_1.59.1       
##  [5] GenomeInfoDb_1.43.2         IRanges_2.41.2             
##  [7] S4Vectors_0.45.2            BiocGenerics_0.53.3        
##  [9] generics_0.1.3              MatrixGenerics_1.19.0      
## [11] matrixStats_1.4.1           BiocStyle_2.35.0           
## 
## loaded via a namespace (and not attached):
##   [1] mnormt_2.1.1            DBI_1.2.3               pbapply_1.7-2          
##   [4] gridExtra_2.3           rlang_1.1.4             magrittr_2.0.3         
##   [7] compiler_4.5.0          RSQLite_2.3.9           mgcv_1.9-1             
##  [10] png_0.1-8               vctrs_0.6.5             stringr_1.5.1          
##  [13] pkgconfig_2.0.3         crayon_1.5.3            fastmap_1.2.0          
##  [16] backports_1.5.0         XVector_0.47.0          labeling_0.4.3         
##  [19] rmarkdown_2.29          preprocessCore_1.69.0   UCSC.utils_1.3.0       
##  [22] bit_4.5.0.1             xfun_0.49               zlibbioc_1.53.0        
##  [25] cachem_1.1.0            jsonlite_1.8.9          blob_1.2.4             
##  [28] DelayedArray_0.33.3     BiocParallel_1.41.0     psych_2.4.6.26         
##  [31] Maaslin2_1.21.0         parallel_4.5.0          cluster_2.1.8          
##  [34] biglm_0.9-3             R6_2.5.1                RColorBrewer_1.1-3     
##  [37] bslib_0.8.0             stringi_1.8.4           rpart_4.1.23           
##  [40] jquerylib_0.1.4         Rcpp_1.0.13-1           bookdown_0.41          
##  [43] iterators_1.0.14        knitr_1.49              WGCNA_1.73             
##  [46] base64enc_0.1-3         Matrix_1.7-1            splines_4.5.0          
##  [49] nnet_7.3-19             tidyselect_1.2.1        rstudioapi_0.17.1      
##  [52] abind_1.4-8             yaml_2.3.10             doParallel_1.0.17      
##  [55] codetools_0.2-20        plyr_1.8.9              lattice_0.22-6         
##  [58] tibble_3.2.1            withr_3.0.2             KEGGREST_1.47.0        
##  [61] evaluate_1.0.1          foreign_0.8-87          survival_3.8-3         
##  [64] getopt_1.20.4           Biostrings_2.75.3       pillar_1.10.0          
##  [67] BiocManager_1.30.25     checkmate_2.3.2         foreach_1.5.2          
##  [70] pcaPP_2.0-5             ggplot2_3.5.1           munsell_0.5.1          
##  [73] scales_1.3.0            glue_1.8.0              Hmisc_5.2-1            
##  [76] tools_4.5.0             robustbase_0.99-4-1     data.table_1.16.4      
##  [79] mvtnorm_1.3-2           fastcluster_1.2.6       grid_4.5.0             
##  [82] optparse_1.7.5          impute_1.81.0           AnnotationDbi_1.69.0   
##  [85] colorspace_2.1-1        nlme_3.1-166            GenomeInfoDbData_1.2.13
##  [88] htmlTable_2.4.3         Formula_1.2-5           cli_3.6.3              
##  [91] S4Arrays_1.7.1          dplyr_1.1.4             DEoptimR_1.1-3-1       
##  [94] gtable_0.3.6            hash_2.2.6.3            logging_0.10-108       
##  [97] dynamicTreeCut_1.63-1   sass_0.4.9              digest_0.6.37          
## [100] SparseArray_1.7.2       farver_2.1.2            htmlwidgets_1.6.4      
## [103] memoise_2.0.1           htmltools_0.5.8.1       lifecycle_1.0.4        
## [106] httr_1.4.7              GO.db_3.20.0            bit64_4.5.2

3.4 Advanced Topics

3.4.1 Generating the input chemical taxonomy file

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)

3.4.2 Accessory output files

3.4.2.1 Macarron.log

A record of all chosen parameters and steps that were followed during execution.

3.4.2.2 modules_measures_of_success.csv

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:

  • Total modules: Number of modules.
  • Singletons: Number of metabolic features that were not assigned to any module at MMS.
  • % Annotated modules: Percentage of modules that contained at least one annotated metabolic feature.
  • % Consistent assignments: Percentage of times the same metabolic feature was assigned to the same module e.g. if three metabolic features represent glucose, they should all be in the same module. This percentage must be high.
  • Max classes per module: The highest number of chemical classes observed in any module. This is evaluated using the chemical taxonomy of covarying annotated features.
  • 90p classes per module: 90th percentile of classes per module; captures the chemical homogeneity of the modules.
  • Max subclasses per module: The highest number of chemical subclasses observed in any module.
  • 90p subclasses per module: 90th percentile of subclasses per module; captures the chemical homogeneity of the modules.
  • % Features in HAM: Macarron first finds homogeneously annoted modules (HAMs): These are modules in which >75% annotated features have the same chemical class indicating that they are chemically homogeneous. It then calculates how many features the HAMs account for.

3.4.2.3 Maaslin2 results

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.

3.4.3 Changing defaults

3.4.3.1 Filtering metabolic features based on prevalence

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)

3.4.4 Minimum module size

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)

3.4.5 Specifying fixed effects, random effects and reference

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"))

4 Command line invocation

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.