diff --git a/.Rbuildignore b/.Rbuildignore
index 0b1f898b..561a653e 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -9,3 +9,4 @@
 ^pkgdown$
 ^\.circleci$
 ^\.circleci/config\.yml$
+^\.github$
\ No newline at end of file
diff --git a/.circleci/config.yml b/.circleci/config.yml
index fb763a2d..a59ed99d 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -25,6 +25,7 @@ jobs:
               sudo apt-get install -y libxml2-dev
       - run:
           command: |
+              echo "options(Ncpus=4)" >> ~/.Rprofile
               sudo Rscript -e "install.packages('RANN', dependencies=TRUE)"
               sudo Rscript -e "install.packages('stringr', dependencies=TRUE)"
               sudo Rscript -e "install.packages('lme4', dependencies=TRUE)"
diff --git a/.github/.gitignore b/.github/.gitignore
new file mode 100644
index 00000000..2d19fc76
--- /dev/null
+++ b/.github/.gitignore
@@ -0,0 +1 @@
+*.html
diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml
new file mode 100644
index 00000000..c8c5b62f
--- /dev/null
+++ b/.github/workflows/R-CMD-check.yaml
@@ -0,0 +1,51 @@
+# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples
+# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+on:
+  push:
+    branches: [main, master]
+  pull_request:
+
+name: R-CMD-check.yaml
+
+permissions: read-all
+
+jobs:
+  R-CMD-check:
+    runs-on: ${{ matrix.config.os }}
+
+    name: ${{ matrix.config.os }} (${{ matrix.config.r }})
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+          - {os: macos-latest,   r: 'release'}
+          - {os: windows-latest, r: 'release'}
+          - {os: ubuntu-latest,   r: 'devel', http-user-agent: 'release'}
+          - {os: ubuntu-latest,   r: 'release'}
+          - {os: ubuntu-latest,   r: 'oldrel-1'}
+
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+      R_KEEP_PKG_SOURCE: yes
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: r-lib/actions/setup-pandoc@v2
+
+      - uses: r-lib/actions/setup-r@v2
+        with:
+          r-version: ${{ matrix.config.r }}
+          http-user-agent: ${{ matrix.config.http-user-agent }}
+          use-public-rspm: true
+
+      - uses: r-lib/actions/setup-r-dependencies@v2
+        with:
+          extra-packages: any::rcmdcheck
+          needs: check
+
+      - uses: r-lib/actions/check-r-package@v2
+        with:
+          upload-snapshots: true
+          build_args: 'c("--no-manual", "--compact-vignettes=gs+qpdf")'
diff --git a/DESCRIPTION b/DESCRIPTION
index 4265275a..16eb7948 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,9 +1,47 @@
 Package: dsBase
-Title: DataSHIELD Server Site Base Functions
-Description: DataSHIELD Server Site Base Functions.
-Version: 6.4.0.9000
-Author: DataSHIELD Developers <datashield@liverpool.ac.uk>
-Maintainer: DataSHIELD Developers <datashield@liverpool.ac.uk>
+Title: 'DataSHIELD' Server Site Base Functions
+Description: Base 'DataSHIELD' functions for the server side. 'DataSHIELD' is a software package which allows
+    you to do non-disclosive federated analysis on sensitive data. 'DataSHIELD' analytic functions have
+    been designed to only share non disclosive summary statistics, with built in automated output
+    checking based on statistical disclosure control. With data sites setting the threshold values for
+    the automated output checks.
+Version: 6.4.0-9000
+Authors@R: c(person(given = "Paul",
+                    family = "Burton",
+                    role = c("aut")),
+             person(given = "Rebecca",
+                    family = "Wilson",
+                    role = c("aut")),
+             person(given = "Olly",
+                    family = "Butters",
+                    role = c("aut")),
+             person(given = "Patricia",
+                    family = "Ryser-Welch",
+                    role = c("aut")),
+             person(given = "Alex",
+                    family = "Westerberg",
+                    role = c("aut")),
+             person(given = "Leire",
+                    family = "Abarrategui",
+                    role = c("aut")),
+             person(given = "Roberto",
+                    family = "Villegas-Diaz",
+                    role = c("aut"),
+                    comment = c(ORCID = "0000-0001-5036-8661")),
+             person(given = "Demetris",
+                    family = "Avraam",
+                    role = c("aut"),
+                    comment = c(ORCID = "0000-0001-8908-2441")),
+             person(given = "Yannick",
+                    family = "Marcon",
+                    role = c("aut"),
+                    email = "yannick.marcon@obiba.org",
+                    comment = c(ORCID = "0000-0003-0138-2023")),
+             person(given = "Stuart",
+                    family = "Wheater",
+                    role = c("aut", "cre"),
+                    email = "stuart.wheater@arjuna.com",
+                    comment = c(ORCID = "0009-0003-2419-1964")))
 License: GPL-3
 Depends: 
     R (>= 4.0.0)
@@ -25,178 +63,5 @@ Imports:
     tidyverse
 Suggests:
     testthat
-AggregateMethods:
-    asFactorDS1,
-    asListDS,
-    aucDS,
-    boxPlotGGDS,
-    checkNegValueDS,
-    classDS,
-    colnamesDS,
-    corTestDS,
-    corDS,
-    covDS,
-    dataFrameSubsetDS1,
-    densityGridDS,
-    extractQuantilesDS1,
-    extractQuantilesDS2,
-    dimDS,
-    gamlssDS,
-    glmDS1,
-    glmDS2,
-    glmerSLMADS2,
-    glmPredictDS.ag,
-    glmSLMADS1,
-    glmSLMADS2,
-    glmSummaryDS.ag,
-    heatmapPlotDS,
-    hetcorDS,
-    histogramDS1,
-    histogramDS2,
-    isNaDS,
-    isValidDS,
-    kurtosisDS1,
-    kurtosisDS2,
-    lengthDS,
-    levelsDS,
-    lexisDS1,
-    listDisclosureSettingsDS,
-    lmerSLMADS2,
-    lsDS,
-    matrixDetDS1,
-    meanDS,
-    meanSdGpDS,
-    messageDS,
-    metadataDS,
-    miceDS,
-    minMaxRandDS,
-    namesDS,
-    numNaDS,
-    quantileMeanDS,
-    rangeDS,
-    ranksSecureDS1,
-    ranksSecureDS3,
-    rmDS,
-    scatterPlotDS,
-    scoreVectDS,
-    setSeedDS,
-    skewnessDS1,
-    skewnessDS2,
-    table1DDS,
-    table2DDS,
-    tableDS,
-    tableDS2,
-    tapplyDS,
-    testObjExistsDS,
-    varDS,
-    exists=base::exists,
-    is.character=base::is.character,
-    is.factor=base::is.factor,
-    is.list=base::is.list,
-    is.null=base::is.null,
-    is.numeric=base::is.numeric,
-    NROW=base::NROW,
-    t.test=stats::t.test
-AssignMethods:
-    absDS,
-    asCharacterDS,
-    asDataMatrixDS,
-    asFactorDS2,
-    asFactorSimpleDS,
-    asIntegerDS,
-    asListDS,
-    asLogicalDS,
-    asMatrixDS,
-    asNumericDS,
-    blackBoxDS,
-    blackBoxRanksDS,
-    BooleDS,
-    boxPlotGG_data_TreatmentDS,
-    boxPlotGG_data_Treatment_numericDS,
-    bp_standardsDS,
-    cbindDS,
-    cDS,
-    changeRefGroupDS,
-    completeCasesDS,
-    dataFrameDS,
-    dataFrameFillDS,
-    dataFrameSortDS,
-    dataFrameSubsetDS2,
-    dmtC2SDS,
-    elsplineDS,
-    glmerSLMADS.assign,
-    glmPredictDS.as,
-    glmSLMADS.assign,
-    glmSummaryDS.as,
-    getWGSRDS,
-    igb_standardsDS,
-    listDS,
-    lexisDS2,
-    lexisDS3,
-    lmerSLMADS.assign,
-    lsplineDS,
-    matrixDetDS2,
-    matrixDiagDS,
-    matrixDimnamesDS,
-    matrixDS,
-    matrixInvertDS,
-    matrixMultDS,
-    matrixTransposeDS,
-    mergeDS,
-    nsDS,
-    qlsplineDS,
-    ranksSecureDS2,
-    ranksSecureDS4,
-    ranksSecureDS5,
-    rbindDS,
-    rBinomDS,
-    recodeLevelsDS,
-    recodeValuesDS,
-    repDS,
-    replaceNaDS,
-    reShapeDS,
-    rNormDS,
-    rowColCalcDS,
-    rPoisDS,
-    rUnifDS,
-    sampleDS,
-    seqDS,
-    sqrtDS,
-    tableDS.assign,
-    tapplyDS.assign,
-    uniqueDS,
-    unListDS,
-    vectorDS,
-    as.character=base::as.character,
-    as.null=base::as.null,
-    as.numeric=base::as.numeric,
-    attach=base::attach,
-    c=dsBase::vectorDS,
-    complete.cases=stats::complete.cases,
-    list=base::list,
-    exp=base::exp,
-    log=base::log,
-    sqrt=base::sqrt,
-    abs=base::abs,
-    sin=base::sin,
-    cos=base::cos,
-    tan=base::tan,
-    asin=base::asin,
-    acos=base::acos,
-    atan=base::atan,
-    sum=base::sum,
-    unlist=base::unlist
-Options:
-    datashield.privacyLevel=5,
-    default.datashield.privacyControlLevel="banana",
-    default.nfilter.glm=0.33,
-    default.nfilter.kNN=3,
-    default.nfilter.string=80,
-    default.nfilter.subset=3,
-    default.nfilter.stringShort=20,
-    default.nfilter.tab=3,
-    default.nfilter.noise=0.25,
-    default.nfilter.levels.density=0.33,
-    default.nfilter.levels.max=40
 RoxygenNote: 7.3.2
 Encoding: UTF-8
diff --git a/NAMESPACE b/NAMESPACE
index 1a107e36..655cae99 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -4,6 +4,7 @@ export(BooleDS)
 export(absDS)
 export(asCharacterDS)
 export(asDataFrameDS)
+export(asDataMatrixDS)
 export(asFactorDS1)
 export(asFactorDS2)
 export(asFactorSimpleDS)
diff --git a/R/BooleDS.R b/R/BooleDS.R
index a4c2968c..8d5f5a49 100644
--- a/R/BooleDS.R
+++ b/R/BooleDS.R
@@ -16,10 +16,13 @@
 #' the final output variable
 #' should be of class numeric (1/0) or class logical (TRUE/FALSE).
 #' @param na.assign.text A character string taking values 'NA', '1' or '0'. If 'NA'
-#' then any NA values in the input vector remain as NAs in the output vector. If '1' 
-#' or '0' NA values in the input vector are all converted to 1 or 0 respectively.
-#' @return the levels of the input variable.
+#' then any NA values in the
+#' input vector remain as NAs in the output vector. If '1' or '0' NA values in the
+#' input vector are all converted to 1 or 0 respectively.
+#' 
 #' @author DataSHIELD Development Team
+#' 
+#' @return the levels of the input variable.
 #' @export
 #'
 BooleDS <- function(V1.name=NULL, V2.name=NULL, Boolean.operator.n=NULL, na.assign.text, numeric.output=TRUE){
diff --git a/R/absDS.R b/R/absDS.R
index cd27699a..1f7dc518 100644
--- a/R/absDS.R
+++ b/R/absDS.R
@@ -6,21 +6,19 @@
 #' @param x a string character, the name of a numeric or integer vector
 #' @return the object specified by the \code{newobj} argument
 #' of \code{ds.abs} (or default name \code{abs.newobj})
-#' which is written to the serverside. The output object is of class numeric 
+#' which is written to the serverside. The output object is of class numeric
 #' or integer.
 #' @author Demetris Avraam for DataSHIELD Development Team
 #' @export
 #'
-absDS <- function(x){
-
-  x.var <- eval(parse(text=x), envir = parent.frame())
+absDS <- function(x) {
+  x.var <- eval(parse(text = x), envir = parent.frame())
 
   # compute the absolute values of x
   out <- abs(x.var)
-  
+
   # assign the outcome to the data servers
   return(out)
-
 }
 # ASSIGN FUNCTION
 # absDS
diff --git a/R/asCharacterDS.R b/R/asCharacterDS.R
index dc6e48a5..f8e0d1ec 100644
--- a/R/asCharacterDS.R
+++ b/R/asCharacterDS.R
@@ -1,4 +1,4 @@
-#' 
+#'
 #' @title Coerces an R object into class character
 #' @description this function is based on the native R function \code{as.character}
 #' @details See help for function \code{as.character} in native R
@@ -11,14 +11,12 @@
 #' details see help on the clientside function \code{ds.asCharacter}
 #' @author Amadou Gaye, Paul Burton, Demetris Avraam for DataSHIELD Development Team
 #' @export
-#' 
-asCharacterDS <- function(x.name){
-
-  x <- eval(parse(text=x.name), envir = parent.frame())
+#'
+asCharacterDS <- function(x.name) {
+  x <- eval(parse(text = x.name), envir = parent.frame())
 
   output <- as.character(x)
   return(output)
-  
 }
 # ASSIGN FUNCTION
 # asCharacterDS
diff --git a/R/asDataMatrixDS.R b/R/asDataMatrixDS.R
index f018563d..b8f53f19 100644
--- a/R/asDataMatrixDS.R
+++ b/R/asDataMatrixDS.R
@@ -11,14 +11,12 @@
 #' details see help on the clientside function \code{ds.asDataMatrix}
 #' @author Tim Cadman
 #' @export
-asDataFrameDS <- function (x.name){
-
-if(is.character(x.name)){
-	x <- eval(parse(text=x.name), envir = parent.frame())
-
-	}else{
-   studysideMessage<-"ERROR: x.name must be specified as a character string"
-   stop(studysideMessage, call. = FALSE)
+asDataMatrixDS <- function(x.name) {
+  if (is.character(x.name)) {
+    x <- eval(parse(text = x.name), envir = parent.frame())
+  } else {
+    studysideMessage <- "ERROR: x.name must be specified as a character string"
+    stop(studysideMessage, call. = FALSE)
   }
 
   output <- data.frame(x)
diff --git a/R/blackBoxDS.R b/R/blackBoxDS.R
index 82096a9d..8e7e33f1 100644
--- a/R/blackBoxDS.R
+++ b/R/blackBoxDS.R
@@ -65,7 +65,10 @@ blackBoxDS <- function(input.var.name=NULL,
   #nfilter.noise <- as.numeric(thr$nfilter.noise)
   #nfilter.levels <- as.numeric(thr$nfilter.levels)
   ########################################################
-
+  
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
 
  input.var <- eval(parse(text=input.var.name), envir = parent.frame())
  
@@ -311,7 +314,7 @@ utils::head(rank.intermediate.value.matrix)
 utils::tail(rank.intermediate.value.matrix)
 
 
-cat("\nRANKS IN ALL COLUMNS ABOVE SHOULD BE THE SAME\n")
+message("\nRANKS IN ALL COLUMNS ABOVE SHOULD BE THE SAME\n")
 
 control.vector
 control.value
@@ -365,7 +368,7 @@ if(sum(round(rank(blackbox.output.df[,3])-rank(blackbox.output.df[,4]),2)==0)!=n
             of memory")
   stop(error.message, call. = FALSE)
 }else{
-  cat("\nPROCESSING SUCCESSFUL, ALL RANKS AGREE FOR ALL TRANSFORMATIONS\n\n")
+  message("\nPROCESSING SUCCESSFUL, ALL RANKS AGREE FOR ALL TRANSFORMATIONS\n\n")
 }
 
 
diff --git a/R/blackBoxRanksDS.R b/R/blackBoxRanksDS.R
index ac950401..cb2fc21f 100644
--- a/R/blackBoxRanksDS.R
+++ b/R/blackBoxRanksDS.R
@@ -61,6 +61,9 @@ blackBoxRanksDS <- function(input.var.name=NULL, shared.seedval){ #START FUNC
   #nfilter.levels <- as.numeric(thr$nfilter.levels)       
   ########################################################
 
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
 
 input.var <- eval(parse(text=input.var.name), envir = parent.frame())
 input.global.ranks<-input.var
@@ -189,7 +192,7 @@ colnames(rank.intermediate.value.matrix)<-c("input.global.ranks.orig","input.var
                                             1:6,"ID.seq.real.orig")
 
 
-cat("\nRANKS IN ALL COLUMNS ABOVE SHOULD BE THE SAME\n")
+message("\nRANKS IN ALL COLUMNS ABOVE SHOULD BE THE SAME\n")
 
 control.vector
 control.value
@@ -255,7 +258,7 @@ if(sum(round(rank(blackbox.ranks.df[,5])-rank(blackbox.ranks.df[,8]),2)==0)!=num
             of memory")
   stop(error.message, call. = FALSE)
 }else{
-  cat("\nPROCESSING SUCCESSFUL, ALL RANKS AGREE FOR ALL TRANSFORMATIONS\n\n")
+  message("\nPROCESSING SUCCESSFUL, ALL RANKS AGREE FOR ALL TRANSFORMATIONS\n\n")
 }
 
 
diff --git a/R/boxPlotGGDS.R b/R/boxPlotGGDS.R
index f17ecaeb..11b6fd90 100644
--- a/R/boxPlotGGDS.R
+++ b/R/boxPlotGGDS.R
@@ -15,9 +15,7 @@
 #' @param group \code{character} (default \code{NULL}) Name of the first grouping variable. 
 #' @param group2 \code{character} (default \code{NULL}) Name of the second grouping variable. 
 #'
-#' @return  \cr
-#' 
-#' \code{list} with: \cr
+#' @return \code{list} with: \cr
 #' -\code{data frame} Geometrical parameters (identity stats of ggplot) \cr
 #' -\code{character} Type of plot (single_group, double_group or no_group) \cr
 #' 
diff --git a/R/checkPermissivePrivacyControlLevel.R b/R/checkPermissivePrivacyControlLevel.R
index 7b57f7d3..64fd3ae6 100644
--- a/R/checkPermissivePrivacyControlLevel.R
+++ b/R/checkPermissivePrivacyControlLevel.R
@@ -1,11 +1,14 @@
 #'
 #' @title checkPermissivePrivacyControlLevel
-#' @description This serverside function check that the server is running in "permissive" privacy control level.
+#' @description This server-side function check that the server is running in "permissive" privacy control level.
 #' @details Tests whether the R option "datashield.privacyControlLevel" is set to "permissive", if it isn't
 #' will cause a call to stop() with the message "BLOCKED: The server is running in 'non-permissive' mode which 
 #' has caused this method to be blocked".
 #' @param privacyControlLevels is a vector of strings which contains the privacy control level names which are permitted by the calling method.
-#' @author Wheater, Dr SM., DataSHIELD Team.
+#' 
+#' @author Wheater, Dr SM., DataSHIELD Development Team.
+#' 
+#' @return No return value, called for side effects
 #' @export
 #'
 checkPermissivePrivacyControlLevel <- function(privacyControlLevels){
diff --git a/R/covDS.R b/R/covDS.R
index eeb933ba..9f645b62 100644
--- a/R/covDS.R
+++ b/R/covDS.R
@@ -16,7 +16,7 @@
 #' @return a list that includes a matrix with elements the sum of products between each two variables, a matrix with
 #' elements the sum of the values of each variable, a matrix with elements the number of complete cases in each
 #' pair of variables, a list with the number of missing values in each variable separately (columnwise) and the number
-#' of missing values casewise or pairwise depending on the arqument \code{use}, and an error message which indicates
+#' of missing values casewise or pairwise depending on the argument \code{use}, and an error message which indicates
 #' whether or not the input variables pass the disclosure controls. The first disclosure control checks that the number
 #' of variables is not bigger than a percentage of the individual-level records (the allowed percentage is pre-specified
 #' by the 'nfilter.glm'). The second disclosure control checks that none of them is dichotomous with a level having fewer
diff --git a/R/extract.R b/R/extract.R
index 455dc744..5c1dc669 100644
--- a/R/extract.R
+++ b/R/extract.R
@@ -4,6 +4,7 @@
 #' @details Not required
 #' @param input a vector or a list of characters
 #' @keywords internal
+#' @noRd
 #' @return a vector of characters
 #'
 extract <- function(input){
diff --git a/R/glmDS1.R b/R/glmDS1.R
index 4c78cee5..a76d615c 100644
--- a/R/glmDS1.R
+++ b/R/glmDS1.R
@@ -1,6 +1,6 @@
 #' 
 #' @title glmDS1 called by ds.glm
-#' @description This is the first serverside aggregate function called by ds.glm
+#' @description This is the first server-side aggregate function called by ds.glm
 #' @details It is an
 #' aggregation function that sets up the model structure
 #' and creates the starting beta.vector that feeds, via ds.glm, into glmDS2 to enable
@@ -14,7 +14,10 @@
 #' @param offset the offset
 #' @param data an
 #' optional character string specifying a data.frame object holding the data to be
-#' analysed under the specified model 
+#' analysed under the specified model
+#' 
+#' @return List with values from GLM model.
+#' 
 #' @author Burton PR for DataSHIELD Development Team
 #' @export
 #'
diff --git a/R/glmDS2.R b/R/glmDS2.R
index b9dd2efb..9287075c 100644
--- a/R/glmDS2.R
+++ b/R/glmDS2.R
@@ -1,6 +1,6 @@
 #' 
 #' @title glmDS2 called by ds.glm
-#' @description This is the second serverside aggregate function called by ds.glm.
+#' @description This is the second server-side aggregate function called by ds.glm.
 #' @details It is an aggregate function that uses the model structure and starting
 #' beta.vector constructed by glmDS1 to iteratively fit the generalized linear model
 #' that has been specified. The function glmDS2 also carries out a series of disclosure
@@ -18,7 +18,10 @@
 #' @param weights an optional variable providing regression weights
 #' @param dataName an optional character string specifying a data.frame object holding
 #' the data to be analysed under the specified model same 
+#' 
 #' @author Paul Burton, for DataSHIELD Development Team
+#' 
+#' @return List with values from GLM model
 #' @export
 #'
 glmDS2 <- function (formula, family, beta.vect, offset, weights, dataName) {
diff --git a/R/heatmapPlotDS.R b/R/heatmapPlotDS.R
index 69ff4346..6dccbd5b 100644
--- a/R/heatmapPlotDS.R
+++ b/R/heatmapPlotDS.R
@@ -11,7 +11,7 @@
 #' plot of non-disclosive graphs (e.g. scatter plots, heatmap plots, contour plots, etc).    
 #' @param x the name of a numeric vector, the x-variable.
 #' @param y the name of a numeric vector, the y-variable.
-#' @param k the number of the nearest neghbours for which their centroid is calculated if the 
+#' @param k the number of the nearest neighbours for which their centroid is calculated if the 
 #' \code{method.indicator} is equal to 1 (i.e. deterministic method).
 #' @param noise the percentage of the initial variance that is used as the variance of the embedded
 #' noise if the \code{method.indicator} is equal to 2 (i.e. probabilistic method).
@@ -38,6 +38,10 @@ heatmapPlotDS <- function(x, y, k, noise, method.indicator){
   #nfilter.levels.max <- as.numeric(thr$nfilter.levels.max)         #
   ###################################################################
   
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+  
   # Cbind the columns of the two variables and remove any rows that include NAs
   data.table <- cbind.data.frame(x, y)
   data.complete <- stats::na.omit(data.table)
diff --git a/R/histogramDS1.R b/R/histogramDS1.R
index a9ebafda..a79d2f52 100644
--- a/R/histogramDS1.R
+++ b/R/histogramDS1.R
@@ -3,7 +3,7 @@
 #' @description this function returns the minimum and maximum of the input numeric vector which
 #' depends on the argument \code{method.indicator}. If the method.indicator is set to 1 (i.e. the 
 #' 'smallCellsRule' is used) the computed minimum and maximum values are multiplied by a very small
-#' random number. If the method.indicator is set to 2 (i.e. the 'deteministic' method is used) the 
+#' random number. If the method.indicator is set to 2 (i.e. the 'deterministic' method is used) the 
 #' function returns the minimum and maximum values of the vector with the scaled centroids. If the
 #' method.indicator is set to 3 (i.e. the 'probabilistic' method is used) the function returns the
 #' minimum and maximum values of the generated 'noisy' vector.
@@ -12,7 +12,7 @@
 #' control that is used for the generation of the histogram. If the value is equal to 1 then the
 #' 'smallCellsRule' is used. If the value is equal to 2 then the 'deterministic' method is used.
 #' If the value is set to 3 then the 'probabilistic' method is used.
-#' @param k the number of the nearest neghbours for which their centroid is calculated if the 
+#' @param k the number of the nearest neighbours for which their centroid is calculated if the 
 #' \code{method.indicator} is equal to 2 (i.e. deterministic method).
 #' @param noise the percentage of the initial variance that is used as the variance of the embedded
 #' noise if the \code{method.indicator} is equal to 3 (i.e. probabilistic method).
@@ -36,6 +36,10 @@ histogramDS1 <- function(xvect, method.indicator, k, noise){
   nfilter.levels.max <- as.numeric(thr$nfilter.levels.max)         #
   ##################################################################
   
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+  
   # print an error message if the input vector is not a numeric
   if(!(is.numeric(xvect))){
     output <- "The input vector is not a numeric!"
diff --git a/R/histogramDS2.R b/R/histogramDS2.R
index 34b3e143..1f7a8acc 100644
--- a/R/histogramDS2.R
+++ b/R/histogramDS2.R
@@ -14,7 +14,7 @@
 #' control that is used for the generation of the histogram. If the value is equal to 1 then the
 #' 'smallCellsRule' is used. If the value is equal to 2 then the 'deterministic' method is used.
 #' If the value is set to 3 then the 'probabilistic' method is used.
-#' @param k the number of the nearest neghbours for which their centroid is calculated if the 
+#' @param k the number of the nearest neighbours for which their centroid is calculated if the 
 #' \code{method.indicator} is equal to 2 (i.e. deterministic method).
 #' @param noise the percentage of the initial variance that is used as the variance of the embedded
 #' noise if the \code{method.indicator} is equal to 3 (i.e. probabilistic method).
@@ -38,6 +38,10 @@ histogramDS2 <- function (xvect, num.breaks, min, max, method.indicator, k, nois
   # nfilter.levels.max <- as.numeric(thr$nfilter.levels.max)       #
   ##################################################################
   
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+  
   if (method.indicator==1){
 
     # Check if the number of breaks meets the DataSHIELD privacy criteria (disclosure control for
diff --git a/R/lexisDS1.R b/R/lexisDS1.R
index 0c2a7534..6c0f8de7 100644
--- a/R/lexisDS1.R
+++ b/R/lexisDS1.R
@@ -1,11 +1,14 @@
 #' 
 #' @title lexisDS1
 #'
-#' @description The first serverside function called by ds.lexis.
+#' @description The first server-side function called by ds.lexis.
 #' @details This is an aggregate function.
 #' For more details see the extensive header for ds.lexis.
 #' @param exitCol a character string specifying the variable holding the time that each individual is censored or fails
+#' 
 #' @author Burton PR
+#' 
+#' @return List with `max.time`
 #' @export
 #'
 lexisDS1 <- function(exitCol=NULL){
diff --git a/R/lexisDS2.R b/R/lexisDS2.R
index 14b3cfdb..e4c08117 100644
--- a/R/lexisDS2.R
+++ b/R/lexisDS2.R
@@ -7,7 +7,7 @@
 #' regression. lexisDS2 also
 #' carries out a series of disclosure checks and if the arguments or data fail any of
 #' those tests,
-#' creation of the exapanded dataframe is blocked and an appropriate serverside error
+#' creation of the expanded dataframe is blocked and an appropriate serverside error
 #' message is stored.
 #' For more details see the extensive header for ds.lexis.
 #' @param datatext a clientside provided character string specifying the data.frame
@@ -18,7 +18,7 @@
 #' @param maxmaxtime a clientside generated object specifying the maximum follow up
 #' time in any of the sources
 #' @param idCol a clientside generated character string specifying the variable
-#' holding the IDs of indivuals in the data set to be expanded
+#' holding the IDs of individuals in the data set to be expanded
 #' @param entryCol a clientside specified character string identifying the variable
 #' holding the time that each individual starts follow up
 #' @param exitCol a clientside specified character string identifying the variable
@@ -29,7 +29,10 @@
 #' column names of additional variables to include in the 
 #' final expanded table. If the 'variables' argument is not set (is null) but the
 #' 'data' argument is set the full data.frame will be expanded and carried forward
+#' 
 #' @author Burton PR
+#' 
+#' @return List with `expanded.table`
 #' @export
 #'
 lexisDS2 <- function(datatext=NULL, intervalWidth, maxmaxtime, idCol, entryCol, exitCol, statusCol, vartext=NULL){
@@ -192,13 +195,13 @@ lexisDS2 <- function(datatext=NULL, intervalWidth, maxmaxtime, idCol, entryCol,
   period.surv<-end.breaks-start.breaks
   
   
-  print(start.breaks)
-  print(end.breaks)
+  message(paste0(start.breaks, collapse = ", "))
+  message(paste0(end.breaks, collapse = ", "))
   totints<-length(end.breaks)
   totsubs<-dim(DF)[1]
   
-  print(totints)
-  print(totsubs)
+  message(totints)
+  message(totsubs)
   
   
   survival.matrix<-matrix(data=0,totsubs,totints)
diff --git a/R/lexisDS3.R b/R/lexisDS3.R
index 71fb3b29..75a31906 100644
--- a/R/lexisDS3.R
+++ b/R/lexisDS3.R
@@ -8,7 +8,8 @@
 #' returned output from ds.lexis. Specifically, without lexisDS3 the output consists of a table within
 #' a list, but lexisDS3 converts this directly into a dataframe.
 #' For more details see the extensive header for ds.lexis.
-#'
+#' 
+#' @return Data frame with `messageobj` object
 #' @export
 #'
 lexisDS3 <- function(){
diff --git a/R/listDisclosureSettingsDS.R b/R/listDisclosureSettingsDS.R
index 67d3d4f8..7d4aedc8 100644
--- a/R/listDisclosureSettingsDS.R
+++ b/R/listDisclosureSettingsDS.R
@@ -4,6 +4,8 @@
 #' ds.listDisclosureSettings
 #' @details For more details see the extensive header for ds.listDisclosureSettings
 #' @author Paul Burton, Demetris Avraam for DataSHIELD Development Team
+#' 
+#' @return List with DataSHIELD disclosure settings
 #' @export
 #'
 listDisclosureSettingsDS <- function(){
diff --git a/R/matrixMultDS.R b/R/matrixMultDS.R
index 0a3408da..67f4ae64 100644
--- a/R/matrixMultDS.R
+++ b/R/matrixMultDS.R
@@ -2,7 +2,7 @@
 #' @title matrixMultDS serverside assign function called by ds.matrixMult
 #' @description Calculates the matrix product of two matrices and writes output to serverside
 #' @details Undertakes standard matrix multiplication where with input matrices A and B with
-#' dimensions A: mxn and B: nxp the output C has dimensions mxp and each elemnt C[i,j] has
+#' dimensions A: mxn and B: nxp the output C has dimensions mxp and each element C[i,j] has
 #' value equal to the dot product of row i of A and column j of B where the dot product
 #' is obtained as sum(A[i,1]*B[1,j] + A[i,2]*B[2,j] + .... + A[i,n]*B[n,j]). This calculation
 #' is only valid if the number of columns of A is the same as the number of rows of B
diff --git a/R/meanSdGpDS.R b/R/meanSdGpDS.R
index b8047845..41fdb721 100644
--- a/R/meanSdGpDS.R
+++ b/R/meanSdGpDS.R
@@ -1,13 +1,15 @@
 #' 
 #' @title MeanSdGpDS
-#' @description Serverside function called by ds.meanSdGp 
+#' @description Server-side function called by ds.meanSdGp 
 #' @details Computes the mean and standard deviation across groups defined by one
 #' factor
-#' @param X a clientside supplied character string identifying the variable for which
+#' @param X a client-side supplied character string identifying the variable for which
 #' means/SDs are to be calculated
-#' @param INDEX a clientside supplied character string identifying the factor across
+#' @param INDEX a client-side supplied character string identifying the factor across
 #' which means/SDs are to be calculated
 #' @author Burton PR
+#' 
+#' @return List with results from the group statistics
 #' @export
 #'
 meanSdGpDS <- function (X, INDEX){
diff --git a/R/minMaxRandDS.R b/R/minMaxRandDS.R
index 36dc40ca..85e4d3fc 100644
--- a/R/minMaxRandDS.R
+++ b/R/minMaxRandDS.R
@@ -20,7 +20,11 @@
 #' @export
 #'
 minMaxRandDS <- function(input.var.name){ #START FUNC
-
+  
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+  
   input.var <- eval(parse(text=input.var.name), envir = parent.frame())
 
     #create seed that is unknown and cannot be repeated 
diff --git a/R/rangeDS.R b/R/rangeDS.R
index 2151dd1d..6cf7689c 100644
--- a/R/rangeDS.R
+++ b/R/rangeDS.R
@@ -1,33 +1,35 @@
-#' 
+#'
 #' @title returns the minimum and maximum of a numeric vector
-#' @description this function is similar to R function \code{range} but instead to not return 
-#' the real minimum and maximum, the computed values are multiplied by a very small random number. 
-#' @param xvect a numerical 
+#' @description this function is similar to R function \code{range} but instead to not return
+#' the real minimum and maximum, the computed values are multiplied by a very small random number.
+#' @param xvect a numerical
 #' @return a numeric vector which contains the minimum and the maximum values of the vector
 #' @author Amadou Gaye, Demetris Avraam for DataSHIELD Development Team
 #' @export
 #'
-rangeDS <- function(xvect){
-  
+rangeDS <- function(xvect) {
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+
   # print an error message if the input vector is not a numeric
-  if(!(is.numeric(xvect))){
+  if (!(is.numeric(xvect))) {
     output <- "The input vector is not a numeric!"
-  }else{
-    
+  } else {
     # the study-specific seed for random number generation
     seed <- getOption("datashield.seed")
-    if (is.null(seed))
-      stop("rangeDS requires 'datashield.seed' R option to operate", call.=FALSE)
+    if (is.null(seed)) {
+      stop("rangeDS requires 'datashield.seed' R option to operate", call. = FALSE)
+    }
     set.seed(seed)
-    
-    rr <- c(min(xvect, na.rm=TRUE), max(xvect, na.rm=TRUE))
+
+    rr <- c(min(xvect, na.rm = TRUE), max(xvect, na.rm = TRUE))
     random1 <- stats::runif(1, 0.95, 1)
     random2 <- stats::runif(1, 1, 1.05)
-    output <- c(rr[1]*random1, rr[2]*random2)
+    output <- c(rr[1] * random1, rr[2] * random2)
   }
-  
-  return (output)
-  
+
+  return(output)
 }
 # AGGREGATE FUNCTION
 # rangeDS
diff --git a/R/scatterPlotDS.R b/R/scatterPlotDS.R
index 7d5514ab..bf229041 100644
--- a/R/scatterPlotDS.R
+++ b/R/scatterPlotDS.R
@@ -19,7 +19,7 @@
 #' @param method.indicator an integer either 1 or 2. If the user selects the deterministic
 #' method in the client side function the method.indicator is set to 1 while if the user selects
 #' the probabilistic method this argument is set to 2.
-#' @param k the number of the nearest neghbours for which their centroid is calculated if the
+#' @param k the number of the nearest neighbours for which their centroid is calculated if the
 #' deterministic method is selected.
 #' @param noise the percentage of the initial variance that is used as the variance of the embedded
 #' noise if the probabilistic method is selected.
@@ -43,6 +43,10 @@ scatterPlotDS <- function(x, y, method.indicator, k, noise){
   #nfilter.levels.max <- as.numeric(thr$nfilter.levels.max)         #
   ###################################################################
   
+  # back-up current .Random.seed and revert on.exit
+  old_seed <- .Random.seed
+  on.exit(.Random.seed <- old_seed, add = TRUE)
+  
   # Cbind the columns of the two variables and remove any rows that include NAs
   data.table <- cbind.data.frame(x, y)
   data.complete <- stats::na.omit(data.table)
diff --git a/R/setFilterDS.R b/R/setFilterDS.R
index a7814160..8a84f0bb 100644
--- a/R/setFilterDS.R
+++ b/R/setFilterDS.R
@@ -7,6 +7,7 @@
 #' @param x a dummy argument
 #' @return an integer between 1 and 5
 #' @keywords internal
+#' @noRd
 #' @author Gaye, A.
 #'
 setFilterDS <- function(x=getOption("datashield.privacyLevel", default=5)){
diff --git a/R/table1DDS.R b/R/table1DDS.R
index fb67c544..d73e3867 100644
--- a/R/table1DDS.R
+++ b/R/table1DDS.R
@@ -3,7 +3,7 @@
 #' @description This function generates a 1-dimensional table where potentially disclosive cells.
 #' (based on the set threshold) are replaced by a missing value ('NA').
 #' @details It generates a 1-dimensional tables where valid (non-disclosive) 1-dimensional tables are defined 
-#' as data from sources where no table cells have counts between 1 and the set threshold. When the ouput table
+#' as data from sources where no table cells have counts between 1 and the set threshold. When the output table
 #' is invalid all cells but the total count are replaced by missing values. Only the total count is visible 
 #' on the table returned to the client site. A message is also returned with the 1-dimensional; the message 
 #' says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.
diff --git a/R/table2DDS.R b/R/table2DDS.R
index 41de343c..5b4f5dd1 100644
--- a/R/table2DDS.R
+++ b/R/table2DDS.R
@@ -3,7 +3,7 @@
 #' @description This function generates a 2-dimensional contingency table where potentially disclosive cells
 #' (based on a set threshold) are replaced by a missing value ('NA').
 #' @details It generates 2-dimensional contingency tables where valid (non-disclosive) tables are defined
-#' as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the ouput table
+#' as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the output table
 #' is invalid all cells except the total counts are replaced by missing values. Only the total counts are visible
 #' on the table returned to the client side. A message is also returned with the 2-dimensional table; the message
 #' says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.
diff --git a/R/testObjExistsDS.R b/R/testObjExistsDS.R
index 1b860c6c..9c3a26e7 100644
--- a/R/testObjExistsDS.R
+++ b/R/testObjExistsDS.R
@@ -1,13 +1,16 @@
 #'
 #' @title testObjExistsDS
-#' @description The serverside function called by ds.testObjExists
+#' @description The server-side function called by ds.testObjExists
 #' @details Tests whether a given object exists in
 #' all sources. It is called at the end of all
 #' recently written assign functions to check the new (assigned) object has been
 #' created in all sources
-#' @param test.obj.name a clientside provided character string specifying the variable
+#' @param test.obj.name a client-side provided character string specifying the variable
 #' whose presence is to be tested in each data source
+#' 
 #' @author Burton PR
+#' 
+#' @return List with `test.obj.exists` and `test.obj.class`
 #' @export
 #'
 testObjExistsDS <- function(test.obj.name=NULL){
diff --git a/R/zzz.R b/R/zzz.R
new file mode 100644
index 00000000..6586ae7c
--- /dev/null
+++ b/R/zzz.R
@@ -0,0 +1,20 @@
+ENV <- new.env()
+
+.onLoad = function(libname, pkgname) {
+  
+  #### !!! If making changes, update: .onLoad(), set_opts(), show_opts(), .check_options()
+  
+  options(
+    datashield.privacyLevel = 5, 
+    default.datashield.privacyControlLevel = "banana", 
+    default.nfilter.glm = 0.33, 
+    default.nfilter.kNN = 3, 
+    default.nfilter.string = 80, 
+    default.nfilter.subset = 3, 
+    default.nfilter.stringShort = 20, 
+    default.nfilter.tab = 3, 
+    default.nfilter.noise = 0.25, 
+    default.nfilter.levels.density = 0.33, 
+    default.nfilter.levels.max = 40
+  )
+}
\ No newline at end of file
diff --git a/docs/404.html b/docs/404.html
index d1b6ca1d..cc165c31 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -32,7 +32,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -73,12 +73,12 @@ <h1>Page not found (404)</h1>
 
       <footer><div class="copyright">
   <p></p>
-<p>Developed by DataSHIELD Developers.</p>
+<p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
   <p></p>
-<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer>
diff --git a/docs/LICENSE.html b/docs/LICENSE.html
index 9908f3cb..07b43ee3 100644
--- a/docs/LICENSE.html
+++ b/docs/LICENSE.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -256,11 +256,11 @@ <h1>NA</h1>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/authors.html b/docs/authors.html
index 5e0f7ae8..6ce542a0 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,43 @@ <h1>Authors and Citation</h1>
 
 
       <ul class="list-unstyled"><li>
-          <p><strong>DataSHIELD Developers</strong>. Maintainer.
+          <p><strong>Paul Burton</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Rebecca Wilson</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Olly Butters</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Patricia Ryser-Welch</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Alex Westerberg</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Leire Abarrategui</strong>. Author.
+          </p>
+        </li>
+        <li>
+          <p><strong>Roberto Villegas-Diaz</strong>. Author. <a href="https://orcid.org/0000-0001-5036-8661" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>
+          </p>
+        </li>
+        <li>
+          <p><strong>Demetris Avraam</strong>. Author. <a href="https://orcid.org/0000-0001-8908-2441" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>
+          </p>
+        </li>
+        <li>
+          <p><strong>Yannick Marcon</strong>. Author. <a href="https://orcid.org/0000-0003-0138-2023" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>
+          </p>
+        </li>
+        <li>
+          <p><strong>Stuart Wheater</strong>. Author, maintainer. <a href="https://orcid.org/0009-0003-2419-1964" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>
           </p>
         </li>
       </ul></div>
@@ -52,15 +88,15 @@ <h1 id="citation">Citation</h1>
     </div>
 
 
-    <p>Developers D (2024).
-<em>dsBase: DataSHIELD Server Site Base Functions</em>.
-R package version 6.4.0.9000.
+    <p>Burton P, Wilson R, Butters O, Ryser-Welch P, Westerberg A, Abarrategui L, Villegas-Diaz R, Avraam D, Marcon Y, Wheater S (2025).
+<em>dsBase: 'DataSHIELD' Server Site Base Functions</em>.
+R package version 6.4.0-9000.
 </p>
     <pre>@Manual{,
-  title = {dsBase: DataSHIELD Server Site Base Functions},
-  author = {DataSHIELD Developers},
-  year = {2024},
-  note = {R package version 6.4.0.9000},
+  title = {dsBase: 'DataSHIELD' Server Site Base Functions},
+  author = {Paul Burton and Rebecca Wilson and Olly Butters and Patricia Ryser-Welch and Alex Westerberg and Leire Abarrategui and Roberto Villegas-Diaz and Demetris Avraam and Yannick Marcon and Stuart Wheater},
+  year = {2025},
+  note = {R package version 6.4.0-9000},
 }</pre>
 
   </div>
@@ -70,11 +106,11 @@ <h1 id="citation">Citation</h1>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/index.html b/docs/index.html
index 8b38d17c..81e9827b 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -12,7 +12,7 @@
 <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous">
 <!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="pkgdown.css" rel="stylesheet">
 <script src="pkgdown.js"></script><meta property="og:title" content="DataSHIELD Server Site Base Functions">
-<meta property="og:description" content="DataSHIELD Server Site Base Functions.">
+<meta property="og:description" content="Base DataSHIELD functions for the server side. DataSHIELD is a software package which allows you to do non-disclosive federated analysis on sensitive data. DataSHIELD analytic functions have been designed to only share non disclosive summary statistics, with built in automated output checking based on statistical disclosure control. With data sites setting the threshold values for the automated output checks.">
 <!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
@@ -33,7 +33,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -115,7 +115,16 @@ <h2 data-toc-skip>Citation</h2>
 <div class="developers">
 <h2 data-toc-skip>Developers</h2>
 <ul class="list-unstyled">
-<li>DataSHIELD Developers <br><small class="roles"> Maintainer </small>  </li>
+<li>Paul Burton <br><small class="roles"> Author </small>   </li>
+<li>Rebecca Wilson <br><small class="roles"> Author </small>   </li>
+<li>Olly Butters <br><small class="roles"> Author </small>   </li>
+<li>Patricia Ryser-Welch <br><small class="roles"> Author </small>   </li>
+<li>Alex Westerberg <br><small class="roles"> Author </small>   </li>
+<li>Leire Abarrategui <br><small class="roles"> Author </small>   </li>
+<li>Roberto Villegas-Diaz <br><small class="roles"> Author </small> <a href="https://orcid.org/0000-0001-5036-8661" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>  </li>
+<li>Demetris Avraam <br><small class="roles"> Author </small> <a href="https://orcid.org/0000-0001-8908-2441" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>  </li>
+<li>Yannick Marcon <br><small class="roles"> Author </small> <a href="https://orcid.org/0000-0003-0138-2023" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>  </li>
+<li>Stuart Wheater <br><small class="roles"> Author, maintainer </small> <a href="https://orcid.org/0009-0003-2419-1964" target="orcid.widget" aria-label="ORCID" class="external-link"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a>  </li>
 </ul>
 </div>
 
@@ -127,12 +136,12 @@ <h2 data-toc-skip>Developers</h2>
 
       <footer><div class="copyright">
   <p></p>
-<p>Developed by DataSHIELD Developers.</p>
+<p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
   <p></p>
-<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+<p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer>
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 9843630a..075a565b 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -1,5 +1,5 @@
 pandoc: 3.1.3
-pkgdown: 2.1.1
+pkgdown: 2.1.3
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-15T10:16Z
+last_built: 2025-07-12T18:06Z
diff --git a/docs/reference/BooleDS.html b/docs/reference/BooleDS.html
index 14895f41..98b9ab7f 100644
--- a/docs/reference/BooleDS.html
+++ b/docs/reference/BooleDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,8 +81,7 @@ <h2>Arguments</h2>
 <dd><p>A character string taking values 'NA', '1' or '0'. If 'NA'
 then any NA values in the
 input vector remain as NAs in the output vector. If '1' or '0' NA values in the
-input vector are
-all converted to 1 or 0 respectively.#' @return the levels of the input variable.</p></dd>
+input vector are all converted to 1 or 0 respectively.</p></dd>
 
 
 <dt id="arg-numeric-output">numeric.output<a class="anchor" aria-label="anchor" href="#arg-numeric-output"></a></dt>
@@ -91,6 +90,10 @@ <h2>Arguments</h2>
 should be of class numeric (1/0) or class logical (TRUE/FALSE).</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>the levels of the input variable.</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>The function converts the input vector into Boolean indicators.</p>
@@ -108,11 +111,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/absDS.html b/docs/reference/absDS.html
index 37fdee37..f35a291c 100644
--- a/docs/reference/absDS.html
+++ b/docs/reference/absDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -80,11 +80,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asCharacterDS.html b/docs/reference/asCharacterDS.html
index 2d6bee60..3bf0336a 100644
--- a/docs/reference/asCharacterDS.html
+++ b/docs/reference/asCharacterDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,11 +81,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asDataFrameDS.html b/docs/reference/asDataFrameDS.html
new file mode 100644
index 00000000..d35f158e
--- /dev/null
+++ b/docs/reference/asDataFrameDS.html
@@ -0,0 +1,101 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>asDataFrameDS a serverside assign function called by ds.asDataFrame — asDataFrameDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="asDataFrameDS a serverside assign function called by ds.asDataFrame — asDataFrameDS"><meta property="og:description" content="Coerces an R object into a matrix maintaining original
+class for all columns in data.frames."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]--></head><body data-spy="scroll" data-target="#toc">
+
+
+    <div class="container template-reference-topic">
+      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+        <a class="navbar-link" href="../index.html">dsBase</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav"><li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+      </ul><ul class="nav navbar-nav navbar-right"></ul></div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+
+
+      </header><div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>asDataFrameDS a serverside assign function called by ds.asDataFrame</h1>
+
+    <div class="hidden name"><code>asDataFrameDS.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>Coerces an R object into a matrix maintaining original
+class for all columns in data.frames.</p>
+    </div>
+
+    <div id="ref-usage">
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">asDataFrameDS</span><span class="op">(</span><span class="va">x.name</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div id="arguments">
+    <h2>Arguments</h2>
+
+
+<dl><dt id="arg-x-name">x.name<a class="anchor" aria-label="anchor" href="#arg-x-name"></a></dt>
+<dd><p>the name of the input object to be coerced to class
+data.frame. Must be specified in inverted commas. But this argument is
+usually specified directly by &lt;x.name&gt; argument of the clientside function
+<code>ds.asDataFrame</code></p></dd>
+
+</dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>the object specified by the &lt;newobj&gt; argument (or its default name
+"asdataframe.newobj") which is written to the serverside. For further
+details see help on the clientside function <code>ds.asDataMatrix</code></p>
+    </div>
+    <div id="details">
+    <h2>Details</h2>
+    <p>This assign function is based on the native R function <code>data.frame</code></p>
+    </div>
+    <div id="author">
+    <h2>Author</h2>
+    <p>Tim Cadman</p>
+    </div>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top"><h2 data-toc-skip>Contents</h2>
+    </nav></div>
+</div>
+
+
+      <footer><div class="copyright">
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
+</div>
+
+<div class="pkgdown">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
+</div>
+
+      </footer></div>
+
+
+
+
+
+
+  </body></html>
+
diff --git a/docs/reference/asDataMatrixDS.html b/docs/reference/asDataMatrixDS.html
index 4ae49085..b309960d 100644
--- a/docs/reference/asDataMatrixDS.html
+++ b/docs/reference/asDataMatrixDS.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>asDataMatrixDS a serverside assign function called by ds.asDataMatrix — asDataMatrixDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="asDataMatrixDS a serverside assign function called by ds.asDataMatrix — asDataMatrixDS"><meta property="og:description" content="Coerces an R object into a matrix maintaining original
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>asDataFrameDS a serverside assign function called by ds.asDataFrame — asDataMatrixDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="asDataFrameDS a serverside assign function called by ds.asDataFrame — asDataMatrixDS"><meta property="og:description" content="Coerces an R object into a matrix maintaining original
 class for all columns in data.frames."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -35,7 +35,7 @@
       </header><div class="row">
   <div class="col-md-9 contents">
     <div class="page-header">
-    <h1>asDataMatrixDS a serverside assign function called by ds.asDataMatrix</h1>
+    <h1>asDataFrameDS a serverside assign function called by ds.asDataFrame</h1>
 
     <div class="hidden name"><code>asDataMatrixDS.Rd</code></div>
     </div>
@@ -55,29 +55,24 @@ <h2>Arguments</h2>
 
 <dl><dt id="arg-x-name">x.name<a class="anchor" aria-label="anchor" href="#arg-x-name"></a></dt>
 <dd><p>the name of the input object to be coerced to class
-data.matrix. Must be specified in inverted commas. But this argument is
+data.frame. Must be specified in inverted commas. But this argument is
 usually specified directly by &lt;x.name&gt; argument of the clientside function
-<code>ds.asDataMatrix</code></p></dd>
+<code>ds.asDataFrame</code></p></dd>
 
 </dl></div>
     <div id="value">
     <h2>Value</h2>
     <p>the object specified by the &lt;newobj&gt; argument (or its default name
-"asdatamatrix.newobj") which is written to the serverside. For further
+"asdataframe.newobj") which is written to the serverside. For further
 details see help on the clientside function <code>ds.asDataMatrix</code></p>
     </div>
     <div id="details">
     <h2>Details</h2>
-    <p>This assign function is based on the native R function <code>data.matrix</code>
-If applied to a data.frame, the native R function <code>as.matrix</code>
-coverts all columns into character class. In contrast, if applied to
-a data.frame the native R function <code>data.matrix</code> converts
-the data.frame to a matrix but maintains all data columns in their
-original class</p>
+    <p>This assign function is based on the native R function <code>data.frame</code></p>
     </div>
     <div id="author">
     <h2>Author</h2>
-    <p>Paul Burton for DataSHIELD Development Team</p>
+    <p>Tim Cadman</p>
     </div>
 
   </div>
@@ -88,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asFactorDS1.html b/docs/reference/asFactorDS1.html
index e3aa53bc..d6bd57a6 100644
--- a/docs/reference/asFactorDS1.html
+++ b/docs/reference/asFactorDS1.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Details</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asFactorDS2.html b/docs/reference/asFactorDS2.html
index cf301b45..3568ad24 100644
--- a/docs/reference/asFactorDS2.html
+++ b/docs/reference/asFactorDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -69,7 +69,7 @@ <h2>Arguments</h2>
 <dt id="arg-fixed-dummy-vars">fixed.dummy.vars<a class="anchor" aria-label="anchor" href="#arg-fixed-dummy-vars"></a></dt>
 <dd><p>a boolean that determines whether the new object will be represented as
 a vector or as a matrix of dummy variables indicating the factor level of each data point.
-If this argyment is set to FALSE (default) then the input variable is converted to a factor and
+If this argument is set to FALSE (default) then the input variable is converted to a factor and
 assigned as a vector. If is set to TRUE then the input variable is converted to a factor but
 assigned as a matrix of dummy variables.</p></dd>
 
@@ -87,7 +87,7 @@ <h2>Value</h2>
     <h2>Details</h2>
     <p>The functions converts the input variable into a factor which is presented as a vector
 if the <code>fixed.dummy.vars</code> is set to FALSE or as a matrix with dummy variables if the
-<code>fixed.dummy.vars</code> is set to TRUE (see the help file of ds.asFactor.b for more details).</p>
+<code>fixed.dummy.vars</code> is set to TRUE (see the help file of ds.asFactor for more details).</p>
     </div>
 
   </div>
@@ -98,11 +98,11 @@ <h2>Details</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asFactorSimpleDS.html b/docs/reference/asFactorSimpleDS.html
index 7764aa3b..4faf8b69 100644
--- a/docs/reference/asFactorSimpleDS.html
+++ b/docs/reference/asFactorSimpleDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,11 +81,11 @@ <h2>Details</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asIntegerDS.html b/docs/reference/asIntegerDS.html
index fea4c7aa..0fc08fdf 100644
--- a/docs/reference/asIntegerDS.html
+++ b/docs/reference/asIntegerDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -82,11 +82,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asListDS.html b/docs/reference/asListDS.html
index c7a09273..554bbcf5 100644
--- a/docs/reference/asListDS.html
+++ b/docs/reference/asListDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -95,11 +95,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asLogicalDS.html b/docs/reference/asLogicalDS.html
index f48fa255..c715a303 100644
--- a/docs/reference/asLogicalDS.html
+++ b/docs/reference/asLogicalDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,11 +81,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asMatrixDS.html b/docs/reference/asMatrixDS.html
index 6198fddf..02493cb4 100644
--- a/docs/reference/asMatrixDS.html
+++ b/docs/reference/asMatrixDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,11 +81,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/asNumericDS.html b/docs/reference/asNumericDS.html
index a588794f..a3ea947b 100644
--- a/docs/reference/asNumericDS.html
+++ b/docs/reference/asNumericDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -82,11 +82,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/aucDS.html b/docs/reference/aucDS.html
index 488063fb..99cebbfe 100644
--- a/docs/reference/aucDS.html
+++ b/docs/reference/aucDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -83,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/blackBoxDS.html b/docs/reference/blackBoxDS.html
index 3cc19f51..405e7e8b 100644
--- a/docs/reference/blackBoxDS.html
+++ b/docs/reference/blackBoxDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -130,11 +130,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/blackBoxRanksDS.html b/docs/reference/blackBoxRanksDS.html
index 171d5462..1786c1e6 100644
--- a/docs/reference/blackBoxRanksDS.html
+++ b/docs/reference/blackBoxRanksDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -122,11 +122,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/boxPlotGGDS.html b/docs/reference/boxPlotGGDS.html
index 33b94bff..a3e1178c 100644
--- a/docs/reference/boxPlotGGDS.html
+++ b/docs/reference/boxPlotGGDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -75,8 +75,7 @@ <h2>Arguments</h2>
 </dl></div>
     <div id="value">
     <h2>Value</h2>
-    <p><br></p>
-<p><code>list</code> with: <br>
+    <p><code>list</code> with: <br>
 -<code>data frame</code> Geometrical parameters (identity stats of ggplot) <br>
 -<code>character</code> Type of plot (single_group, double_group or no_group) <br></p>
     </div>
@@ -89,11 +88,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/boxPlotGG_data_TreatmentDS.html b/docs/reference/boxPlotGG_data_TreatmentDS.html
index 696698b9..021dfe93 100644
--- a/docs/reference/boxPlotGG_data_TreatmentDS.html
+++ b/docs/reference/boxPlotGG_data_TreatmentDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -84,11 +84,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/boxPlotGG_data_Treatment_numericDS.html b/docs/reference/boxPlotGG_data_Treatment_numericDS.html
index a31b1840..2c27d489 100644
--- a/docs/reference/boxPlotGG_data_Treatment_numericDS.html
+++ b/docs/reference/boxPlotGG_data_Treatment_numericDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -70,11 +70,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/bp_standardsDS.html b/docs/reference/bp_standardsDS.html
index 72cbf950..63383bfb 100644
--- a/docs/reference/bp_standardsDS.html
+++ b/docs/reference/bp_standardsDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -112,11 +112,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/cDS.html b/docs/reference/cDS.html
index d337bd6a..49aead31 100644
--- a/docs/reference/cDS.html
+++ b/docs/reference/cDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/cbindDS.html b/docs/reference/cbindDS.html
index 8ddb78b3..50ac432e 100644
--- a/docs/reference/cbindDS.html
+++ b/docs/reference/cbindDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -96,11 +96,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/changeRefGroupDS.html b/docs/reference/changeRefGroupDS.html
index 56cd24fb..5631a7a7 100644
--- a/docs/reference/changeRefGroupDS.html
+++ b/docs/reference/changeRefGroupDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -90,11 +90,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/checkNegValueDS.html b/docs/reference/checkNegValueDS.html
index 3da55feb..7a954087 100644
--- a/docs/reference/checkNegValueDS.html
+++ b/docs/reference/checkNegValueDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -78,11 +78,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/checkPermissivePrivacyControlLevel.html b/docs/reference/checkPermissivePrivacyControlLevel.html
index d7b76a3e..4e7ca4d3 100644
--- a/docs/reference/checkPermissivePrivacyControlLevel.html
+++ b/docs/reference/checkPermissivePrivacyControlLevel.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>checkPermissivePrivacyControlLevel — checkPermissivePrivacyControlLevel • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="checkPermissivePrivacyControlLevel — checkPermissivePrivacyControlLevel"><meta property="og:description" content='This serverside function check that the server is running in "permissive" privacy control level.'><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>checkPermissivePrivacyControlLevel — checkPermissivePrivacyControlLevel • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="checkPermissivePrivacyControlLevel — checkPermissivePrivacyControlLevel"><meta property="og:description" content='This server-side function check that the server is running in "permissive" privacy control level.'><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>checkPermissivePrivacyControlLevel</h1>
     </div>
 
     <div class="ref-description">
-    <p>This serverside function check that the server is running in "permissive" privacy control level.</p>
+    <p>This server-side function check that the server is running in "permissive" privacy control level.</p>
     </div>
 
     <div id="ref-usage">
@@ -55,6 +55,10 @@ <h2>Arguments</h2>
 <dd><p>is a vector of strings which contains the privacy control level names which are permitted by the calling method.</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>No return value, called for side effects</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>Tests whether the R option "datashield.privacyControlLevel" is set to "permissive", if it isn't
@@ -63,7 +67,7 @@ <h2>Details</h2>
     </div>
     <div id="author">
     <h2>Author</h2>
-    <p>Wheater, Dr SM., DataSHIELD Team.</p>
+    <p>Wheater, Dr SM., DataSHIELD Development Team.</p>
     </div>
 
   </div>
@@ -74,11 +78,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/classDS.html b/docs/reference/classDS.html
index dbdb2184..63af4a5d 100644
--- a/docs/reference/classDS.html
+++ b/docs/reference/classDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/colnamesDS.html b/docs/reference/colnamesDS.html
index e07ad3b1..96627427 100644
--- a/docs/reference/colnamesDS.html
+++ b/docs/reference/colnamesDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/completeCasesDS.html b/docs/reference/completeCasesDS.html
index 3eeebc54..11df6e5b 100644
--- a/docs/reference/completeCasesDS.html
+++ b/docs/reference/completeCasesDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -104,11 +104,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/corDS.html b/docs/reference/corDS.html
index 396b43d4..63a7475e 100644
--- a/docs/reference/corDS.html
+++ b/docs/reference/corDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -91,11 +91,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/corTestDS.html b/docs/reference/corTestDS.html
index 7bf21e42..d9061592 100644
--- a/docs/reference/corTestDS.html
+++ b/docs/reference/corTestDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -96,11 +96,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/covDS.html b/docs/reference/covDS.html
index 9a7582ab..3907a133 100644
--- a/docs/reference/covDS.html
+++ b/docs/reference/covDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,7 +76,7 @@ <h2>Value</h2>
     <p>a list that includes a matrix with elements the sum of products between each two variables, a matrix with
 elements the sum of the values of each variable, a matrix with elements the number of complete cases in each
 pair of variables, a list with the number of missing values in each variable separately (columnwise) and the number
-of missing values casewise or pairwise depending on the arqument <code>use</code>, and an error message which indicates
+of missing values casewise or pairwise depending on the argument <code>use</code>, and an error message which indicates
 whether or not the input variables pass the disclosure controls. The first disclosure control checks that the number
 of variables is not bigger than a percentage of the individual-level records (the allowed percentage is pre-specified
 by the 'nfilter.glm'). The second disclosure control checks that none of them is dichotomous with a level having fewer
@@ -101,11 +101,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dataFrameDS.html b/docs/reference/dataFrameDS.html
index 9722e4e7..0858e35f 100644
--- a/docs/reference/dataFrameDS.html
+++ b/docs/reference/dataFrameDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -135,11 +135,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dataFrameFillDS.html b/docs/reference/dataFrameFillDS.html
index 87647d70..119f13c7 100644
--- a/docs/reference/dataFrameFillDS.html
+++ b/docs/reference/dataFrameFillDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -102,11 +102,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dataFrameSortDS.html b/docs/reference/dataFrameSortDS.html
index 65230557..11351b4b 100644
--- a/docs/reference/dataFrameSortDS.html
+++ b/docs/reference/dataFrameSortDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -116,11 +116,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dataFrameSubsetDS1.html b/docs/reference/dataFrameSubsetDS1.html
index 7d490cd4..20ced005 100644
--- a/docs/reference/dataFrameSubsetDS1.html
+++ b/docs/reference/dataFrameSubsetDS1.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -142,11 +142,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dataFrameSubsetDS2.html b/docs/reference/dataFrameSubsetDS2.html
index 659be2f5..5c3be37b 100644
--- a/docs/reference/dataFrameSubsetDS2.html
+++ b/docs/reference/dataFrameSubsetDS2.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -150,11 +150,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/densityGridDS.html b/docs/reference/densityGridDS.html
index 95ab15ae..45179c58 100644
--- a/docs/reference/densityGridDS.html
+++ b/docs/reference/densityGridDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -116,11 +116,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dimDS.html b/docs/reference/dimDS.html
index 6edfdfa1..3f07834b 100644
--- a/docs/reference/dimDS.html
+++ b/docs/reference/dimDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/dmtC2SDS.html b/docs/reference/dmtC2SDS.html
index fce27fbb..985f8ac8 100644
--- a/docs/reference/dmtC2SDS.html
+++ b/docs/reference/dmtC2SDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -145,11 +145,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/elsplineDS.html b/docs/reference/elsplineDS.html
index 84cd828f..b68f6647 100644
--- a/docs/reference/elsplineDS.html
+++ b/docs/reference/elsplineDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -101,11 +101,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/extract.html b/docs/reference/extract.html
index 498ddced..4d91f651 100644
--- a/docs/reference/extract.html
+++ b/docs/reference/extract.html
@@ -17,7 +17,11 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
+<<<<<<< HEAD
         <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+=======
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
+>>>>>>> origin/v6.3.3-dev
       </span>
     </div>
 
@@ -72,11 +76,11 @@ <h2>Details</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/extractQuantilesDS1.html b/docs/reference/extractQuantilesDS1.html
index 5050cbbc..0bcb904c 100644
--- a/docs/reference/extractQuantilesDS1.html
+++ b/docs/reference/extractQuantilesDS1.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -115,11 +115,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/extractQuantilesDS2.html b/docs/reference/extractQuantilesDS2.html
index f3ecb648..fcefae05 100644
--- a/docs/reference/extractQuantilesDS2.html
+++ b/docs/reference/extractQuantilesDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -113,11 +113,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/fixClassDS.html b/docs/reference/fixClassDS.html
index c032aa15..bf6b7932 100644
--- a/docs/reference/fixClassDS.html
+++ b/docs/reference/fixClassDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/fixColsDS.html b/docs/reference/fixColsDS.html
index 62bcf3dd..ca86c1b7 100644
--- a/docs/reference/fixColsDS.html
+++ b/docs/reference/fixColsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -72,11 +72,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/fixLevelsDS.html b/docs/reference/fixLevelsDS.html
index aef727e4..10f484c4 100644
--- a/docs/reference/fixLevelsDS.html
+++ b/docs/reference/fixLevelsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/gamlssDS.html b/docs/reference/gamlssDS.html
index a5e3a89e..8e1b2a32 100644
--- a/docs/reference/gamlssDS.html
+++ b/docs/reference/gamlssDS.html
@@ -23,7 +23,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -208,11 +208,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/getAllLevelsDS.html b/docs/reference/getAllLevelsDS.html
index b7e3dff8..0f126780 100644
--- a/docs/reference/getAllLevelsDS.html
+++ b/docs/reference/getAllLevelsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -72,11 +72,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/getClassAllColsDS.html b/docs/reference/getClassAllColsDS.html
index 0a494d59..1623a395 100644
--- a/docs/reference/getClassAllColsDS.html
+++ b/docs/reference/getClassAllColsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -68,11 +68,11 @@ <h2>Value</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/getWGSRDS.html b/docs/reference/getWGSRDS.html
index 7d1b0ef2..c74c7761 100644
--- a/docs/reference/getWGSRDS.html
+++ b/docs/reference/getWGSRDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -136,11 +136,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmDS1.html b/docs/reference/glmDS1.html
index ebef47b6..835c49d3 100644
--- a/docs/reference/glmDS1.html
+++ b/docs/reference/glmDS1.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>glmDS1 called by ds.glm — glmDS1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="glmDS1 called by ds.glm — glmDS1"><meta property="og:description" content="This is the first serverside aggregate function called by ds.glm"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>glmDS1 called by ds.glm — glmDS1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="glmDS1 called by ds.glm — glmDS1"><meta property="og:description" content="This is the first server-side aggregate function called by ds.glm"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>glmDS1 called by ds.glm</h1>
     </div>
 
     <div class="ref-description">
-    <p>This is the first serverside aggregate function called by ds.glm</p>
+    <p>This is the first server-side aggregate function called by ds.glm</p>
     </div>
 
     <div id="ref-usage">
@@ -75,6 +75,10 @@ <h2>Arguments</h2>
 analysed under the specified model</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with values from GLM model.</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>It is an
@@ -96,11 +100,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmDS2.html b/docs/reference/glmDS2.html
index ebc32a69..c3d239e8 100644
--- a/docs/reference/glmDS2.html
+++ b/docs/reference/glmDS2.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>glmDS2 called by ds.glm — glmDS2 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="glmDS2 called by ds.glm — glmDS2"><meta property="og:description" content="This is the second serverside aggregate function called by ds.glm."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>glmDS2 called by ds.glm — glmDS2 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="glmDS2 called by ds.glm — glmDS2"><meta property="og:description" content="This is the second server-side aggregate function called by ds.glm."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>glmDS2 called by ds.glm</h1>
     </div>
 
     <div class="ref-description">
-    <p>This is the second serverside aggregate function called by ds.glm.</p>
+    <p>This is the second server-side aggregate function called by ds.glm.</p>
     </div>
 
     <div id="ref-usage">
@@ -79,6 +79,10 @@ <h2>Arguments</h2>
 the data to be analysed under the specified model same</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with values from GLM model</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>It is an aggregate function that uses the model structure and starting
@@ -102,11 +106,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmPredictDS.ag.html b/docs/reference/glmPredictDS.ag.html
index 8f276db0..0fd62cae 100644
--- a/docs/reference/glmPredictDS.ag.html
+++ b/docs/reference/glmPredictDS.ag.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -133,11 +133,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmPredictDS.as.html b/docs/reference/glmPredictDS.as.html
index a711a8c4..343cafbb 100644
--- a/docs/reference/glmPredictDS.as.html
+++ b/docs/reference/glmPredictDS.as.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -132,11 +132,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmSLMADS.assign.html b/docs/reference/glmSLMADS.assign.html
index da7bc4fc..865683a7 100644
--- a/docs/reference/glmSLMADS.assign.html
+++ b/docs/reference/glmSLMADS.assign.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -100,11 +100,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmSLMADS1.html b/docs/reference/glmSLMADS1.html
index 5ff8d61b..ad787b51 100644
--- a/docs/reference/glmSLMADS1.html
+++ b/docs/reference/glmSLMADS1.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -102,11 +102,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmSLMADS2.html b/docs/reference/glmSLMADS2.html
index d938dfa1..0b4c5683 100644
--- a/docs/reference/glmSLMADS2.html
+++ b/docs/reference/glmSLMADS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmSummaryDS.ag.html b/docs/reference/glmSummaryDS.ag.html
index ba61bcab..2e472da6 100644
--- a/docs/reference/glmSummaryDS.ag.html
+++ b/docs/reference/glmSummaryDS.ag.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -90,11 +90,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmSummaryDS.as.html b/docs/reference/glmSummaryDS.as.html
index 4c3ae805..13be7501 100644
--- a/docs/reference/glmSummaryDS.as.html
+++ b/docs/reference/glmSummaryDS.as.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -89,11 +89,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmerSLMADS.assign.html b/docs/reference/glmerSLMADS.assign.html
index c9990709..d363ec08 100644
--- a/docs/reference/glmerSLMADS.assign.html
+++ b/docs/reference/glmerSLMADS.assign.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -144,11 +144,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/glmerSLMADS2.html b/docs/reference/glmerSLMADS2.html
index 1f725066..a82fcf0e 100644
--- a/docs/reference/glmerSLMADS2.html
+++ b/docs/reference/glmerSLMADS2.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -152,11 +152,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/heatmapPlotDS.html b/docs/reference/heatmapPlotDS.html
index e92e94fd..f944c8e2 100644
--- a/docs/reference/heatmapPlotDS.html
+++ b/docs/reference/heatmapPlotDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -60,7 +60,7 @@ <h2>Arguments</h2>
 
 
 <dt id="arg-k">k<a class="anchor" aria-label="anchor" href="#arg-k"></a></dt>
-<dd><p>the number of the nearest neghbours for which their centroid is calculated if the
+<dd><p>the number of the nearest neighbours for which their centroid is calculated if the
 <code>method.indicator</code> is equal to 1 (i.e. deterministic method).</p></dd>
 
 
@@ -103,11 +103,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/hetcorDS.html b/docs/reference/hetcorDS.html
index 20133820..72d30d65 100644
--- a/docs/reference/hetcorDS.html
+++ b/docs/reference/hetcorDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/histogramDS1.html b/docs/reference/histogramDS1.html
index dcc90967..5c97d88c 100644
--- a/docs/reference/histogramDS1.html
+++ b/docs/reference/histogramDS1.html
@@ -2,7 +2,7 @@
 <!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>returns the minimum and the maximum of the input numeric vector — histogramDS1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="returns the minimum and the maximum of the input numeric vector — histogramDS1"><meta property="og:description" content="this function returns the minimum and maximum of the input numeric vector which
 depends on the argument method.indicator. If the method.indicator is set to 1 (i.e. the
 'smallCellsRule' is used) the computed minimum and maximum values are multiplied by a very small
-random number. If the method.indicator is set to 2 (i.e. the 'deteministic' method is used) the
+random number. If the method.indicator is set to 2 (i.e. the 'deterministic' method is used) the
 function returns the minimum and maximum values of the vector with the scaled centroids. If the
 method.indicator is set to 3 (i.e. the 'probabilistic' method is used) the function returns the
 minimum and maximum values of the generated 'noisy' vector."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
@@ -23,7 +23,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -49,7 +49,7 @@ <h1>returns the minimum and the maximum of the input numeric vector</h1>
     <p>this function returns the minimum and maximum of the input numeric vector which
 depends on the argument <code>method.indicator</code>. If the method.indicator is set to 1 (i.e. the
 'smallCellsRule' is used) the computed minimum and maximum values are multiplied by a very small
-random number. If the method.indicator is set to 2 (i.e. the 'deteministic' method is used) the
+random number. If the method.indicator is set to 2 (i.e. the 'deterministic' method is used) the
 function returns the minimum and maximum values of the vector with the scaled centroids. If the
 method.indicator is set to 3 (i.e. the 'probabilistic' method is used) the function returns the
 minimum and maximum values of the generated 'noisy' vector.</p>
@@ -75,7 +75,7 @@ <h2>Arguments</h2>
 
 
 <dt id="arg-k">k<a class="anchor" aria-label="anchor" href="#arg-k"></a></dt>
-<dd><p>the number of the nearest neghbours for which their centroid is calculated if the
+<dd><p>the number of the nearest neighbours for which their centroid is calculated if the
 <code>method.indicator</code> is equal to 2 (i.e. deterministic method).</p></dd>
 
 
@@ -101,11 +101,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/histogramDS2.html b/docs/reference/histogramDS2.html
index bb67891f..e23211c4 100644
--- a/docs/reference/histogramDS2.html
+++ b/docs/reference/histogramDS2.html
@@ -21,7 +21,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -83,7 +83,7 @@ <h2>Arguments</h2>
 
 
 <dt id="arg-k">k<a class="anchor" aria-label="anchor" href="#arg-k"></a></dt>
-<dd><p>the number of the nearest neghbours for which their centroid is calculated if the
+<dd><p>the number of the nearest neighbours for which their centroid is calculated if the
 <code>method.indicator</code> is equal to 2 (i.e. deterministic method).</p></dd>
 
 
@@ -113,11 +113,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/igb_standardsDS.html b/docs/reference/igb_standardsDS.html
index 5ab84cc8..dd93adb5 100644
--- a/docs/reference/igb_standardsDS.html
+++ b/docs/reference/igb_standardsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -114,11 +114,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/index.html b/docs/reference/index.html
index d14be095..5e749eb5 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -53,10 +53,14 @@ <h2 id="all-functions">All functions <a href="#all-functions" class="anchor" ari
           <p><code><a href="asCharacterDS.html">asCharacterDS()</a></code> </p>
         </td>
         <td><p>Coerces an R object into class character</p></td>
+      </tr><tr><td>
+          <p><code><a href="asDataFrameDS.html">asDataFrameDS()</a></code> </p>
+        </td>
+        <td><p>asDataFrameDS a serverside assign function called by ds.asDataFrame</p></td>
       </tr><tr><td>
           <p><code><a href="asDataMatrixDS.html">asDataMatrixDS()</a></code> </p>
         </td>
-        <td><p>asDataMatrixDS a serverside assign function called by ds.asDataMatrix</p></td>
+        <td><p>asDataFrameDS a serverside assign function called by ds.asDataFrame</p></td>
       </tr><tr><td>
           <p><code><a href="asFactorDS1.html">asFactorDS1()</a></code> </p>
         </td>
@@ -537,14 +541,6 @@ <h2 id="all-functions">All functions <a href="#all-functions" class="anchor" ari
           <p><code><a href="sqrtDS.html">sqrtDS()</a></code> </p>
         </td>
         <td><p>Computes the square root values of the input variable</p></td>
-      </tr><tr><td>
-          <p><code><a href="subsetByClassDS.html">subsetByClassDS()</a></code> </p>
-        </td>
-        <td><p>Breaks down a dataframe or a factor into its sub-classes</p></td>
-      </tr><tr><td>
-          <p><code><a href="subsetDS.html">subsetDS()</a></code> </p>
-        </td>
-        <td><p>Generates a valid subset of a table or a vector</p></td>
       </tr><tr><td>
           <p><code><a href="table1DDS.html">table1DDS()</a></code> </p>
         </td>
@@ -602,11 +598,11 @@ <h2 id="all-functions">All functions <a href="#all-functions" class="anchor" ari
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/isNaDS.html b/docs/reference/isNaDS.html
index 604de600..9cadc7b3 100644
--- a/docs/reference/isNaDS.html
+++ b/docs/reference/isNaDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -74,11 +74,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/isValidDS.html b/docs/reference/isValidDS.html
index c4d5cdc4..09d136da 100644
--- a/docs/reference/isValidDS.html
+++ b/docs/reference/isValidDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/kurtosisDS1.html b/docs/reference/kurtosisDS1.html
index e58d04f5..2f6cf08d 100644
--- a/docs/reference/kurtosisDS1.html
+++ b/docs/reference/kurtosisDS1.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -83,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/kurtosisDS2.html b/docs/reference/kurtosisDS2.html
index 3d0e8e5d..5dd2aaf5 100644
--- a/docs/reference/kurtosisDS2.html
+++ b/docs/reference/kurtosisDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -88,11 +88,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lengthDS.html b/docs/reference/lengthDS.html
index d8a5edd3..b5e33d9b 100644
--- a/docs/reference/lengthDS.html
+++ b/docs/reference/lengthDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
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diff --git a/docs/reference/levelsDS.html b/docs/reference/levelsDS.html
index 0a55fcab..9b356125 100644
--- a/docs/reference/levelsDS.html
+++ b/docs/reference/levelsDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -76,11 +76,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
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diff --git a/docs/reference/lexisDS1.html b/docs/reference/lexisDS1.html
index 90fe2f24..fed4e886 100644
--- a/docs/reference/lexisDS1.html
+++ b/docs/reference/lexisDS1.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>lexisDS1 — lexisDS1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="lexisDS1 — lexisDS1"><meta property="og:description" content="The first serverside function called by ds.lexis."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>lexisDS1 — lexisDS1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="lexisDS1 — lexisDS1"><meta property="og:description" content="The first server-side function called by ds.lexis."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>lexisDS1</h1>
     </div>
 
     <div class="ref-description">
-    <p>The first serverside function called by ds.lexis.</p>
+    <p>The first server-side function called by ds.lexis.</p>
     </div>
 
     <div id="ref-usage">
@@ -55,6 +55,10 @@ <h2>Arguments</h2>
 <dd><p>a character string specifying the variable holding the time that each individual is censored or fails</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with `max.time`</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>This is an aggregate function.
@@ -73,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lexisDS2.html b/docs/reference/lexisDS2.html
index b22db9dc..c1d0bf4d 100644
--- a/docs/reference/lexisDS2.html
+++ b/docs/reference/lexisDS2.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -78,7 +78,7 @@ <h2>Arguments</h2>
 
 <dt id="arg-idcol">idCol<a class="anchor" aria-label="anchor" href="#arg-idcol"></a></dt>
 <dd><p>a clientside generated character string specifying the variable
-holding the IDs of indivuals in the data set to be expanded</p></dd>
+holding the IDs of individuals in the data set to be expanded</p></dd>
 
 
 <dt id="arg-entrycol">entryCol<a class="anchor" aria-label="anchor" href="#arg-entrycol"></a></dt>
@@ -103,6 +103,10 @@ <h2>Arguments</h2>
 'data' argument is set the full data.frame will be expanded and carried forward</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with `expanded.table`</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>This is the assign
@@ -111,7 +115,7 @@ <h2>Details</h2>
 regression. lexisDS2 also
 carries out a series of disclosure checks and if the arguments or data fail any of
 those tests,
-creation of the exapanded dataframe is blocked and an appropriate serverside error
+creation of the expanded dataframe is blocked and an appropriate serverside error
 message is stored.
 For more details see the extensive header for ds.lexis.</p>
     </div>
@@ -128,11 +132,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lexisDS3.html b/docs/reference/lexisDS3.html
index 04bdfa6d..e2f35b56 100644
--- a/docs/reference/lexisDS3.html
+++ b/docs/reference/lexisDS3.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -47,6 +47,10 @@ <h1>@title lexisDS3</h1>
     <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">lexisDS3</span><span class="op">(</span><span class="op">)</span></span></code></pre></div>
     </div>
 
+    <div id="value">
+    <h2>Value</h2>
+    <p>Data frame with `messageobj` object</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>This is an assign function that simplifies the
@@ -63,11 +67,11 @@ <h2>Details</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/listDS.html b/docs/reference/listDS.html
index 9cfe3a95..368de3c9 100644
--- a/docs/reference/listDS.html
+++ b/docs/reference/listDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -81,11 +81,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/listDisclosureSettingsDS.html b/docs/reference/listDisclosureSettingsDS.html
index e49d3ea5..f9aed10f 100644
--- a/docs/reference/listDisclosureSettingsDS.html
+++ b/docs/reference/listDisclosureSettingsDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -49,6 +49,10 @@ <h1>listDisclosureSettingsDS</h1>
     <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">listDisclosureSettingsDS</span><span class="op">(</span><span class="op">)</span></span></code></pre></div>
     </div>
 
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with DataSHIELD disclosure settings</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>For more details see the extensive header for ds.listDisclosureSettings</p>
@@ -66,11 +70,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lmerSLMADS.assign.html b/docs/reference/lmerSLMADS.assign.html
index fdcdfd48..54ce677c 100644
--- a/docs/reference/lmerSLMADS.assign.html
+++ b/docs/reference/lmerSLMADS.assign.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -125,11 +125,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lmerSLMADS2.html b/docs/reference/lmerSLMADS2.html
index 7e6fe936..87866fa0 100644
--- a/docs/reference/lmerSLMADS2.html
+++ b/docs/reference/lmerSLMADS2.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -135,11 +135,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lsDS.html b/docs/reference/lsDS.html
index 7c8b0b22..1799e7eb 100644
--- a/docs/reference/lsDS.html
+++ b/docs/reference/lsDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -98,11 +98,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/lsplineDS.html b/docs/reference/lsplineDS.html
index bea19730..e0456521 100644
--- a/docs/reference/lsplineDS.html
+++ b/docs/reference/lsplineDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -98,11 +98,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixDS.html b/docs/reference/matrixDS.html
index 31731b45..b9235578 100644
--- a/docs/reference/matrixDS.html
+++ b/docs/reference/matrixDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -109,11 +109,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixDetDS1.html b/docs/reference/matrixDetDS1.html
index 1272238f..8cd345fd 100644
--- a/docs/reference/matrixDetDS1.html
+++ b/docs/reference/matrixDetDS1.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -87,11 +87,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixDetDS2.html b/docs/reference/matrixDetDS2.html
index b096abd9..e7dea511 100644
--- a/docs/reference/matrixDetDS2.html
+++ b/docs/reference/matrixDetDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -87,11 +87,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixDiagDS.html b/docs/reference/matrixDiagDS.html
index f598f523..868962fa 100644
--- a/docs/reference/matrixDiagDS.html
+++ b/docs/reference/matrixDiagDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -97,11 +97,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixDimnamesDS.html b/docs/reference/matrixDimnamesDS.html
index d2f54f1a..054a4ccf 100644
--- a/docs/reference/matrixDimnamesDS.html
+++ b/docs/reference/matrixDimnamesDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -94,11 +94,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixInvertDS.html b/docs/reference/matrixInvertDS.html
index bf3d7764..c0c367c2 100644
--- a/docs/reference/matrixInvertDS.html
+++ b/docs/reference/matrixInvertDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -79,11 +79,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixMultDS.html b/docs/reference/matrixMultDS.html
index 6009183d..826a2586 100644
--- a/docs/reference/matrixMultDS.html
+++ b/docs/reference/matrixMultDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -69,7 +69,7 @@ <h2>Value</h2>
     <div id="details">
     <h2>Details</h2>
     <p>Undertakes standard matrix multiplication where with input matrices A and B with
-dimensions A: mxn and B: nxp the output C has dimensions mxp and each elemnt C[i,j] has
+dimensions A: mxn and B: nxp the output C has dimensions mxp and each element C[i,j] has
 value equal to the dot product of row i of A and column j of B where the dot product
 is obtained as sum(A[i,1]*B[1,j] + A[i,2]*B[2,j] + .... + A[i,n]*B[n,j]). This calculation
 is only valid if the number of columns of A is the same as the number of rows of B</p>
@@ -87,11 +87,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/matrixTransposeDS.html b/docs/reference/matrixTransposeDS.html
index 97c9c3ec..c0199b6a 100644
--- a/docs/reference/matrixTransposeDS.html
+++ b/docs/reference/matrixTransposeDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -80,11 +80,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/meanDS.html b/docs/reference/meanDS.html
index d6b04f61..4bf3c57e 100644
--- a/docs/reference/meanDS.html
+++ b/docs/reference/meanDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/meanSdGpDS.html b/docs/reference/meanSdGpDS.html
index 2c6b0d93..00ae967d 100644
--- a/docs/reference/meanSdGpDS.html
+++ b/docs/reference/meanSdGpDS.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>MeanSdGpDS — meanSdGpDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="MeanSdGpDS — meanSdGpDS"><meta property="og:description" content="Serverside function called by ds.meanSdGp"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>MeanSdGpDS — meanSdGpDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="MeanSdGpDS — meanSdGpDS"><meta property="og:description" content="Server-side function called by ds.meanSdGp"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>MeanSdGpDS</h1>
     </div>
 
     <div class="ref-description">
-    <p>Serverside function called by ds.meanSdGp</p>
+    <p>Server-side function called by ds.meanSdGp</p>
     </div>
 
     <div id="ref-usage">
@@ -52,15 +52,19 @@ <h2>Arguments</h2>
 
 
 <dl><dt id="arg-x">X<a class="anchor" aria-label="anchor" href="#arg-x"></a></dt>
-<dd><p>a clientside supplied character string identifying the variable for which
+<dd><p>a client-side supplied character string identifying the variable for which
 means/SDs are to be calculated</p></dd>
 
 
 <dt id="arg-index">INDEX<a class="anchor" aria-label="anchor" href="#arg-index"></a></dt>
-<dd><p>a clientside supplied character string identifying the factor across
+<dd><p>a client-side supplied character string identifying the factor across
 which means/SDs are to be calculated</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with results from the group statistics</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>Computes the mean and standard deviation across groups defined by one
@@ -79,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/mergeDS.html b/docs/reference/mergeDS.html
index 06acd66b..5e9d9dfb 100644
--- a/docs/reference/mergeDS.html
+++ b/docs/reference/mergeDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -162,11 +162,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/messageDS.html b/docs/reference/messageDS.html
index 29c711b0..af1b8e1a 100644
--- a/docs/reference/messageDS.html
+++ b/docs/reference/messageDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -94,11 +94,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/metadataDS.html b/docs/reference/metadataDS.html
index 9213b0d0..a89de535 100644
--- a/docs/reference/metadataDS.html
+++ b/docs/reference/metadataDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/miceDS.html b/docs/reference/miceDS.html
index 0ebc15a1..26107e4a 100644
--- a/docs/reference/miceDS.html
+++ b/docs/reference/miceDS.html
@@ -23,7 +23,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -158,11 +158,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/minMaxRandDS.html b/docs/reference/minMaxRandDS.html
index aaa6b482..68df025e 100644
--- a/docs/reference/minMaxRandDS.html
+++ b/docs/reference/minMaxRandDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
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     </div>
 
@@ -90,11 +90,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/namesDS.html b/docs/reference/namesDS.html
index 59531cee..6752fba5 100644
--- a/docs/reference/namesDS.html
+++ b/docs/reference/namesDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -87,11 +87,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/nsDS.html b/docs/reference/nsDS.html
index aadba2f2..75274958 100644
--- a/docs/reference/nsDS.html
+++ b/docs/reference/nsDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/numNaDS.html b/docs/reference/numNaDS.html
index 73dd4497..a47b369e 100644
--- a/docs/reference/numNaDS.html
+++ b/docs/reference/numNaDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -74,11 +74,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/qlsplineDS.html b/docs/reference/qlsplineDS.html
index f7dcd721..f1d92793 100644
--- a/docs/reference/qlsplineDS.html
+++ b/docs/reference/qlsplineDS.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
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     </div>
 
@@ -109,11 +109,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/quantileMeanDS.html b/docs/reference/quantileMeanDS.html
index e98a2727..f76eceb9 100644
--- a/docs/reference/quantileMeanDS.html
+++ b/docs/reference/quantileMeanDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -74,11 +74,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rBinomDS.html b/docs/reference/rBinomDS.html
index 6c0d9548..1882a6c6 100644
--- a/docs/reference/rBinomDS.html
+++ b/docs/reference/rBinomDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
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     </div>
 
@@ -102,11 +102,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rNormDS.html b/docs/reference/rNormDS.html
index c549bbb5..826e3165 100644
--- a/docs/reference/rNormDS.html
+++ b/docs/reference/rNormDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rPoisDS.html b/docs/reference/rPoisDS.html
index 34ebcddb..a065dc1d 100644
--- a/docs/reference/rPoisDS.html
+++ b/docs/reference/rPoisDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -95,11 +95,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rUnifDS.html b/docs/reference/rUnifDS.html
index fa3fe8e2..aca0a746 100644
--- a/docs/reference/rUnifDS.html
+++ b/docs/reference/rUnifDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rangeDS.html b/docs/reference/rangeDS.html
index c4fe2faa..2b52f5af 100644
--- a/docs/reference/rangeDS.html
+++ b/docs/reference/rangeDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -74,11 +74,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/ranksSecureDS1.html b/docs/reference/ranksSecureDS1.html
index 3e9f862b..ceabf162 100644
--- a/docs/reference/ranksSecureDS1.html
+++ b/docs/reference/ranksSecureDS1.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -84,11 +84,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/ranksSecureDS2.html b/docs/reference/ranksSecureDS2.html
index 800b4ac5..987e11ad 100644
--- a/docs/reference/ranksSecureDS2.html
+++ b/docs/reference/ranksSecureDS2.html
@@ -24,7 +24,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -99,11 +99,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/ranksSecureDS3.html b/docs/reference/ranksSecureDS3.html
index 79f2def1..9d9af28c 100644
--- a/docs/reference/ranksSecureDS3.html
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@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -96,11 +96,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/ranksSecureDS4.html b/docs/reference/ranksSecureDS4.html
index d65ece64..483f0c20 100644
--- a/docs/reference/ranksSecureDS4.html
+++ b/docs/reference/ranksSecureDS4.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -111,11 +111,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/ranksSecureDS5.html b/docs/reference/ranksSecureDS5.html
index 5b079b0e..15cddf45 100644
--- a/docs/reference/ranksSecureDS5.html
+++ b/docs/reference/ranksSecureDS5.html
@@ -20,7 +20,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -111,11 +111,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rbindDS.html b/docs/reference/rbindDS.html
index 384296c9..4280f354 100644
--- a/docs/reference/rbindDS.html
+++ b/docs/reference/rbindDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -109,11 +109,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/reShapeDS.html b/docs/reference/reShapeDS.html
index 5d61047a..3d08d195 100644
--- a/docs/reference/reShapeDS.html
+++ b/docs/reference/reShapeDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -142,11 +142,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/recodeLevelsDS.html b/docs/reference/recodeLevelsDS.html
index 6337ad1f..b11a34e9 100644
--- a/docs/reference/recodeLevelsDS.html
+++ b/docs/reference/recodeLevelsDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -78,11 +78,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/recodeValuesDS.html b/docs/reference/recodeValuesDS.html
index a6dff52c..e3e01e05 100644
--- a/docs/reference/recodeValuesDS.html
+++ b/docs/reference/recodeValuesDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -112,11 +112,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/repDS.html b/docs/reference/repDS.html
index 65fcfc2d..7bc3ce53 100644
--- a/docs/reference/repDS.html
+++ b/docs/reference/repDS.html
@@ -21,7 +21,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -192,11 +192,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/replaceNaDS.html b/docs/reference/replaceNaDS.html
index 109762b6..da04a21a 100644
--- a/docs/reference/replaceNaDS.html
+++ b/docs/reference/replaceNaDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -88,11 +88,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rmDS.html b/docs/reference/rmDS.html
index c11f63ae..1c9a723e 100644
--- a/docs/reference/rmDS.html
+++ b/docs/reference/rmDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -90,11 +90,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/rowColCalcDS.html b/docs/reference/rowColCalcDS.html
index 7149a3b6..80d9c543 100644
--- a/docs/reference/rowColCalcDS.html
+++ b/docs/reference/rowColCalcDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -84,11 +84,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/sampleDS.html b/docs/reference/sampleDS.html
index 5e7bd709..2a1671ba 100644
--- a/docs/reference/sampleDS.html
+++ b/docs/reference/sampleDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -118,11 +118,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/scatterPlotDS.html b/docs/reference/scatterPlotDS.html
index 262bcd8b..0d7d7c60 100644
--- a/docs/reference/scatterPlotDS.html
+++ b/docs/reference/scatterPlotDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -68,7 +68,7 @@ <h2>Arguments</h2>
 
 
 <dt id="arg-k">k<a class="anchor" aria-label="anchor" href="#arg-k"></a></dt>
-<dd><p>the number of the nearest neghbours for which their centroid is calculated if the
+<dd><p>the number of the nearest neighbours for which their centroid is calculated if the
 deterministic method is selected.</p></dd>
 
 
@@ -109,11 +109,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/seqDS.html b/docs/reference/seqDS.html
index acc1d467..84a60d58 100644
--- a/docs/reference/seqDS.html
+++ b/docs/reference/seqDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -135,11 +135,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/setFilterDS.html b/docs/reference/setFilterDS.html
index fa9c1141..252a4d6f 100644
--- a/docs/reference/setFilterDS.html
+++ b/docs/reference/setFilterDS.html
@@ -19,7 +19,11 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
+<<<<<<< HEAD
         <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+=======
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
+>>>>>>> origin/v6.3.3-dev
       </span>
     </div>
 
@@ -80,11 +84,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/setSeedDS.html b/docs/reference/setSeedDS.html
index dff2cb06..f51b967a 100644
--- a/docs/reference/setSeedDS.html
+++ b/docs/reference/setSeedDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -110,11 +110,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/skewnessDS1.html b/docs/reference/skewnessDS1.html
index 64694ab0..9cf1abcc 100644
--- a/docs/reference/skewnessDS1.html
+++ b/docs/reference/skewnessDS1.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -83,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/skewnessDS2.html b/docs/reference/skewnessDS2.html
index 0ffe07a7..75ca50b3 100644
--- a/docs/reference/skewnessDS2.html
+++ b/docs/reference/skewnessDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -88,11 +88,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/sqrtDS.html b/docs/reference/sqrtDS.html
index aff46560..52fcc50d 100644
--- a/docs/reference/sqrtDS.html
+++ b/docs/reference/sqrtDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -80,11 +80,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/subsetByClassDS.html b/docs/reference/subsetByClassDS.html
new file mode 100644
index 00000000..b5bc54ea
--- /dev/null
+++ b/docs/reference/subsetByClassDS.html
@@ -0,0 +1,107 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>Breaks down a dataframe or a factor into its sub-classes — subsetByClassDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="Breaks down a dataframe or a factor into its sub-classes — subsetByClassDS"><meta property="og:description" content="The function takes a categorical vector or dataframe as input and generates subset(s)
+vectors or dataframes for each category. Subsets are considered invalid if they hold between 1 and
+4 observations."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]--></head><body data-spy="scroll" data-target="#toc">
+
+
+    <div class="container template-reference-topic">
+      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
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+      </button>
+      <span class="navbar-brand">
+        <a class="navbar-link" href="../index.html">dsBase</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav"><li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+      </ul><ul class="nav navbar-nav navbar-right"></ul></div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+
+
+      </header><div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Breaks down a dataframe or a factor into its sub-classes</h1>
+
+    <div class="hidden name"><code>subsetByClassDS.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>The function takes a categorical vector or dataframe as input and generates subset(s)
+vectors or dataframes for each category. Subsets are considered invalid if they hold between 1 and
+4 observations.</p>
+    </div>
+
+    <div id="ref-usage">
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">subsetByClassDS</span><span class="op">(</span>data <span class="op">=</span> <span class="cn">NULL</span>, variables <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div id="arguments">
+    <h2>Arguments</h2>
+
+
+<dl><dt id="arg-data">data<a class="anchor" aria-label="anchor" href="#arg-data"></a></dt>
+<dd><p>a string character, the name of the dataframe or the factor vector</p></dd>
+
+
+<dt id="arg-variables">variables<a class="anchor" aria-label="anchor" href="#arg-variables"></a></dt>
+<dd><p>a vector of string characters, the names of the the variables to subset on.</p></dd>
+
+</dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>a list which contains the subsetted datasets</p>
+    </div>
+    <div id="details">
+    <h2>Details</h2>
+    <p>If the input data object is a dataframe it is possible to specify  the variables
+to subset on. If a subset is not 'valid' all its the values are reported as missing (i.e. NA),
+the name of the subsets is labelled as '_INVALID'. If no variables are specified to subset on,
+the dataframe will be subset on each of its factor variables.
+And if none of the columns holds a factor variable a message is issued as output. A message is also
+issued as output if the input vector is not of type factor.</p>
+    </div>
+    <div id="author">
+    <h2>Author</h2>
+    <p>Gaye, A.</p>
+    </div>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top"><h2 data-toc-skip>Contents</h2>
+    </nav></div>
+</div>
+
+
+      <footer><div class="copyright">
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
+</div>
+
+<div class="pkgdown">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
+</div>
+
+      </footer></div>
+
+
+
+
+
+
+  </body></html>
+
diff --git a/docs/reference/subsetByClassHelper1.html b/docs/reference/subsetByClassHelper1.html
new file mode 100644
index 00000000..5f03b8e5
--- /dev/null
+++ b/docs/reference/subsetByClassHelper1.html
@@ -0,0 +1,102 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>generates subsets vectors from a factor vector — subsetByClassHelper1 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="generates subsets vectors from a factor vector — subsetByClassHelper1"><meta property="og:description" content="This is an internal function called by the function 'subsetByClassDS'."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]--></head><body data-spy="scroll" data-target="#toc">
+
+
+    <div class="container template-reference-topic">
+      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+        <a class="navbar-link" href="../index.html">dsBase</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav"><li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+      </ul><ul class="nav navbar-nav navbar-right"></ul></div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+
+
+      </header><div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>generates subsets vectors from a factor vector</h1>
+
+    <div class="hidden name"><code>subsetByClassHelper1.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>This is an internal function called by the function 'subsetByClassDS'.</p>
+    </div>
+
+    <div id="ref-usage">
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">subsetByClassHelper1</span><span class="op">(</span>xvect <span class="op">=</span> <span class="cn">NULL</span>, xname <span class="op">=</span> <span class="cn">NULL</span>, filter <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div id="arguments">
+    <h2>Arguments</h2>
+
+
+<dl><dt id="arg-xvect">xvect<a class="anchor" aria-label="anchor" href="#arg-xvect"></a></dt>
+<dd><p>a vector of type factor.</p></dd>
+
+
+<dt id="arg-xname">xname<a class="anchor" aria-label="anchor" href="#arg-xname"></a></dt>
+<dd><p>the name of the vector.</p></dd>
+
+
+<dt id="arg-filter">filter<a class="anchor" aria-label="anchor" href="#arg-filter"></a></dt>
+<dd><p>the minimum number observation (i.e. rows) that are allowed.</p></dd>
+
+</dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>a list which contains the subsets.</p>
+    </div>
+    <div id="details">
+    <h2>Details</h2>
+    <p>The function generates subsets if the input of 'subsetByClassDS' is a factor vector.</p>
+    </div>
+    <div id="author">
+    <h2>Author</h2>
+    <p>Gaye, A.</p>
+    </div>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top"><h2 data-toc-skip>Contents</h2>
+    </nav></div>
+</div>
+
+
+      <footer><div class="copyright">
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
+</div>
+
+<div class="pkgdown">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
+</div>
+
+      </footer></div>
+
+
+
+
+
+
+  </body></html>
+
diff --git a/docs/reference/subsetByClassHelper2.html b/docs/reference/subsetByClassHelper2.html
new file mode 100644
index 00000000..0363307e
--- /dev/null
+++ b/docs/reference/subsetByClassHelper2.html
@@ -0,0 +1,107 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>generates subset tables from a data frame — subsetByClassHelper2 • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="generates subset tables from a data frame — subsetByClassHelper2"><meta property="og:description" content="This is an internal function called by the function 'subsetByClassDS'"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]--></head><body data-spy="scroll" data-target="#toc">
+
+
+    <div class="container template-reference-topic">
+      <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false">
+        <span class="sr-only">Toggle navigation</span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <span class="navbar-brand">
+        <a class="navbar-link" href="../index.html">dsBase</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
+      </span>
+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav"><li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+      </ul><ul class="nav navbar-nav navbar-right"></ul></div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+
+
+      </header><div class="row">
+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>generates subset tables from a data frame</h1>
+
+    <div class="hidden name"><code>subsetByClassHelper2.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>This is an internal function called by the function 'subsetByClassDS'</p>
+    </div>
+
+    <div id="ref-usage">
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">subsetByClassHelper2</span><span class="op">(</span>df <span class="op">=</span> <span class="cn">NULL</span>, iter <span class="op">=</span> <span class="cn">NULL</span>, filter <span class="op">=</span> <span class="cn">NULL</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div id="arguments">
+    <h2>Arguments</h2>
+
+
+<dl><dt id="arg-df">df<a class="anchor" aria-label="anchor" href="#arg-df"></a></dt>
+<dd><p>a data frame.</p></dd>
+
+
+<dt id="arg-iter">iter<a class="anchor" aria-label="anchor" href="#arg-iter"></a></dt>
+<dd><p>the indices of columns to loop trough.</p></dd>
+
+
+<dt id="arg-filter">filter<a class="anchor" aria-label="anchor" href="#arg-filter"></a></dt>
+<dd><p>the minimum number of observations (i.e. rows) that are allowed.</p></dd>
+
+</dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>a list which contains the subsets, their names and an integer that indicates how many columns were
+not factors.</p>
+    </div>
+    <div id="details">
+    <h2>Details</h2>
+    <p>The function generates subsets if the input of 'subsetByClassDS' is a data frame
+and if the number variables(columns) to subset by are greater than 1; i.e. this
+function is called if the user specified more than one variable or no variable to subset by
+(if no variables are specified the function 'subsetByClassDS' produces a subset for each category
+in each variable).</p>
+    </div>
+    <div id="author">
+    <h2>Author</h2>
+    <p>Gaye, A.</p>
+    </div>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top"><h2 data-toc-skip>Contents</h2>
+    </nav></div>
+</div>
+
+
+      <footer><div class="copyright">
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
+</div>
+
+<div class="pkgdown">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
+</div>
+
+      </footer></div>
+
+
+
+
+
+
+  </body></html>
+
diff --git a/docs/reference/subsetDS.html b/docs/reference/subsetDS.html
new file mode 100644
index 00000000..8bc2f861
--- /dev/null
+++ b/docs/reference/subsetDS.html
@@ -0,0 +1,142 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>Generates a valid subset of a table or a vector — subsetDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="Generates a valid subset of a table or a vector — subsetDS"><meta property="og:description" content="The function uses the R classical subsetting with squared brackets '[]' and allows also to
+subset using a logical oprator and a threshold. The object to subset from must be a vector (factor, numeric
+or charcater) or a table (data.frame or matrix)."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
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+      <span class="navbar-brand">
+        <a class="navbar-link" href="../index.html">dsBase</a>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.3.3</span>
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+    </div>
+
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav"><li>
+  <a href="../reference/index.html">Reference</a>
+</li>
+      </ul><ul class="nav navbar-nav navbar-right"></ul></div><!--/.nav-collapse -->
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+  <div class="col-md-9 contents">
+    <div class="page-header">
+    <h1>Generates a valid subset of a table or a vector</h1>
+
+    <div class="hidden name"><code>subsetDS.Rd</code></div>
+    </div>
+
+    <div class="ref-description">
+    <p>The function uses the R classical subsetting with squared brackets '[]' and allows also to
+subset using a logical oprator and a threshold. The object to subset from must be a vector (factor, numeric
+or charcater) or a table (data.frame or matrix).</p>
+    </div>
+
+    <div id="ref-usage">
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">subsetDS</span><span class="op">(</span></span>
+<span>  dt <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  complt <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  rs <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  cs <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  lg <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  th <span class="op">=</span> <span class="cn">NULL</span>,</span>
+<span>  varname <span class="op">=</span> <span class="cn">NULL</span></span>
+<span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div id="arguments">
+    <h2>Arguments</h2>
+
+
+<dl><dt id="arg-dt">dt<a class="anchor" aria-label="anchor" href="#arg-dt"></a></dt>
+<dd><p>a string character, the name of the dataframe or the factor vector and the range of the subset.</p></dd>
+
+
+<dt id="arg-complt">complt<a class="anchor" aria-label="anchor" href="#arg-complt"></a></dt>
+<dd><p>a boolean that tells if the subset to subset should include only complete cases</p></dd>
+
+
+<dt id="arg-rs">rs<a class="anchor" aria-label="anchor" href="#arg-rs"></a></dt>
+<dd><p>a vector of two integers that give the range of rows de extract.</p></dd>
+
+
+<dt id="arg-cs">cs<a class="anchor" aria-label="anchor" href="#arg-cs"></a></dt>
+<dd><p>a vector of two integers or one or more characters; the indices of the columns to extract or the names of the columns (i.e.
+names of the variables to extract).</p></dd>
+
+
+<dt id="arg-lg">lg<a class="anchor" aria-label="anchor" href="#arg-lg"></a></dt>
+<dd><p>a character, the logical parameter to use if the user wishes to subset a vector using a logical
+operator. This parameter is ignored if the input data is not a vector.</p></dd>
+
+
+<dt id="arg-th">th<a class="anchor" aria-label="anchor" href="#arg-th"></a></dt>
+<dd><p>a numeric, the threshold to use in conjunction with the logical parameter. This parameter is ignored
+if the input data is not a vector.</p></dd>
+
+
+<dt id="arg-varname">varname<a class="anchor" aria-label="anchor" href="#arg-varname"></a></dt>
+<dd><p>a character, if the input data is a table, if this parameter is provided along with the 'logical' and 'threshold'
+parameters, a subtable is based the threshold applied to the speicified variable. This parameter is however ignored if the parameter
+'rows' and/or 'cols' are provided.</p></dd>
+
+</dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>a subset of the vector, matric or dataframe as specified is stored on the server side</p>
+    </div>
+    <div id="details">
+    <h2>Details</h2>
+    <p>If the input data is a table: The user specifies the rows and/or columns to include in the subset if the input
+object is a table; the columns can be refered to by their names. The name of a vector (i.e. a variable) can also be provided
+with a logical operator and a threshold (see example 3).
+If the input data is a vector:  when the parameters 'rows', 'logical' and 'threshold' are all provided the last two are ignored (
+'rows' has precedence over the other two parameters then).
+If the requested subset is not valid (i.e. contains less than the allowed
+number of observations), the subset is not generated, rather a table or a vector of missing values is generated to allow
+for any subsequent process using the output of the function to proceed after informing the user via a message.</p>
+    </div>
+    <div id="author">
+    <h2>Author</h2>
+    <p>Gaye, A.</p>
+    </div>
+
+  </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top"><h2 data-toc-skip>Contents</h2>
+    </nav></div>
+</div>
+
+
+      <footer><div class="copyright">
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
+</div>
+
+<div class="pkgdown">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
+</div>
+
+      </footer></div>
+
+
+
+
+
+
+  </body></html>
+
diff --git a/docs/reference/table1DDS.html b/docs/reference/table1DDS.html
index 5a7648bf..f39a4ded 100644
--- a/docs/reference/table1DDS.html
+++ b/docs/reference/table1DDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -65,7 +65,7 @@ <h2>Value</h2>
     <div id="details">
     <h2>Details</h2>
     <p>It generates a 1-dimensional tables where valid (non-disclosive) 1-dimensional tables are defined
-as data from sources where no table cells have counts between 1 and the set threshold. When the ouput table
+as data from sources where no table cells have counts between 1 and the set threshold. When the output table
 is invalid all cells but the total count are replaced by missing values. Only the total count is visible
 on the table returned to the client site. A message is also returned with the 1-dimensional; the message
 says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.</p>
@@ -83,11 +83,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/table2DDS.html b/docs/reference/table2DDS.html
index 38793ea2..25d9bf3d 100644
--- a/docs/reference/table2DDS.html
+++ b/docs/reference/table2DDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -69,7 +69,7 @@ <h2>Value</h2>
     <div id="details">
     <h2>Details</h2>
     <p>It generates 2-dimensional contingency tables where valid (non-disclosive) tables are defined
-as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the ouput table
+as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the output table
 is invalid all cells except the total counts are replaced by missing values. Only the total counts are visible
 on the table returned to the client side. A message is also returned with the 2-dimensional table; the message
 says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.</p>
@@ -87,11 +87,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/tableDS.assign.html b/docs/reference/tableDS.assign.html
index 3187bdc8..28fc9a8f 100644
--- a/docs/reference/tableDS.assign.html
+++ b/docs/reference/tableDS.assign.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -135,11 +135,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/tableDS.html b/docs/reference/tableDS.html
index 764d8bf5..42329283 100644
--- a/docs/reference/tableDS.html
+++ b/docs/reference/tableDS.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -139,11 +139,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/tableDS2.html b/docs/reference/tableDS2.html
index f9dfd6a4..222ccd49 100644
--- a/docs/reference/tableDS2.html
+++ b/docs/reference/tableDS2.html
@@ -18,7 +18,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -109,11 +109,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/tapplyDS.assign.html b/docs/reference/tapplyDS.assign.html
index 2cdeed12..13c60a52 100644
--- a/docs/reference/tapplyDS.assign.html
+++ b/docs/reference/tapplyDS.assign.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -93,11 +93,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/tapplyDS.html b/docs/reference/tapplyDS.html
index 92ee924d..41ecad0a 100644
--- a/docs/reference/tapplyDS.html
+++ b/docs/reference/tapplyDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -93,11 +93,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/testObjExistsDS.html b/docs/reference/testObjExistsDS.html
index 291de822..6f54fcf3 100644
--- a/docs/reference/testObjExistsDS.html
+++ b/docs/reference/testObjExistsDS.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>testObjExistsDS — testObjExistsDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="testObjExistsDS — testObjExistsDS"><meta property="og:description" content="The serverside function called by ds.testObjExists"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>testObjExistsDS — testObjExistsDS • dsBase</title><!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.1/jquery.min.js" integrity="sha512-v2CJ7UaYy4JwqLDIrZUI/4hqeoQieOmAZNXBeQyjo21dadnwR+8ZaIJVT8EE2iyI61OV8e6M8PP2/4hpQINQ/g==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><!-- Bootstrap --><link href="https://cdnjs.cloudflare.com/ajax/libs/bootswatch/3.4.0/simplex/bootstrap.min.css" rel="stylesheet" crossorigin="anonymous"><script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="../bootstrap-toc.css"><script src="../bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet"><script src="../pkgdown.js"></script><meta property="og:title" content="testObjExistsDS — testObjExistsDS"><meta property="og:description" content="The server-side function called by ds.testObjExists"><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]--></head><body data-spy="scroll" data-target="#toc">
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -40,7 +40,7 @@ <h1>testObjExistsDS</h1>
     </div>
 
     <div class="ref-description">
-    <p>The serverside function called by ds.testObjExists</p>
+    <p>The server-side function called by ds.testObjExists</p>
     </div>
 
     <div id="ref-usage">
@@ -52,10 +52,14 @@ <h2>Arguments</h2>
 
 
 <dl><dt id="arg-test-obj-name">test.obj.name<a class="anchor" aria-label="anchor" href="#arg-test-obj-name"></a></dt>
-<dd><p>a clientside provided character string specifying the variable
+<dd><p>a client-side provided character string specifying the variable
 whose presence is to be tested in each data source</p></dd>
 
 </dl></div>
+    <div id="value">
+    <h2>Value</h2>
+    <p>List with `test.obj.exists` and `test.obj.class`</p>
+    </div>
     <div id="details">
     <h2>Details</h2>
     <p>Tests whether a given object exists in
@@ -76,11 +80,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/unListDS.html b/docs/reference/unListDS.html
index 40d7a6bf..27c8407d 100644
--- a/docs/reference/unListDS.html
+++ b/docs/reference/unListDS.html
@@ -19,7 +19,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -104,11 +104,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/uniqueDS.html b/docs/reference/uniqueDS.html
index 89f5f476..58530d79 100644
--- a/docs/reference/uniqueDS.html
+++ b/docs/reference/uniqueDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/varDS.html b/docs/reference/varDS.html
index 5f159a02..8c1e08e6 100644
--- a/docs/reference/varDS.html
+++ b/docs/reference/varDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -80,11 +80,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/reference/vectorDS.html b/docs/reference/vectorDS.html
index 10a9cc40..9297d620 100644
--- a/docs/reference/vectorDS.html
+++ b/docs/reference/vectorDS.html
@@ -17,7 +17,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">dsBase</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0.9000</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="">6.4.0-9000</span>
       </span>
     </div>
 
@@ -77,11 +77,11 @@ <h2>Author</h2>
 
 
       <footer><div class="copyright">
-  <p></p><p>Developed by DataSHIELD Developers.</p>
+  <p></p><p>Developed by Paul Burton, Rebecca Wilson, Olly Butters, Patricia Ryser-Welch, Alex Westerberg, Leire Abarrategui, Roberto Villegas-Diaz, Demetris Avraam, Yannick Marcon, Stuart Wheater.</p>
 </div>
 
 <div class="pkgdown">
-  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.1.</p>
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.1.3.</p>
 </div>
 
       </footer></div>
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index 71744800..72d2ea88 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -6,6 +6,7 @@
 <url><loc>/reference/BooleDS.html</loc></url>
 <url><loc>/reference/absDS.html</loc></url>
 <url><loc>/reference/asCharacterDS.html</loc></url>
+<url><loc>/reference/asDataFrameDS.html</loc></url>
 <url><loc>/reference/asDataMatrixDS.html</loc></url>
 <url><loc>/reference/asFactorDS1.html</loc></url>
 <url><loc>/reference/asFactorDS2.html</loc></url>
@@ -134,7 +135,6 @@
 <url><loc>/reference/subsetByClassDS.html</loc></url>
 <url><loc>/reference/subsetByClassHelper1.html</loc></url>
 <url><loc>/reference/subsetByClassHelper2.html</loc></url>
-<url><loc>/reference/subsetByClassHelper3.html</loc></url>
 <url><loc>/reference/subsetDS.html</loc></url>
 <url><loc>/reference/table1DDS.html</loc></url>
 <url><loc>/reference/table2DDS.html</loc></url>
diff --git a/inst/DATASHIELD b/inst/DATASHIELD
new file mode 100644
index 00000000..cacfc42b
--- /dev/null
+++ b/inst/DATASHIELD
@@ -0,0 +1,163 @@
+AggregateMethods:
+    asFactorDS1,
+    asListDS,
+    aucDS,
+    boxPlotGGDS,
+    checkNegValueDS,
+    classDS,
+    colnamesDS,
+    corTestDS,
+    corDS,
+    covDS,
+    dataFrameSubsetDS1,
+    densityGridDS,
+    extractQuantilesDS1,
+    extractQuantilesDS2,
+    dimDS,
+    gamlssDS,
+    glmDS1,
+    glmDS2,
+    glmerSLMADS2,
+    glmPredictDS.ag,
+    glmSLMADS1,
+    glmSLMADS2,
+    glmSummaryDS.ag,
+    heatmapPlotDS,
+    hetcorDS,
+    histogramDS1,
+    histogramDS2,
+    isNaDS,
+    isValidDS,
+    kurtosisDS1,
+    kurtosisDS2,
+    lengthDS,
+    levelsDS,
+    lexisDS1,
+    listDisclosureSettingsDS,
+    lmerSLMADS2,
+    lsDS,
+    matrixDetDS1,
+    meanDS,
+    meanSdGpDS,
+    messageDS,
+    metadataDS,
+    miceDS,
+    minMaxRandDS,
+    namesDS,
+    numNaDS,
+    quantileMeanDS,
+    rangeDS,
+    ranksSecureDS1,
+    ranksSecureDS3,
+    rmDS,
+    scatterPlotDS,
+    scoreVectDS,
+    setSeedDS,
+    skewnessDS1,
+    skewnessDS2,
+    table1DDS,
+    table2DDS,
+    tableDS,
+    tableDS2,
+    tapplyDS,
+    testObjExistsDS,
+    varDS,
+    exists=base::exists,
+    is.character=base::is.character,
+    is.factor=base::is.factor,
+    is.list=base::is.list,
+    is.null=base::is.null,
+    is.numeric=base::is.numeric,
+    NROW=base::NROW,
+    t.test=stats::t.test
+AssignMethods:
+    absDS,
+    asCharacterDS,
+    asDataMatrixDS,
+    asFactorDS2,
+    asFactorSimpleDS,
+    asIntegerDS,
+    asListDS,
+    asLogicalDS,
+    asMatrixDS,
+    asNumericDS,
+    blackBoxDS,
+    blackBoxRanksDS,
+    BooleDS,
+    boxPlotGG_data_TreatmentDS,
+    boxPlotGG_data_Treatment_numericDS,
+    bp_standardsDS,
+    cbindDS,
+    cDS,
+    changeRefGroupDS,
+    completeCasesDS,
+    dataFrameDS,
+    dataFrameFillDS,
+    dataFrameSortDS,
+    dataFrameSubsetDS2,
+    dmtC2SDS,
+    elsplineDS,
+    glmerSLMADS.assign,
+    glmPredictDS.as,
+    glmSLMADS.assign,
+    glmSummaryDS.as,
+    getWGSRDS,
+    igb_standardsDS,
+    listDS,
+    lexisDS2,
+    lexisDS3,
+    lmerSLMADS.assign,
+    lsplineDS,
+    matrixDetDS2,
+    matrixDiagDS,
+    matrixDimnamesDS,
+    matrixDS,
+    matrixInvertDS,
+    matrixMultDS,
+    matrixTransposeDS,
+    mergeDS,
+    nsDS,
+    qlsplineDS,
+    ranksSecureDS2,
+    ranksSecureDS4,
+    ranksSecureDS5,
+    rbindDS,
+    rBinomDS,
+    recodeLevelsDS,
+    recodeValuesDS,
+    repDS,
+    replaceNaDS,
+    reShapeDS,
+    rNormDS,
+    rowColCalcDS,
+    rPoisDS,
+    rUnifDS,
+    sampleDS,
+    seqDS,
+    sqrtDS,
+    subsetByClassDS,
+    subsetDS,
+    tableDS.assign,
+    tapplyDS.assign,
+    uniqueDS,
+    unListDS,
+    vectorDS,
+    as.character=base::as.character,
+    as.null=base::as.null,
+    as.numeric=base::as.numeric,
+    attach=base::attach,
+    c=dsBase::vectorDS,
+    complete.cases=stats::complete.cases,
+    list=base::list,
+    exp=base::exp,
+    log=base::log,
+    sqrt=base::sqrt,
+    abs=base::abs,
+    sin=base::sin,
+    cos=base::cos,
+    tan=base::tan,
+    asin=base::asin,
+    acos=base::acos,
+    atan=base::atan,
+    sum=base::sum,
+    unlist=base::unlist
\ No newline at end of file
diff --git a/man/BooleDS.Rd b/man/BooleDS.Rd
index 876620c4..162f00e1 100644
--- a/man/BooleDS.Rd
+++ b/man/BooleDS.Rd
@@ -26,8 +26,9 @@ that could legally be passed
 from client to server via DataSHIELD parser}
 
 \item{na.assign.text}{A character string taking values 'NA', '1' or '0'. If 'NA'
-then any NA values in the input vector remain as NAs in the output vector. If '1' 
-or '0' NA values in the input vector are all converted to 1 or 0 respectively.}
+then any NA values in the
+input vector remain as NAs in the output vector. If '1' or '0' NA values in the
+input vector are all converted to 1 or 0 respectively.}
 
 \item{numeric.output}{a TRUE/FALSE indicator defaulting to TRUE determining whether
 the final output variable
diff --git a/man/absDS.Rd b/man/absDS.Rd
index 84ea8c0a..633845dc 100644
--- a/man/absDS.Rd
+++ b/man/absDS.Rd
@@ -12,7 +12,7 @@ absDS(x)
 \value{
 the object specified by the \code{newobj} argument
 of \code{ds.abs} (or default name \code{abs.newobj})
-which is written to the serverside. The output object is of class numeric 
+which is written to the serverside. The output object is of class numeric
 or integer.
 }
 \description{
diff --git a/man/asDataFrameDS.Rd b/man/asDataFrameDS.Rd
index ceb08741..8e1b1029 100644
--- a/man/asDataFrameDS.Rd
+++ b/man/asDataFrameDS.Rd
@@ -1,11 +1,9 @@
 % Generated by roxygen2: do not edit by hand
-% Please edit documentation in R/asDataFrameDS.R, R/asDataMatrixDS.R
+% Please edit documentation in R/asDataFrameDS.R
 \name{asDataFrameDS}
 \alias{asDataFrameDS}
 \title{asDataFrameDS a serverside assign function called by ds.asDataFrame}
 \usage{
-asDataFrameDS(x.name)
-
 asDataFrameDS(x.name)
 }
 \arguments{
@@ -15,24 +13,15 @@ usually specified directly by <x.name> argument of the clientside function
 \code{ds.asDataFrame}}
 }
 \value{
-the object specified by the <newobj> argument (or its default name
-"asdataframe.newobj") which is written to the serverside. For further
-details see help on the clientside function \code{ds.asDataMatrix}
-
 the object specified by the <newobj> argument (or its default name
 "asdataframe.newobj") which is written to the serverside. For further
 details see help on the clientside function \code{ds.asDataMatrix}
 }
 \description{
-Coerces an R object into a matrix maintaining original
-class for all columns in data.frames.
-
 Coerces an R object into a matrix maintaining original
 class for all columns in data.frames.
 }
 \details{
-This assign function is based on the native R function \code{data.frame}
-
 This assign function is based on the native R function \code{data.frame}
 }
 \author{
diff --git a/man/asDataMatrixDS.Rd b/man/asDataMatrixDS.Rd
new file mode 100644
index 00000000..31cf5407
--- /dev/null
+++ b/man/asDataMatrixDS.Rd
@@ -0,0 +1,29 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/asDataMatrixDS.R
+\name{asDataMatrixDS}
+\alias{asDataMatrixDS}
+\title{asDataFrameDS a serverside assign function called by ds.asDataFrame}
+\usage{
+asDataMatrixDS(x.name)
+}
+\arguments{
+\item{x.name}{the name of the input object to be coerced to class
+data.frame. Must be specified in inverted commas. But this argument is
+usually specified directly by <x.name> argument of the clientside function
+\code{ds.asDataFrame}}
+}
+\value{
+the object specified by the <newobj> argument (or its default name
+"asdataframe.newobj") which is written to the serverside. For further
+details see help on the clientside function \code{ds.asDataMatrix}
+}
+\description{
+Coerces an R object into a matrix maintaining original
+class for all columns in data.frames.
+}
+\details{
+This assign function is based on the native R function \code{data.frame}
+}
+\author{
+Tim Cadman
+}
diff --git a/man/boxPlotGGDS.Rd b/man/boxPlotGGDS.Rd
index a3c17333..3633b943 100644
--- a/man/boxPlotGGDS.Rd
+++ b/man/boxPlotGGDS.Rd
@@ -19,8 +19,6 @@ boxPlotGGDS(data_table, group = NULL, group2 = NULL)
 \item{group2}{\code{character} (default \code{NULL}) Name of the second grouping variable.}
 }
 \value{
-\cr
-
 \code{list} with: \cr
 -\code{data frame} Geometrical parameters (identity stats of ggplot) \cr
 -\code{character} Type of plot (single_group, double_group or no_group) \cr
diff --git a/man/checkPermissivePrivacyControlLevel.Rd b/man/checkPermissivePrivacyControlLevel.Rd
index 0399948d..55894043 100644
--- a/man/checkPermissivePrivacyControlLevel.Rd
+++ b/man/checkPermissivePrivacyControlLevel.Rd
@@ -9,8 +9,11 @@ checkPermissivePrivacyControlLevel(privacyControlLevels)
 \arguments{
 \item{privacyControlLevels}{is a vector of strings which contains the privacy control level names which are permitted by the calling method.}
 }
+\value{
+No return value, called for side effects
+}
 \description{
-This serverside function check that the server is running in "permissive" privacy control level.
+This server-side function check that the server is running in "permissive" privacy control level.
 }
 \details{
 Tests whether the R option "datashield.privacyControlLevel" is set to "permissive", if it isn't
@@ -18,5 +21,5 @@ will cause a call to stop() with the message "BLOCKED: The server is running in
 has caused this method to be blocked".
 }
 \author{
-Wheater, Dr SM., DataSHIELD Team.
+Wheater, Dr SM., DataSHIELD Development Team.
 }
diff --git a/man/covDS.Rd b/man/covDS.Rd
index cf8b8158..25b7d527 100644
--- a/man/covDS.Rd
+++ b/man/covDS.Rd
@@ -23,7 +23,7 @@ two variables.}
 a list that includes a matrix with elements the sum of products between each two variables, a matrix with
 elements the sum of the values of each variable, a matrix with elements the number of complete cases in each
 pair of variables, a list with the number of missing values in each variable separately (columnwise) and the number
-of missing values casewise or pairwise depending on the arqument \code{use}, and an error message which indicates
+of missing values casewise or pairwise depending on the argument \code{use}, and an error message which indicates
 whether or not the input variables pass the disclosure controls. The first disclosure control checks that the number
 of variables is not bigger than a percentage of the individual-level records (the allowed percentage is pre-specified
 by the 'nfilter.glm'). The second disclosure control checks that none of them is dichotomous with a level having fewer
diff --git a/man/extract.Rd b/man/extract.Rd
deleted file mode 100644
index 4f2c17b2..00000000
--- a/man/extract.Rd
+++ /dev/null
@@ -1,21 +0,0 @@
-% Generated by roxygen2: do not edit by hand
-% Please edit documentation in R/extract.R
-\name{extract}
-\alias{extract}
-\title{Splits character by '$' and returns the single characters}
-\usage{
-extract(input)
-}
-\arguments{
-\item{input}{a vector or a list of characters}
-}
-\value{
-a vector of characters
-}
-\description{
-This is an internal function.
-}
-\details{
-Not required
-}
-\keyword{internal}
diff --git a/man/glmDS1.Rd b/man/glmDS1.Rd
index 83f49cc7..e0b0b332 100644
--- a/man/glmDS1.Rd
+++ b/man/glmDS1.Rd
@@ -21,8 +21,11 @@ variables U on x,y and Z}
 optional character string specifying a data.frame object holding the data to be
 analysed under the specified model}
 }
+\value{
+List with values from GLM model.
+}
 \description{
-This is the first serverside aggregate function called by ds.glm
+This is the first server-side aggregate function called by ds.glm
 }
 \details{
 It is an
diff --git a/man/glmDS2.Rd b/man/glmDS2.Rd
index e957af0c..36731d5f 100644
--- a/man/glmDS2.Rd
+++ b/man/glmDS2.Rd
@@ -23,8 +23,11 @@ vector of regression coefficients at the current iteration}
 \item{dataName}{an optional character string specifying a data.frame object holding
 the data to be analysed under the specified model same}
 }
+\value{
+List with values from GLM model
+}
 \description{
-This is the second serverside aggregate function called by ds.glm.
+This is the second server-side aggregate function called by ds.glm.
 }
 \details{
 It is an aggregate function that uses the model structure and starting
diff --git a/man/heatmapPlotDS.Rd b/man/heatmapPlotDS.Rd
index 9876a65b..950dbace 100644
--- a/man/heatmapPlotDS.Rd
+++ b/man/heatmapPlotDS.Rd
@@ -11,7 +11,7 @@ heatmapPlotDS(x, y, k, noise, method.indicator)
 
 \item{y}{the name of a numeric vector, the y-variable.}
 
-\item{k}{the number of the nearest neghbours for which their centroid is calculated if the 
+\item{k}{the number of the nearest neighbours for which their centroid is calculated if the 
 \code{method.indicator} is equal to 1 (i.e. deterministic method).}
 
 \item{noise}{the percentage of the initial variance that is used as the variance of the embedded
diff --git a/man/histogramDS1.Rd b/man/histogramDS1.Rd
index a895e31e..a8e8a551 100644
--- a/man/histogramDS1.Rd
+++ b/man/histogramDS1.Rd
@@ -14,7 +14,7 @@ control that is used for the generation of the histogram. If the value is equal
 'smallCellsRule' is used. If the value is equal to 2 then the 'deterministic' method is used.
 If the value is set to 3 then the 'probabilistic' method is used.}
 
-\item{k}{the number of the nearest neghbours for which their centroid is calculated if the 
+\item{k}{the number of the nearest neighbours for which their centroid is calculated if the 
 \code{method.indicator} is equal to 2 (i.e. deterministic method).}
 
 \item{noise}{the percentage of the initial variance that is used as the variance of the embedded
@@ -27,7 +27,7 @@ a numeric vector which contains the minimum and the maximum values of the vector
 this function returns the minimum and maximum of the input numeric vector which
 depends on the argument \code{method.indicator}. If the method.indicator is set to 1 (i.e. the 
 'smallCellsRule' is used) the computed minimum and maximum values are multiplied by a very small
-random number. If the method.indicator is set to 2 (i.e. the 'deteministic' method is used) the 
+random number. If the method.indicator is set to 2 (i.e. the 'deterministic' method is used) the 
 function returns the minimum and maximum values of the vector with the scaled centroids. If the
 method.indicator is set to 3 (i.e. the 'probabilistic' method is used) the function returns the
 minimum and maximum values of the generated 'noisy' vector.
diff --git a/man/histogramDS2.Rd b/man/histogramDS2.Rd
index 866ec6a5..76bf8ea3 100644
--- a/man/histogramDS2.Rd
+++ b/man/histogramDS2.Rd
@@ -20,7 +20,7 @@ control that is used for the generation of the histogram. If the value is equal
 'smallCellsRule' is used. If the value is equal to 2 then the 'deterministic' method is used.
 If the value is set to 3 then the 'probabilistic' method is used.}
 
-\item{k}{the number of the nearest neghbours for which their centroid is calculated if the 
+\item{k}{the number of the nearest neighbours for which their centroid is calculated if the 
 \code{method.indicator} is equal to 2 (i.e. deterministic method).}
 
 \item{noise}{the percentage of the initial variance that is used as the variance of the embedded
diff --git a/man/lexisDS1.Rd b/man/lexisDS1.Rd
index bd252984..da419723 100644
--- a/man/lexisDS1.Rd
+++ b/man/lexisDS1.Rd
@@ -9,8 +9,11 @@ lexisDS1(exitCol = NULL)
 \arguments{
 \item{exitCol}{a character string specifying the variable holding the time that each individual is censored or fails}
 }
+\value{
+List with `max.time`
+}
 \description{
-The first serverside function called by ds.lexis.
+The first server-side function called by ds.lexis.
 }
 \details{
 This is an aggregate function.
diff --git a/man/lexisDS2.Rd b/man/lexisDS2.Rd
index 682f3545..9b943bb1 100644
--- a/man/lexisDS2.Rd
+++ b/man/lexisDS2.Rd
@@ -27,7 +27,7 @@ expanded data}
 time in any of the sources}
 
 \item{idCol}{a clientside generated character string specifying the variable
-holding the IDs of indivuals in the data set to be expanded}
+holding the IDs of individuals in the data set to be expanded}
 
 \item{entryCol}{a clientside specified character string identifying the variable
 holding the time that each individual starts follow up}
@@ -43,6 +43,9 @@ column names of additional variables to include in the
 final expanded table. If the 'variables' argument is not set (is null) but the
 'data' argument is set the full data.frame will be expanded and carried forward}
 }
+\value{
+List with `expanded.table`
+}
 \description{
 The second serverside function called by ds.lexis.
 }
@@ -53,7 +56,7 @@ the expanded dataframe containing surival data for a piecewise exponential
 regression. lexisDS2 also
 carries out a series of disclosure checks and if the arguments or data fail any of
 those tests,
-creation of the exapanded dataframe is blocked and an appropriate serverside error
+creation of the expanded dataframe is blocked and an appropriate serverside error
 message is stored.
 For more details see the extensive header for ds.lexis.
 }
diff --git a/man/lexisDS3.Rd b/man/lexisDS3.Rd
index ea46ffac..42eb9688 100644
--- a/man/lexisDS3.Rd
+++ b/man/lexisDS3.Rd
@@ -7,6 +7,9 @@ lexisDS3}
 \usage{
 lexisDS3()
 }
+\value{
+Data frame with `messageobj` object
+}
 \description{
 The third serverside function called by ds.lexis.
 }
diff --git a/man/listDisclosureSettingsDS.Rd b/man/listDisclosureSettingsDS.Rd
index d1e2ef50..62c5e9e4 100644
--- a/man/listDisclosureSettingsDS.Rd
+++ b/man/listDisclosureSettingsDS.Rd
@@ -6,6 +6,9 @@
 \usage{
 listDisclosureSettingsDS()
 }
+\value{
+List with DataSHIELD disclosure settings
+}
 \description{
 This serverside function is an aggregate function that is called by the
 ds.listDisclosureSettings
diff --git a/man/matrixMultDS.Rd b/man/matrixMultDS.Rd
index 0ec25ce8..cac0958e 100644
--- a/man/matrixMultDS.Rd
+++ b/man/matrixMultDS.Rd
@@ -22,7 +22,7 @@ Calculates the matrix product of two matrices and writes output to serverside
 }
 \details{
 Undertakes standard matrix multiplication where with input matrices A and B with
-dimensions A: mxn and B: nxp the output C has dimensions mxp and each elemnt C[i,j] has
+dimensions A: mxn and B: nxp the output C has dimensions mxp and each element C[i,j] has
 value equal to the dot product of row i of A and column j of B where the dot product
 is obtained as sum(A[i,1]*B[1,j] + A[i,2]*B[2,j] + .... + A[i,n]*B[n,j]). This calculation
 is only valid if the number of columns of A is the same as the number of rows of B
diff --git a/man/meanSdGpDS.Rd b/man/meanSdGpDS.Rd
index 62adf441..0b7cc1d5 100644
--- a/man/meanSdGpDS.Rd
+++ b/man/meanSdGpDS.Rd
@@ -7,14 +7,17 @@
 meanSdGpDS(X, INDEX)
 }
 \arguments{
-\item{X}{a clientside supplied character string identifying the variable for which
+\item{X}{a client-side supplied character string identifying the variable for which
 means/SDs are to be calculated}
 
-\item{INDEX}{a clientside supplied character string identifying the factor across
+\item{INDEX}{a client-side supplied character string identifying the factor across
 which means/SDs are to be calculated}
 }
+\value{
+List with results from the group statistics
+}
 \description{
-Serverside function called by ds.meanSdGp
+Server-side function called by ds.meanSdGp
 }
 \details{
 Computes the mean and standard deviation across groups defined by one
diff --git a/man/rangeDS.Rd b/man/rangeDS.Rd
index 44716f88..9d0f13fa 100644
--- a/man/rangeDS.Rd
+++ b/man/rangeDS.Rd
@@ -13,7 +13,7 @@ rangeDS(xvect)
 a numeric vector which contains the minimum and the maximum values of the vector
 }
 \description{
-this function is similar to R function \code{range} but instead to not return 
+this function is similar to R function \code{range} but instead to not return
 the real minimum and maximum, the computed values are multiplied by a very small random number.
 }
 \author{
diff --git a/man/scatterPlotDS.Rd b/man/scatterPlotDS.Rd
index b0beea90..7b2709fd 100644
--- a/man/scatterPlotDS.Rd
+++ b/man/scatterPlotDS.Rd
@@ -15,7 +15,7 @@ scatterPlotDS(x, y, method.indicator, k, noise)
 method in the client side function the method.indicator is set to 1 while if the user selects
 the probabilistic method this argument is set to 2.}
 
-\item{k}{the number of the nearest neghbours for which their centroid is calculated if the
+\item{k}{the number of the nearest neighbours for which their centroid is calculated if the
 deterministic method is selected.}
 
 \item{noise}{the percentage of the initial variance that is used as the variance of the embedded
diff --git a/man/setFilterDS.Rd b/man/setFilterDS.Rd
deleted file mode 100644
index 3d319dd2..00000000
--- a/man/setFilterDS.Rd
+++ /dev/null
@@ -1,26 +0,0 @@
-% Generated by roxygen2: do not edit by hand
-% Please edit documentation in R/setFilterDS.R
-\name{setFilterDS}
-\alias{setFilterDS}
-\title{Sets the privacy level}
-\usage{
-setFilterDS(x = getOption("datashield.privacyLevel", default = 5))
-}
-\arguments{
-\item{x}{a dummy argument}
-}
-\value{
-an integer between 1 and 5
-}
-\description{
-This is an internal function that set the number of observation
-that are allowed in any table or vector. The function gets the value from the data repository
-and if no value was set it uses the default value 5.
-}
-\details{
-The function is called by server side functios
-}
-\author{
-Gaye, A.
-}
-\keyword{internal}
diff --git a/man/table1DDS.Rd b/man/table1DDS.Rd
index b44f19c4..950ff239 100644
--- a/man/table1DDS.Rd
+++ b/man/table1DDS.Rd
@@ -19,7 +19,7 @@ This function generates a 1-dimensional table where potentially disclosive cells
 }
 \details{
 It generates a 1-dimensional tables where valid (non-disclosive) 1-dimensional tables are defined 
-as data from sources where no table cells have counts between 1 and the set threshold. When the ouput table
+as data from sources where no table cells have counts between 1 and the set threshold. When the output table
 is invalid all cells but the total count are replaced by missing values. Only the total count is visible 
 on the table returned to the client site. A message is also returned with the 1-dimensional; the message 
 says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.
diff --git a/man/table2DDS.Rd b/man/table2DDS.Rd
index 962309c5..2e760e28 100644
--- a/man/table2DDS.Rd
+++ b/man/table2DDS.Rd
@@ -21,7 +21,7 @@ This function generates a 2-dimensional contingency table where potentially disc
 }
 \details{
 It generates 2-dimensional contingency tables where valid (non-disclosive) tables are defined
-as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the ouput table
+as those where none of their cells have counts between 1 and the set threshold "nfilter.tab". When the output table
 is invalid all cells except the total counts are replaced by missing values. Only the total counts are visible
 on the table returned to the client side. A message is also returned with the 2-dimensional table; the message
 says "invalid table - invalid counts present" if the table is invalid and 'valid table' otherwise.
diff --git a/man/testObjExistsDS.Rd b/man/testObjExistsDS.Rd
index 5a54f844..3c49f15c 100644
--- a/man/testObjExistsDS.Rd
+++ b/man/testObjExistsDS.Rd
@@ -7,11 +7,14 @@
 testObjExistsDS(test.obj.name = NULL)
 }
 \arguments{
-\item{test.obj.name}{a clientside provided character string specifying the variable
+\item{test.obj.name}{a client-side provided character string specifying the variable
 whose presence is to be tested in each data source}
 }
+\value{
+List with `test.obj.exists` and `test.obj.class`
+}
 \description{
-The serverside function called by ds.testObjExists
+The server-side function called by ds.testObjExists
 }
 \details{
 Tests whether a given object exists in
diff --git a/tests/testthat/data_files/ANTHRO/anthro1.csv b/tests/testthat/data_files/ANTHRO/anthro1.csv
deleted file mode 100644
index 5dcfa720..00000000
--- a/tests/testthat/data_files/ANTHRO/anthro1.csv
+++ /dev/null
@@ -1,874 +0,0 @@
-,age,sex,weight,height,muac
-1,6,1,7.3,65,14.6
-2,42,2,12.5,89.5,15.6
-3,23,1,10.6,78.1,14.9
-4,18,1,12.8,81.5,16
-5,52,1,12.1,87.3,15.2
-6,36,2,16.9,93,19
-7,30,2,12.5,82.2,16.6
-8,48,1,16.3,99,15.4
-9,29,1,11,82,13.5
-10,54,1,14.2,85.9,15.1
-11,11,2,6.2,66.3,11.5
-12,36,2,13.1,87,16.4
-13,42,1,13.5,91,14.4
-14,36,1,11.7,87.5,14.3
-15,16,1,9.1,73.1,13.5
-16,48,2,12,90.7,14.9
-17,11,1,9.4,74.8,13.8
-18,46,2,13.9,93.5,15.2
-19,32,1,12.6,83,15.5
-20,33,2,11.8,85.7,12.7
-21,42,1,11.3,84.5,14.5
-22,40,2,12.9,101.2,16.1
-23,21,2,8.9,75,13.6
-24,25,1,10.7,81.3,14.3
-25,30,1,14.4,82.4,13.5
-26,6,1,8.2,68.8,13.2
-27,34,2,13.9,88.3,14.9
-28,30,1,9.6,79,12.8
-29,33,2,11.5,83.5,14
-30,12,1,8.5,71.4,13.5
-31,10,1,7.9,69.5,14.4
-32,35,1,13.2,85.5,15
-33,10,2,5.1,62.5,11
-34,56,2,16.4,99,15.3
-35,42,1,14,93.2,16.4
-36,48,1,13.2,99,14.2
-37,48,1,14.3,101.5,14.6
-38,47,1,15.8,97.5,16.1
-39,12,2,8.5,75.3,14
-40,36,1,11,79,15
-41,24,2,9.8,75.5,14.6
-42,14,1,6.7,75.4,13.2
-43,20,1,10.6,79,13.8
-44,51,2,15.4,93.2,17.4
-45,12,1,8.1,71.4,12.2
-46,18,2,8.3,74.1,12.9
-47,21,2,10.4,73.6,14.5
-48,13,2,10,76.5,17
-49,13,1,9.1,71,14.1
-50,30,1,13.6,90.3,14.5
-51,36,1,12,87,14.1
-52,18,2,8.1,71.4,13.6
-53,28,1,11.1,78,16
-54,30,2,13.2,89.7,16
-55,50,2,14.8,102.3,15.5
-56,48,1,14,92.5,16.5
-57,55,2,14.5,98.6,14.3
-58,57,1,17.5,104,16.6
-59,46,1,13.6,90,15.3
-60,15,1,8.3,71.2,12
-61,33,1,11,85.6,14.9
-62,47,2,13.8,92.8,15.5
-63,20,1,9.7,77,16
-64,36,1,12,88,14.9
-65,58,1,16.3,94.1,16.8
-66,29,1,11.5,83.6,15
-67,33,2,9.5,77.5,13
-68,49,1,16.1,102.7,15.6
-69,20,1,11.4,74.3,15
-70,18,2,9.6,80,14.3
-71,12,2,7.5,71.3,12.8
-72,46,2,17.7,102.3,16.2
-73,34,2,11,84.4,14.3
-74,36,1,14.9,90.1,16
-75,54,2,15.3,92.6,15.5
-76,36,2,12.2,85.7,14.5
-77,38,1,13.9,89.9,15.7
-78,18,1,9.6,79,14.6
-79,55,2,12.9,96,14.3
-80,35,1,11.4,87.4,12.5
-81,15,1,9.1,72.5,13.4
-82,33,2,9.4,75.8,13.7
-83,51,2,15,94.7,15.8
-84,57,1,13,90.4,14.5
-85,15,1,7.5,71.3,11.5
-86,12,1,8.7,65,15.9
-87,22,2,8,80,12.3
-88,48,2,11.5,101.2,14.1
-89,35,1,11.2,86,14
-90,9,2,5.5,65.7,13.2
-91,58,1,19.9,102.2,15.4
-92,16,2,10.1,85,13.9
-93,48,1,14.1,92,14.2
-94,18,2,8.5,73.6,11.5
-95,48,2,15,96.7,15.4
-96,17,2,7.2,71.5,11.8
-97,53,2,13.1,92.2,14.5
-98,34,2,10.9,81.2,12.8
-99,7,2,6.1,58,12
-100,31,1,11.1,81.3,14.7
-101,45,1,12.9,77.5,16.5
-102,30,1,12.3,86.9,13.9
-103,12,2,7.2,69,12.8
-104,12,1,9.8,70.6,12.5
-105,30,1,9.1,75,14
-106,18,1,8.2,71.2,12.4
-107,43,2,11.4,84,14.8
-108,32,1,13.2,98,15.7
-109,9,1,8.4,67.4,12
-110,7,1,6.9,61.5,11.9
-111,45,1,12.5,78.3,14.9
-112,33,2,9.5,72.1,15.5
-113,20,1,11.5,80.9,13.6
-114,39,2,15.5,84.7,15.6
-115,19,1,10.1,79.4,15.6
-116,28,2,12.5,88.4,13.2
-117,24,2,8.2,74,12.6
-118,22,2,7.7,71.5,12
-119,33,1,9.9,79.4,14.9
-120,47,2,16.6,95.8,17.8
-121,10,2,8.7,73.3,14.5
-122,28,1,9.7,75,13
-123,31,1,10.5,81.1,13.1
-124,48,1,15.7,102.7,14.6
-125,16,1,9.1,74,13.5
-126,22,1,9.7,80,13.7
-127,32,2,11.7,89.4,13.8
-128,50,1,15.9,104,15
-129,27,1,11.2,75.3,15.7
-130,22,1,9.5,75.2,13.4
-131,20,1,8.2,73.5,12.6
-132,57,2,14.3,91.3,16.7
-133,25,1,10.6,82.4,14
-134,36,1,11.9,83,15
-135,28,1,10.2,79.6,15.5
-136,29,1,12.7,86.2,16
-137,43,1,13.8,90.4,15.1
-138,35,2,13.3,81,13.7
-139,54,1,13,95.2,16.5
-140,35,2,8.8,79.2,14.6
-141,56,1,13.6,90.4,14.7
-142,36,2,13.7,91,14.7
-143,37,2,12.2,84.5,11.8
-144,22,2,9.2,76.5,14.3
-145,44,2,16.7,92.2,14.5
-146,36,2,9.9,80,14.3
-147,45,2,9.9,80,13.3
-148,54,2,14.6,99.3,15.6
-149,31,2,10.3,77.9,15.9
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\ No newline at end of file
diff --git a/tests/testthat/data_files/ANTHRO/anthro1.rda b/tests/testthat/data_files/ANTHRO/anthro1.rda
deleted file mode 100644
index d8b7a086..00000000
Binary files a/tests/testthat/data_files/ANTHRO/anthro1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/ANTHRO/anthro2.csv b/tests/testthat/data_files/ANTHRO/anthro2.csv
deleted file mode 100644
index bcc5c9d5..00000000
--- a/tests/testthat/data_files/ANTHRO/anthro2.csv
+++ /dev/null
@@ -1,797 +0,0 @@
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\ No newline at end of file
diff --git a/tests/testthat/data_files/ANTHRO/anthro2.rda b/tests/testthat/data_files/ANTHRO/anthro2.rda
deleted file mode 100644
index 68681c75..00000000
Binary files a/tests/testthat/data_files/ANTHRO/anthro2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/ANTHRO/anthro3.csv b/tests/testthat/data_files/ANTHRO/anthro3.csv
deleted file mode 100644
index e5ce5bb9..00000000
--- a/tests/testthat/data_files/ANTHRO/anthro3.csv
+++ /dev/null
@@ -1,222 +0,0 @@
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\ No newline at end of file
diff --git a/tests/testthat/data_files/ANTHRO/anthro3.rda b/tests/testthat/data_files/ANTHRO/anthro3.rda
deleted file mode 100644
index 1bba9553..00000000
Binary files a/tests/testthat/data_files/ANTHRO/anthro3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.csv
deleted file mode 100644
index ad14e4ba..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.csv
+++ /dev/null
@@ -1,1057 +0,0 @@
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diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.rda
deleted file mode 100644
index 0a8e5b99..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_INT1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.csv
deleted file mode 100644
index ea3aac03..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.csv
+++ /dev/null
@@ -1,992 +0,0 @@
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diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.rda
deleted file mode 100644
index bc2291d2..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_INT2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.csv
deleted file mode 100644
index 10c0f212..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.csv
+++ /dev/null
@@ -1,1095 +0,0 @@
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diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.rda
deleted file mode 100644
index 36e59fc7..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_INT3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.csv
deleted file mode 100644
index 938b6cd7..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.csv
+++ /dev/null
@@ -1,5638 +0,0 @@
-"idPatient","idSurgery","trtGrp","intSurgery","nDoctors","idDoctor","intDoctor","sloDoctor","nPatients","Male","age","BMI","diabetes","incid_rate","private"
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diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.rda
deleted file mode 100644
index b5211b39..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.csv
deleted file mode 100644
index 2a1dc1e1..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.csv
+++ /dev/null
@@ -1,5564 +0,0 @@
-"idPatient","idSurgery","trtGrp","intSurgery","nDoctors","idDoctor","intDoctor","sloDoctor","nPatients","Male","age","BMI","diabetes","incid_rate","private"
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diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.rda
deleted file mode 100644
index 80d8d875..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.csv b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.csv
deleted file mode 100644
index 3bb2c8af..00000000
--- a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.csv
+++ /dev/null
@@ -1,5838 +0,0 @@
-"idPatient","idSurgery","trtGrp","intSurgery","nDoctors","idDoctor","intDoctor","sloDoctor","nPatients","Male","age","BMI","diabetes","incid_rate","private"
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-16978,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,10.3864887200762,22.6876084646324,1,11,1
-16980,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.71137119852938,24.6571651125373,1,13,1
-16983,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,10.4238856604788,20.2606328002478,0,8,1
-16984,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,10.4959174401592,26.9338252191453,1,11,1
-16994,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,9.8683088303078,18.2339140846348,0,7,1
-16997,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,9.9244370253291,19.7134273065931,0,9,1
-16998,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,9.79687487194315,19.8783059303514,0,11,1
-17003,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.93945079203695,22.8925101487617,0,7,1
-17004,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.59898386965506,27.0102548333332,1,12,1
-17008,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,9.9859146613162,20.7985699619465,0,11,1
-17012,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,10.0779938616324,27.1807216104929,0,5,1
-17014,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.92131623416208,23.9985663733712,0,16,1
-17016,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,10.2576669943519,22.5264545262534,0,6,1
-17022,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,10.3872992899269,25.5767858669854,1,14,1
-17025,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.61916899285279,28.1244793634983,1,14,1
-17027,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,10.1180023925845,21.1199863735342,0,9,1
-17031,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,9.56360082421452,25.9345551618749,1,13,1
-17032,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,1,10.3178634226788,26.2830107602937,1,10,1
-17033,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,10.3160714695696,21.4014612408842,0,6,1
-17034,8,0,-0.163954263927099,6,34,0.455271076121977,-1.68903612147009,497,0,9.68631473835558,18.5407633217209,0,8,1
diff --git a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.rda b/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.rda
deleted file mode 100644
index 38e54b23..00000000
Binary files a/tests/testthat/data_files/CLUSTER/CLUSTER_SLO3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY1.rda b/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY1.rda
deleted file mode 100644
index 985ed22c..00000000
Binary files a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY2.rda b/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY2.rda
deleted file mode 100644
index 36613120..00000000
Binary files a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY3.rda b/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY3.rda
deleted file mode 100644
index 8ad4e31e..00000000
Binary files a/tests/testthat/data_files/DISCORDANT/DISCORDANT_STUDY3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/DISCORDANT/discordant_study1.csv b/tests/testthat/data_files/DISCORDANT/discordant_study1.csv
deleted file mode 100644
index 4ad27f43..00000000
--- a/tests/testthat/data_files/DISCORDANT/discordant_study1.csv
+++ /dev/null
@@ -1,13 +0,0 @@
-,A,B
-1,1,5
-2,2,6
-3,3,7
-4,4,8
-5,5,9
-6,6,10
-7,7,11
-8,8,12
-9,9,1
-10,10,2
-11,11,3
-12,12,4
diff --git a/tests/testthat/data_files/DISCORDANT/discordant_study2.csv b/tests/testthat/data_files/DISCORDANT/discordant_study2.csv
deleted file mode 100644
index ab8084ca..00000000
--- a/tests/testthat/data_files/DISCORDANT/discordant_study2.csv
+++ /dev/null
@@ -1,13 +0,0 @@
-,B,C
-1,5,9
-2,6,10
-3,7,11
-4,8,12
-5,9,1
-6,10,2
-7,11,3
-8,12,4
-9,1,5
-10,2,6
-11,3,7
-12,4,8
diff --git a/tests/testthat/data_files/DISCORDANT/discordant_study3.csv b/tests/testthat/data_files/DISCORDANT/discordant_study3.csv
deleted file mode 100644
index d86a8fc4..00000000
--- a/tests/testthat/data_files/DISCORDANT/discordant_study3.csv
+++ /dev/null
@@ -1,14 +0,0 @@
-,A,C
-1,1,9
-2,2,10
-3,3,11
-4,4,12
-5,5,1
-6,6,2
-7,7,3
-8,8,4
-9,9,5
-10,10,6
-11,11,7
-12,12,8
-
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS1.rda b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS1.rda
deleted file mode 100644
index 9ab11281..00000000
Binary files a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS2.rda b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS2.rda
deleted file mode 100644
index 628b14fc..00000000
Binary files a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS3.rda b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS3.rda
deleted file mode 100644
index 7a40e0c7..00000000
Binary files a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET1.csv b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET1.csv
deleted file mode 100644
index 0a2756e2..00000000
--- a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET1.csv
+++ /dev/null
@@ -1,101 +0,0 @@
-ID,COLOURS,COLOURS.NUMBERS,POSITIVE.NUMBERS,NEGATIVE.NUMBERS,NUMBERS,POSITIVE.DECIMAL,NEGATIVE.DECIMAL,DECIMAL,PLANETS.CHARACTERS
-1,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-2,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-3,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-4,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-5,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-6,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-7,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-8,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-9,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-10,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-11,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-12,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-13,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-14,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-15,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-16,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-17,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-18,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-19,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-20,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-21,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-22,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-23,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-24,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-25,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-26,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-27,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-28,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-29,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-30,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-31,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-32,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-33,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-34,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-35,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-36,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-37,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-38,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-39,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-40,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-41,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-42,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-43,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-44,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-45,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-46,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-47,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-48,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-49,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-50,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-51,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-52,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-53,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-54,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-55,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-56,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-57,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-58,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-59,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-60,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-61,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-62,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-63,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-64,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-65,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-66,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-67,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-68,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-69,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-70,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-71,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-72,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-73,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-74,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-75,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-76,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-77,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-78,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-79,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-80,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-81,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-82,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-83,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-84,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-85,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-86,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-87,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-88,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-89,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-90,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-91,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-92,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-93,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-94,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-95,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-96,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-97,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-98,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-99,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-100,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET2.csv b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET2.csv
deleted file mode 100644
index 83e2fc1a..00000000
--- a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET2.csv
+++ /dev/null
@@ -1,101 +0,0 @@
-ID,COLOURS,COLOURS.NUMBERS,POSITIVE.NUMBERS,NEGATIVE.NUMBERS,NUMBERS,POSITIVE.DECIMAL,NEGATIVE.DECIMAL,DECIMAL,PLANETS.CHARACTERS
-1,red,100,3,-1,-1,1.1,-1.1,-1.098,Earth
-2,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-3,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-4,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-5,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-6,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-7,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-8,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-9,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-10,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-11,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-12,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-13,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-14,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-15,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-16,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-17,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-18,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-19,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-20,green ,500,2,-4,2,4.4,-4.4,2.567,Mercury
-21,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-22,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-23,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-24,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-25,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-26,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-27,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-28,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-29,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-30,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-31,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-32,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-33,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-34,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-35,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-36,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-37,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-38,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-39,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-40,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-41,red,100,4,-1,-1,1.1,-1.1,-1.098,Earth
-42,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-43,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-44,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-45,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-46,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-47,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-48,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-49,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-50,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-51,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-52,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-53,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-54,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-55,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-56,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-57,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-58,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-59,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-60,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-61,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-62,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-63,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-64,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-65,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-66,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-67,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-68,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-69,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-70,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-71,red,100,2,-3,0,3.3,-3.3,0.0987,Saturn
-72,blue,200,4,-4,2,4.4,-4.4,2.567,Mercury
-73,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-74,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-75,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-76,red,100,4,-4,2,4.4,-4.4,2.567,Mercury
-77,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-78,purple ,300,1,-2,1,2.2,-2.2,1.19,Jupiter
-79,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-80,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
-81,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-82,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-83,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-84,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-85,green ,500,1,-1,-1,1.1,-1.1,-1.098,Earth
-86,red,100,2,-2,1,2.2,-2.2,1.19,Jupiter
-87,blue,200,3,-3,0,3.3,-3.3,0.0987,Saturn
-88,purple ,300,4,-4,2,4.4,-4.4,2.567,Mercury
-89,orange,400,1,-1,-1,1.1,-1.1,-1.098,Earth
-90,green ,500,2,-2,1,2.2,-2.2,1.19,Jupiter
-91,red,100,3,-3,0,3.3,-3.3,0.0987,Saturn
-92,blue,200,1,-4,2,4.4,-4.4,2.567,Mercury
-93,purple ,300,1,-1,-1,1.1,-1.1,-1.098,Earth
-94,orange,400,2,-2,1,2.2,-2.2,1.19,Jupiter
-95,green ,500,3,-3,0,3.3,-3.3,0.0987,Saturn
-96,red,100,1,-4,2,4.4,-4.4,2.567,Mercury
-97,blue,200,1,-1,-1,1.1,-1.1,-1.098,Earth
-98,purple ,300,2,-2,1,2.2,-2.2,1.19,Jupiter
-99,orange,400,3,-3,0,3.3,-3.3,0.0987,Saturn
-100,green ,500,4,-4,2,4.4,-4.4,2.567,Mercury
diff --git a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET3.csv b/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET3.csv
deleted file mode 100644
index 7754dafd..00000000
--- a/tests/testthat/data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET3.csv
+++ /dev/null
@@ -1,101 +0,0 @@
-ID,COLOURS,COLOURS.NUMBERS,POSITIVE.NUMBERS,NEGATIVE.NUMBERS,NUMBERS,POSITIVE.DECIMAL,NEGATIVE.DECIMAL,DECIMAL,PLANETS.CHARACTERS
-1,red,100,1,-1,-1,1.1,-1.1,-1.098,Earth
-2,blue,200,2,-2,1,2.2,-2.2,1.19,Jupiter
-3,purple ,300,3,-3,0,3.3,-3.3,0.0987,Saturn
-4,orange,400,4,-4,2,4.4,-4.4,2.567,Mercury
-5,green ,500,5,-5,-2379,6.6,-106.9,-1.098,Venus
-6,pink,600,6,-6,8666,1.1,-1.1,1.19191919,Earth
-7,red,100,7,-1,-1,2.2,-2.2,-1.098,Jupiter
-8,blue,200,1,-2,1,3.3,-3.3,1.19,Saturn
-9,purple ,300,2,-3,0,4.4,-4.4,0.0987,Mercury
-10,orange,400,3,-4,2,6.6,-106.9,2.567,Venus
-11,green ,500,4,-5,-2379,1.1,-1.1,-1.098,Earth
-12,pink,600,5,-6,8666,2.2,-2.2,1.19191919,Jupiter
-13,red,100,6,-1,-1,3.3,-3.3,-1.098,Saturn
-14,blue,200,7,-2,1,4.4,-4.4,1.19,Mercury
-15,purple ,300,1,-3,0,6.6,-106.9,0.0987,Venus
-16,orange,400,2,-4,2,1.1,-1.1,2.567,Earth
-17,green ,500,3,-5,-2379,2.2,-2.2,-1.098,Jupiter
-18,pink,600,4,-6,8666,3.3,-3.3,1.19191919,Saturn
-19,red,100,5,-1,-1,4.4,-4.4,-1.098,Mercury
-20,blue,200,6,-2,1,6.6,-106.9,1.19,Venus
-21,purple ,300,7,-3,0,1.1,-1.1,0.0987,Earth
-22,orange,400,1,-4,2,2.2,-2.2,2.567,Jupiter
-23,green ,500,2,-5,-2379,3.3,-3.3,-1.098,Saturn
-24,pink,600,3,-6,8666,4.4,-4.4,1.19191919,Mercury
-25,red,100,4,-1,-1,6.6,-106.9,-1.098,Venus
-26,blue,200,5,-2,1,1.1,-1.1,1.19,Earth
-27,purple ,300,6,-3,0,2.2,-2.2,0.0987,Jupiter
-28,orange,400,7,-4,2,3.3,-3.3,2.567,Saturn
-29,green ,500,1,-5,-2379,4.4,-4.4,-1.098,Mercury
-30,pink,600,2,-6,8666,6.6,-106.9,1.19191919,Venus
-31,red,100,3,-1,-1,1.1,-1.1,-1.098,Earth
-32,blue,200,4,-2,1,2.2,-2.2,1.19,Jupiter
-33,purple ,300,5,-3,0,3.3,-3.3,0.0987,Saturn
-34,orange,400,6,-4,2,4.4,-4.4,2.567,Mercury
-35,green ,500,7,-5,-2379,6.6,-106.9,-1.098,Venus
-36,pink,600,1,-6,8666,1.1,-1.1,1.19191919,Earth
-37,red,100,2,-1,-1,2.2,-2.2,-1.098,Jupiter
-38,blue,200,3,-2,1,3.3,-3.3,1.19,Saturn
-39,purple ,300,4,-3,0,4.4,-4.4,0.0987,Mercury
-40,orange,400,5,-4,2,6.6,-106.9,2.567,Venus
-41,green ,500,6,-5,-2379,1.1,-1.1,-1.098,Earth
-42,pink,600,7,-6,8666,2.2,-2.2,1.19191919,Jupiter
-43,red,100,1,-1,-1,3.3,-3.3,-1.098,Saturn
-44,blue,200,2,-2,1,4.4,-4.4,1.19,Mercury
-45,purple ,300,3,-3,0,6.6,-106.9,0.0987,Venus
-46,orange,400,4,-4,2,1.1,-1.1,2.567,Earth
-47,green ,500,5,-5,-2379,2.2,-2.2,-1.098,Jupiter
-48,pink,600,6,-6,8666,3.3,-3.3,1.19191919,Saturn
-49,red,100,7,-1,-1,4.4,-4.4,-1.098,Mercury
-50,blue,200,1,-2,1,6.6,-106.9,1.19,Venus
-51,purple ,300,2,-3,0,1.1,-1.1,0.0987,Earth
-52,orange,400,3,-4,2,2.2,-2.2,2.567,Jupiter
-53,green ,500,4,-5,-2379,3.3,-3.3,-1.098,Saturn
-54,pink,600,5,-6,8666,4.4,-4.4,1.19191919,Mercury
-55,red,100,6,-1,-1,6.6,-106.9,-1.098,Venus
-56,blue,200,7,-2,1,1.1,-1.1,1.19,Earth
-57,purple ,300,1,-3,0,2.2,-2.2,0.0987,Jupiter
-58,orange,400,2,-4,2,3.3,-3.3,2.567,Saturn
-59,green ,500,3,-5,-2379,4.4,-4.4,-1.098,Mercury
-60,pink,600,4,-6,8666,6.6,-106.9,1.19191919,Venus
-61,red,100,5,-1,-1,1.1,-1.1,-1.098,Earth
-62,blue,200,6,-2,1,2.2,-2.2,1.19,Jupiter
-63,purple ,300,7,-3,0,3.3,-3.3,0.0987,Saturn
-64,orange,400,1,-4,2,4.4,-4.4,2.567,Mercury
-65,green ,500,2,-5,-2379,6.6,-106.9,-1.098,Venus
-66,pink,600,3,-6,8666,1.1,-1.1,1.19191919,Earth
-67,red,100,4,-1,-1,2.2,-2.2,-1.098,Jupiter
-68,blue,200,5,-2,1,3.3,-3.3,1.19,Saturn
-69,purple ,300,6,-3,0,4.4,-4.4,0.0987,Mercury
-70,orange,400,7,-4,2,6.6,-106.9,2.567,Venus
-71,green ,500,1,-5,-2379,1.1,-1.1,-1.098,Earth
-72,pink,600,2,-6,8666,2.2,-2.2,1.19191919,Jupiter
-73,red,100,3,-1,-1,3.3,-3.3,-1.098,Saturn
-74,blue,200,4,-2,1,4.4,-4.4,1.19,Mercury
-75,purple ,300,5,-3,0,6.6,-106.9,0.0987,Venus
-76,orange,400,6,-4,2,1.1,-1.1,2.567,Earth
-77,green ,500,7,-5,-2379,2.2,-2.2,-1.098,Jupiter
-78,pink,600,1,-6,8666,3.3,-3.3,1.19191919,Saturn
-79,red,100,2,-1,-1,4.4,-4.4,-1.098,Mercury
-80,blue,200,3,-2,1,6.6,-106.9,1.19,Venus
-81,purple ,300,4,-3,0,1.1,-1.1,0.0987,Earth
-82,orange,400,5,-4,2,2.2,-2.2,2.567,Jupiter
-83,green ,500,6,-5,-2379,3.3,-3.3,-1.098,Saturn
-84,pink,600,7,-6,8666,4.4,-4.4,1.19191919,Mercury
-85,red,100,1,-1,-1,6.6,-106.9,-1.098,Venus
-86,blue,200,2,-2,1,1.1,-1.1,1.19,Earth
-87,purple ,300,3,-3,0,2.2,-2.2,0.0987,Jupiter
-88,orange,400,4,-4,2,3.3,-3.3,2.567,Saturn
-89,green ,500,5,-5,-2379,4.4,-4.4,-1.098,Mercury
-90,pink,600,6,-6,8666,6.6,-106.9,1.19191919,Venus
-91,red,100,7,-1,-1,1.1,-1.1,-1.098,Earth
-92,blue,200,1,-2,1,2.2,-2.2,1.19,Jupiter
-93,purple ,300,2,-3,0,3.3,-3.3,0.0987,Saturn
-94,orange,400,3,-4,2,4.4,-4.4,2.567,Mercury
-95,green ,500,4,-5,-2379,6.6,-106.9,-1.098,Venus
-96,pink,600,5,-6,8666,1.1,-1.1,1.19191919,Earth
-97,red,100,6,-1,-1,2.2,-2.2,-1.098,Jupiter
-98,blue,200,7,-2,1,3.3,-3.3,1.19,Saturn
-99,purple ,300,1,-3,0,4.4,-4.4,0.0987,Mercury
-100,orange,400,2,-4,2,6.6,-106.9,2.567,Venus
diff --git a/tests/testthat/data_files/GAMLSS/gamlss1.csv b/tests/testthat/data_files/GAMLSS/gamlss1.csv
deleted file mode 100644
index 499668b8..00000000
--- a/tests/testthat/data_files/GAMLSS/gamlss1.csv
+++ /dev/null
@@ -1,608 +0,0 @@
-rowID,ID,e3_bw,hs_asthma,hs_zbmi_who,hs_correct_raven,hs_Gen_Tot,hs_bmi_c_cat,h_cohort,e3_sex_None,e3_yearbir_None,h_mbmi_None,hs_wgtgain_None,e3_gac_None,h_age_None,h_edumc_None,h_native_None,h_parity_None,hs_child_age_None,hs_c_height_None,hs_c_weight_None
-1,1,4100,0,0.3,18,84,2,4,male,2008,25.51020432,17,41,28,2,2,0,6.165639973,1.22,23.4
-2,2,4158,0,0.41,25,39,2,4,male,2007,26.49150848,18,41,22.84155273,3,2,1,6.99247091,1.22,27.6
-3,3,4110,1,3.33,13,40,4,4,male,2008,30.11621284,11,39,34.23242188,3,2,1,6.110882957,1.28,37.5
-4,6,2900,1,-0.08,19,4,2,1,female,2007,24.90358162,30,38.8571434,27,3,2,0,6.384782113,1.13,21.5
-5,8,3580,1,-0.1,16,8,2,1,female,2008,28.14870262,20,40.57143021,34,2,0,0,6.338124572,1.225,22.5
-6,10,3780,1,1.75,32,1,3,1,female,2008,40.33377838,9,41,25,1,1,2,6.447638604,1.251,30.3
-7,11,4220,0,3.72,18,48,4,1,female,2008,32.0730629,10,40.7142868,31,3,0,1,6.436573123,1.293,41.6
-8,15,4210,1,2.5,27,28,4,4,male,2008,43.02771759,12,41.42856979,30.6748867,2,2,0,6.45847593,1.29,33
-9,16,2460,0,1.19,13,55,3,4,female,2008,28.72112083,10,36,36.03675842,3,2,2,6.3409765,1.27,28.2
-10,17,3510,0,-0.05,21,14,2,4,male,2008,17.90885544,10,39,29,3,2,1,6.524184349,1.16,20.5
-11,18,2800,0,-0.73,28,17,2,4,male,2008,41.95202255,9,37.57143021,32,2,2,1,6.171115674,1.139,18.7
-12,30,3730,0,1.02,29,6,3,4,male,2008,40.09489059,15,40,29.85799026,3,2,0,6.521674652,1.33,30.3
-13,33,3300,1,0.65,25,8.0625,2,6,male,2007,22.7583065,19,40.2857132,32.82308578,2,2,2,6.538101757,1.202,23.6
-14,40,3310,0,0.46,20,7.0625,2,6,female,2008,27.33991241,25,40.7142868,30.96850586,2,2,1,6.499771846,1.19,22.7
-15,45,2390,0,-0.64,19,29,2,6,male,2008,22.76943779,14,37,28.78302574,2,2,0,6.54072553,1.143,19
-16,46,3480,0,-1.25,16,22,2,1,female,2008,41.5544548,10,40,40,1,0,2,6.179329227,1.143,17.3
-17,48,3040,0,0.46,24,18,2,1,female,2007,38.62446213,13,41.57143021,31,2,0,1,6.726899384,1.184,20.8
-18,49,3050,0,-0.53,21,8.0625,2,6,male,2008,23.38435364,7,36.2857132,36.21247864,3,2,1,6.335500799,1.147,19.3
-19,52,3500,0,2.49,26,19,4,6,female,2008,23.62444749,10,39.2857132,40.19320679,2,2,2,6.836527493,1.265,27.6
-20,53,3420,0,0.37,23,24.4375,2,6,male,2008,19.43301392,20,40,29.35378075,3,2,0,6.036960986,1.096,19
-21,54,3400,0,1.08,13,29,3,6,female,2008,21.56454468,9,39.1428566,30.88439369,2,2,2,6.253251198,1.19,24.6
-22,58,2930,0,-0.89,23,20,2,4,female,2008,18.46722031,10,37.57143021,26.77739716,2,2,2,6.483230664,1.17,18.3
-23,59,3520,0,-0.66,21,27,2,4,male,2008,31.20256424,11,38,31.81963539,1,2,2,5.995893224,1.19,20.5
-24,61,3960,0,0.98,19,22,2,1,male,2007,25.42642784,13,40.7142868,26,1,2,1,6.368355008,1.172,23.1
-25,63,4388,0,1.24,25,11,3,4,female,2008,33.79246902,25,40,22.41392708,2,2,1,6.023385809,1.255,30.5
-26,64,3370,1,-0.61,18,78,2,4,female,2007,24.24242401,17,39,28.34155273,3,2,0,6.403718914,1.17,20.3
-27,65,3020,0,0.69,27,38,2,6,female,2008,18.2898941,22,39.42856979,26.82139587,2,2,0,6.283481634,1.13,22.7
-28,67,4210,0,3.19,32,55.5625,4,4,female,2008,33.02946091,8,41,36.24452209,3,2,2,7.685261237,1.316,39.4
-29,68,2920,0,-0.29,16,17.0625,2,1,male,2008,34.2935524,8,38.57143021,30,3,1,0,6.554300707,1.195,21.5
-30,70,3300,0,1.21,21,44,3,1,male,2008,34.22911072,3,38.8571434,23,2,2,0,6.767967146,1.25,33.1
-31,72,3030,0,-0.18,12,21.25,2,6,female,2007,17.50638962,25,40.2857132,29.61563683,2,2,1,6.863791923,1.124,19
-32,73,2928,0,0.18,23,9,2,4,male,2008,27.18090057,3,38,33.69794464,3,2,1,6.231234314,1.19,22
-33,75,3800,0,1.12,22,82,3,4,male,2008,36.2897377,0,38,30.58995438,2,2,2,6.201232033,1.273,24.9
-34,76,3600,0,1.88,21,82,3,4,male,2007,32.27078629,20,40,30.9506855,2,2,0,6.910335387,1.28,30.7
-35,77,3880,0,1.06,27,29,3,4,female,2008,40.33377838,8,40,22.95228386,3,2,0,6.015058179,1.22,25.5
-36,81,2970,1,1.88,18,35.375,3,6,male,2008,23.58832932,18,39.2857132,26.14776802,2,2,1,6.880333105,1.214,27.7
-37,85,3440,0,1.31,27,20,3,4,female,2007,26.21882057,5,37,31.18310547,3,2,2,6.135637691,1.25,28.1
-38,87,3220,0,2.96,26,44,4,4,female,2008,19.73396111,30,39,41.12990952,2,2,0,6.384782113,1.28,36.6
-39,90,2900,0,0.7,15,43,2,6,female,2007,22.83288002,10,38.42856979,27.13905144,2,0,0,6.343486197,1.193,24.1
-40,91,3320,1,-1.84,25,8,2,1,male,2008,27.53338432,12,40.1428566,29,1,0,2,6.650353639,1.152,17.6
-41,93,3590,0,-0.46,29,18,2,4,male,2008,19.59183693,13,40,29.11894989,3,2,0,6.026009582,1.2,23.6
-42,94,3770,0,-0.04,29,24,2,4,male,2008,22.59814072,29,39,31.98356247,3,2,0,6.499771846,1.31,26.3
-43,95,4010,0,1.83,25,32,3,6,male,2007,34.8825264,14,41,24.66010666,2,2,1,6.694045175,1.3,26.9
-44,97,2780,0,-0.67,25,10,2,1,female,2008,34.55707932,0,39.42856979,29,1,0,1,6.455966233,1.182,20
-45,98,3920,0,0.91,25,5,2,1,female,2007,31.15745163,20,39,23,1,2,2,6.926762491,1.268,27.45
-46,99,3840,0,-0.8,26,63,2,4,male,2008,31.99217224,8,39,35.22967911,2,2,2,6.483344741,1.18,19.4
-47,101,3650,0,-1.29,24,31,2,6,female,2007,20.390625,27,40,28.33553886,2,2,0,6.767967146,1.212,30
-48,102,3800,0,0.51,23,19,2,4,male,2008,28.06642342,21,40,25.40296745,3,2,0,6.929500342,1.29,27
-49,103,4100,1,-0.08,15,7,2,1,female,2007,24.81843948,26,41.1428566,26,1,2,1,6.770590919,1.093,18.2
-50,104,3913,0,-0.01,21,69.5,2,4,female,2008,34.54287338,20,40,26.73241997,3,2,0,6.266940452,1.24,23.5
-51,105,3620,0,0.74,26,19,2,4,male,2007,32.28305817,26,40,35,3,2,0,6.135637691,1.25,25.6
-52,107,2780,0,-0.32,15,12,2,6,male,2008,26.171875,10,37.2857132,24.61968613,2,2,2,6.338010495,1.186,21
-53,108,3890,0,-0.31,17,7.0625,2,6,male,2007,22.37567902,20,39,31.79055405,3,2,1,7.510038786,1.255,23.9
-54,114,2760,0,0.11,25,16,2,1,female,2007,21.98950577,5,39.7142868,22,1,2,2,6.965092402,1.181,18.3
-55,115,4090,0,0.96,29,72,2,4,female,2008,51.42332458,20,40,22.34703255,2,2,1,6.52966005,1.27,27.5
-56,118,2540,0,-1.07,14,14,2,1,male,2007,24.88187981,12,39.42856979,25,1,0,0,6.655829341,1.184,23.5
-57,119,3530,0,-1.06,33,19.23529434,2,6,male,2008,20.17325211,11,38.7142868,32.28359604,3,2,1,6.417408168,1.234,20.6
-58,127,3180,0,2.63,17,15,4,6,female,2008,27.85200882,30,38,28.97589111,2,2,1,6.406684919,1.28,34.8
-59,130,3908,0,0.02,25,17,2,4,male,2008,25,8,40,26.94406319,3,2,0,6.028747433,1.2,22
-60,132,3540,0,0.11,22,0,2,1,male,2008,24.35390472,10,38.7142868,36,2,0,1,6.603696099,1.188,22
-61,134,2440,0,-0.25,20,20.1875,2,1,female,2008,26.5339241,10,38.2857132,35,1,0,1,6.661305042,1.142,19.5
-62,136,3504,0,-0.07,23,26.25,2,1,female,2008,25.08896065,8,41.42856979,23,1,0,0,6.475131189,1.114,18.9
-63,138,3750,0,0.85,30,15,2,1,male,2008,36.87037277,8,40.42856979,36,2,2,1,6.250513347,1.188,23.4
-64,139,3560,0,-1.19,21,21,2,1,female,2008,27.65864944,7,40.7142868,26,2,0,1,6.335500799,1.193,19.4
-65,140,4022,0,1.27,23,38,3,4,male,2008,27.77777863,30,41,32.74177933,3,2,0,6.023271732,1.21,25.7
-66,142,3150,0,2.83,29,26,4,6,female,2008,25.31545448,20,38.57143021,38.91729355,3,2,0,6.636664385,1.241,32
-67,143,2920,1,1.1,12,2,3,1,male,2008,24.47268867,10,39,35,1,2,1,6.425849875,1.228,25.7
-68,147,2960,0,1.38,20,36,3,6,female,2008,35.62901688,25,40,20.79236031,2,2,0,6.25039927,1.171,24.5
-69,148,3834,0,0.46,15,56,2,4,male,2008,25.63691711,0,40,35,2,2,2,6.088980151,1.15,21.1
-70,150,3120,0,1.41,15,15,3,6,female,2007,22.7583065,17,37.7142868,37.01412201,2,2,1,6.382044262,1.17,25.8
-71,156,3555,0,0.21,16,41,2,1,female,2008,29.43868828,20,41.42856979,26,3,0,0,6.373716632,1.26,24.8
-72,157,3110,0,0.75,24,11,2,1,male,2008,34.22911072,9.5,39.7142868,29,2,0,2,6.387519963,1.24,22.6
-73,158,3870,0,0.26,29,24,2,6,female,2007,22.22222137,16,40.42856979,24.99647903,2,2,2,6.428359571,1.169,21.5
-74,159,3900,0,1.95,24,11,3,1,male,2007,28.73539543,6,39.7142868,26,1,0,1,6.825462012,1.175,26.8
-75,163,4061,0,-0.29,16,44,2,4,male,2007,30.29263878,21,41.1428566,26.21986389,2,2,1,7.394934976,1.23,23
-76,167,2530,0,-1.1,23,33,2,6,female,2008,18.90359116,11,35.42856979,32.82308578,3,2,1,6.439425051,1.194,19.6
-77,169,3340,0,-0.09,29,11,2,1,female,2008,28.73681259,20,39,30,3,0,1,6.299680584,1.166,20.6
-78,172,3200,0,1.49,16,45,3,6,male,2007,21.71924973,8,37.57143021,32.32178116,2,2,1,6.863791923,1.238,23.9
-79,174,3480,0,3.23,17,31,4,6,female,2008,21.09375,20,39,31.62312698,2,2,1,6.168377823,1.15,30.4
-80,176,3392,0,-0.74,25,13,2,4,female,2007,22.83736992,10,40,30.48082161,3,2,1,7.414099932,1.25,22.8
-81,177,3040,1,-0.07,31,37,2,1,male,2007,40.09489059,6,38.1428566,27,3,1,1,7.321127082,1.254,24.1
-82,182,3520,0,0.44,13,43,2,1,male,2007,23.96785355,10,41.8571434,36,3,1,0,6.710472279,1.277,30.3
-83,183,3060,0,1.03,15,39,3,6,male,2008,26.33288875,10,36.1428566,30.28965187,3,2,0,6.603810176,1.187,23.9
-84,184,4220,0,-0.23,20,6,2,1,male,2007,34.04298401,9,41.7142868,33,3,0,1,6.778918549,1.175,21.7
-85,185,3140,0,-1.23,17,5,2,1,female,2008,32.69710922,6,39.42856979,28,1,0,1,6.417636322,1.211,20
-86,189,3250,0,0.8,16,23,2,6,male,2008,41.95202255,6,41.1428566,23.84028244,2,2,1,6.488706366,1.163,22.4
-87,190,3978,0,-1.58,24,27,2,4,male,2007,26.12244987,12,41,30.87990952,2,2,1,6.880219028,1.09,22.2
-88,191,2550,0,0.06,23,44,2,4,female,2008,25.9695282,16,40,32.28401947,3,2,1,6.288843258,1.14,21.5
-89,194,3400,0,-0.92,16,5.125,2,6,male,2008,24.67702103,16,39,32.98178101,2,2,0,6.450490532,1.192,20.2
-90,196,2920,0,-1.43,15,63,2,1,male,2007,32.07591248,20,39.1428566,26,1,2,2,6.778918549,1.147,25.9
-91,197,3310,0,-1.15,15,14,2,6,female,2008,24.21875,12,37.42856979,27.63716888,2,2,2,6.707848506,1.159,18.4
-92,198,3760,0,-0.57,17,18,2,1,male,2008,23.87543297,10,40.1428566,35,1,2,0,6.99247091,1.255,24.1
-93,199,3720,0,2.96,30,22.25,4,4,female,2007,27.88518715,15,41.8571434,32.15058136,3,2,2,7.589436459,1.3,35.4
-94,200,3170,0,1,30,48.5,3,6,female,2008,22.83288002,10,39,40.97868729,2,0,1,6.565480265,1.273,29.1
-95,203,3550,0,0.53,21,19,2,6,male,2007,37.37024307,10,38.42856979,35.92881775,3,1,2,6.532511978,1.14,21.8
-96,204,3530,0,4.06,13,45,4,6,male,2007,22.48132896,7,38,35.61669922,3,2,2,6.872005476,1.247,36.6
-97,206,3940,1,2.31,33,14,4,1,male,2008,33.60102081,10,38.57143021,34,3,1,2,6.368355008,1.202,28.1
-98,207,2820,0,0.46,27,22,2,6,female,2008,24.609375,10,36.7142868,31.029356,2,2,1,5.921971253,1.179,22.5
-99,211,3374,0,0.16,20,40,2,1,female,2008,31.72255135,8,39.2857132,22,1,2,0,6.447752681,1.15,20.6
-100,218,2995,0,0.68,18,32,2,4,female,2008,34.2935524,10,39,33.18036652,1,2,1,6.699634953,1.18,19.5
-101,219,3834,0,0.93,26,25,2,4,female,2007,29.00059509,18,40,22,3,2,1,6.822610084,1.09,20.3
-102,220,2850,1,0.3,13,2,2,6,male,2007,25.46198082,7,38.42856979,27.1946907,2,2,1,6.877481177,1.203,23
-103,223,3220,0,0.46,26,11,2,6,male,2007,26.72287178,10,37.8571434,32.24882889,3,2,1,6.819986311,1.254,25.3
-104,224,3900,0,0.35,24,54,2,4,male,2007,28.39506149,20,40,28.61621094,3,2,0,7.184120465,1.3,27.1
-105,225,4080,0,2.62,25,45,4,4,female,2008,38.88888931,40,38,25.39474869,2,2,0,6.233972165,1.3,35.7
-106,226,3460,0,0.71,20,21.125,2,6,female,2008,38.28125,10,38.42856979,25.12384987,2,2,2,6.023271732,1.172,22.7
-107,228,3120,1,0.36,20,82,2,4,female,2008,24.22145329,9,38,29.01643753,2,2,0,6.233972165,1.19,22.4
-108,229,2900,0,1.38,18,15,3,1,female,2008,32.48854446,20,39.57143021,35,1,0,2,6.423112024,1.2,25.8
-109,230,3398,0,-0.08,23,55,2,4,male,2008,25.07619286,17,39,30.79657555,2,2,2,6.485968515,1.21,22.3
-110,231,3420,0,-1.43,24,65,2,4,male,2008,29.74419975,19,40,28.53127861,3,2,0,6.184804928,1.09,16.2
-111,233,3516,0,1.35,13,51,3,4,male,2008,30.48780441,24,40,28.37009048,3,2,1,6.247661419,1.26,25.5
-112,234,3540,0,0.8,24,18,2,1,male,2008,29.00059509,5,40.1428566,35,1,0,2,6.384782113,1.212,24.3
-113,239,3340,1,0.89,23,63,2,4,female,2008,32.11195374,28,39,34.81415558,3,2,2,7.011635866,1.23,25.8
-114,241,2120,0,-1.6,21,34,2,1,male,2008,19.69449806,9,39.1428566,24.22328758,1,0,2,6.606433949,1.119,16.9
-115,242,2680,1,-1.08,17,38,2,1,female,2007,24.64775085,15,40.42856979,33,1,0,2,6.973305955,1.176,19.45
-116,243,2863,0,-0.71,27,0,2,4,female,2008,26.5625,17,40,28.60525131,3,2,1,6.332648871,1.13,18.2
-117,244,3730,1,-1.26,23,26,2,6,male,2008,18.27812195,17,40.2857132,35.22711182,2,2,0,6.080766598,1.184,17.9
-118,246,3150,0,-0.51,20,3,2,6,male,2007,21.38593674,17,40.1428566,26.36136627,2,2,0,6.359913301,1.24,22.6
-119,247,3630,0,4.72,21,50,4,6,male,2007,22.37567902,17,40,17.02313995,2,2,0,6.59810632,1.268,40.7
-120,252,3290,0,0.95,19,21,2,6,male,2008,24.60973358,20,40.2857132,36.29733276,2,2,2,6.253251198,1.14,22.1
-121,255,2450,0,0.23,24,36,2,4,male,2007,38.89807129,13,40,29.96986389,2,2,0,6.970568104,1.29,26.3
-122,256,3180,0,-1.05,18,8.0625,2,1,male,2008,41.5544548,5,39.42856979,24,2,0,1,6.56251426,1.222,21
-123,257,4040,0,2.95,32,68,4,1,female,2008,25.52800751,20,40.57143021,28,3,1,0,7.02532512,1.244,35.8
-124,258,2780,0,-1.53,25,33,2,6,female,2007,26.42357063,4,39.2857132,28.49256516,2,2,1,6.510609172,1.17,18.1
-125,259,2860,0,3.33,20,67.625,4,6,female,2008,36.36363602,8,39,42.31311417,1,2,1,6.275268081,1.23,37.6
-126,260,2290,0,0.05,24,18,2,6,female,2007,22.86253357,9,38.1428566,30.92778015,3,2,0,6.858202145,1.177,21.5
-127,261,3320,0,-0.1,13,35,2,1,female,2007,28.18372345,0,40.1428566,33.80925369,3,1,2,6.907597536,1.12,19.1
-128,262,3470,0,1.42,24,66,3,6,male,2008,30.29263878,12,37,26.73112106,2,2,1,6.463951631,1.263,28.1
-129,265,2600,0,-2.48,20,23,1,4,female,2008,24.16716194,0,40,38.36894989,2,0,2,6.283481634,1.21,18.2
-130,267,3504,0,-0.13,20,7,2,1,female,2008,24.88436317,10,41.57143021,35,3,2,0,6.406456765,1.182,21.05
-131,269,3964,0,0.76,29,14.1875,2,4,female,2007,29.70041275,10,41,31.46712303,3,2,1,7.323864933,1.28,28.6
-132,271,3630,0,0.16,20,12,2,4,male,2009,23.66143799,13,40,28.75,3,2,1,6.108145106,1.19,22
-133,274,3100,0,0.05,19,12,2,4,female,2008,19.56295586,8,38,30.87200546,2,2,2,6.223134839,1.1,18.6
-134,276,2890,0,-0.64,20,9,2,4,male,2008,27.75510204,9,37,24.76369858,2,2,0,6.694045175,1.12,18.3
-135,278,3700,0,-0.48,29,5,2,1,female,2008,26.69395638,19,41.8571434,32,1,2,0,6.661305042,1.225,23.6
-136,281,3330,0,0.89,25,10,2,6,female,2007,26.83864784,17,37.2857132,24.91326332,2,2,1,6.488592288,1.194,24.1
-137,286,3630,0,0.47,22,26,2,4,male,2007,28.62879181,20,39,24.76369858,1,2,0,7.742756103,1.29,41.6
-138,287,3100,1,0.35,22,39,2,1,female,2007,28.73539543,5,39,27,2,1,2,6.80618298,1.19,22.6
-139,288,3910,0,0.93,16,50.4375,2,4,male,2008,40.13878632,10,39,24.80669594,3,2,0,6.083504449,1.2,24.8
-140,289,3207,0,0.81,25,43,2,4,female,2007,30.48780441,10,41,28.5,3,2,0,6.499657769,1.27,30.3
-141,291,3790,0,-0.85,22,23,2,4,male,2008,23.32341766,11,40,26.2746582,3,2,0,6.206707734,1.21,22.2
-142,293,2420,0,-1.3,17,29.3125,2,1,male,2007,28.52065659,8,39.8571434,22,1,0,0,6.466689482,1.248,21.6
-143,296,3080,0,-0.89,12,20,2,1,female,2008,25.07812309,9,39.1428566,32.78110504,1,0,2,6.746064339,1.135,18.1
-144,304,3722,0,1.56,27,39,3,4,female,2007,24.09296989,17,38.57143021,36.29109573,2,2,2,6.77332877,1.3,31
-145,307,3460,0,-0.62,26,15,2,1,male,2008,23.75622368,10,40.8571434,17,1,0,0,6.395505362,1.179,19.1
-146,308,3460,0,-0.33,19,18,2,6,female,2007,18.68512154,10,39,28.38603783,2,2,0,6.464065708,1.241,22.8
-147,312,3510,0,1.19,22,13,3,1,female,2008,25.13384819,20,39.8571434,24,1,1,2,6.718685832,1.22,26.2
-148,313,4006,0,0.94,25,9,2,4,male,2007,24.609375,13,38,25.71712303,3,2,0,6.497033995,1.22,25
-149,314,3280,0,-0.21,28,7,2,1,female,2008,25.83829308,7,40.7142868,29,3,2,0,6.302418435,1.226,22.5
-150,315,3120,0,2.35,19,18,4,1,female,2007,33.21972275,20,41,32,1,0,2,6.710472279,1.245,32
-151,318,3640,0,-0.06,24,12,2,4,male,2007,25.95155716,30,40,29.78013611,3,0,1,6.778918549,1.26,23.1
-152,320,2830,0,0.36,13,48,2,6,female,2008,24.99890327,6,36.2857132,32.42616272,2,2,0,6.680469998,1.239,23.9
-153,322,3660,0,-0.34,23,2,2,4,female,2007,26.44628143,12,38,25.98789978,3,2,0,6.757015743,1.19,21
-154,324,3134,1,1.34,21,9,3,4,female,2008,39.78286743,10,39,29.37713814,3,2,0,6.154802647,1.16,24.3
-155,326,3280,0,-1.44,22,31.1875,2,6,male,2008,24.30461693,9,39,35.74426651,3,1,1,6.529774127,1.149,18
-156,328,3492,0,1.24,24,33.3125,3,4,male,2007,25.46938705,10,40,28.83059311,3,2,2,7.394934976,1.26,28
-157,329,3220,0,-0.68,15,55,2,1,female,2007,24.84375,20,40.1428566,33,1,2,2,6.688455396,1.164,20
-158,331,3360,0,0.11,13,14,2,1,female,2008,24.4850502,15,41.8571434,35,2,2,0,6.485968515,1.149,20.5
-159,335,1780,0,-0.1,31,4,2,4,female,2008,26.72992706,20,34,28.35525131,1,2,2,6.357289528,1.21,22.4
-160,337,2980,0,0.26,25,28.4375,2,1,female,2008,28.52065659,13,38.7142868,38,3,2,1,6.480492813,1.163,21.3
-161,340,3534,0,1.05,11,55,3,4,male,2009,35.62901688,12,40,26.75273895,3,2,0,6.105407255,1.21,24.7
-162,342,3000,0,-0.08,32,8,2,4,male,2008,18.80920601,12,39,28.86894989,2,0,0,7.460643395,1.24,23.8
-163,343,3622,0,0.87,29,9,2,4,male,2008,27.68166161,20,40,26.68036461,2,2,0,7.759183208,1.295,28
-164,345,3280,0,1.14,16,31,3,1,male,2008,24.68066025,9,41.7142868,18,3,2,0,6.507757244,1.225,25.7
-165,351,4080,0,2.69,26,59,4,4,female,2008,23.12062454,8,40,23.72808266,3,2,0,6.313597992,1.26,34
-166,353,3630,0,-0.6,22,22,2,4,female,2008,28.06642342,13,40.57143021,30.63869858,3,2,0,6.212069359,1.25,22.5
-167,360,2760,0,-0.38,22,24,2,6,male,2007,23.51020432,12,36.1428566,32.80838013,2,1,0,6.05338809,1.179,20.7
-168,361,3140,0,3.05,19,30,4,1,male,2008,23.61296272,5,41,28.44353104,3,0,1,6.543577458,1.202,34.2
-169,363,3480,0,0.39,21,14.1875,2,6,male,2008,19.140625,10,39.8571434,30.98108292,2,2,0,6.387519963,1.189,20.2
-170,367,3590,0,1.35,20,64,3,1,female,2008,33.04758835,20,41.7142868,37,3,2,2,6.661305042,1.27,28.4
-171,372,3620,0,-0.13,16,40,2,4,female,2008,24.80158806,16,40,33.32446289,3,2,1,5.508555784,1.06,17.5
-172,373,3020,0,-1.04,21,5.0625,2,6,female,2008,22.49135017,17,38.42856979,26.04118729,3,2,1,6.294433037,1.245,21.9
-173,374,3240,0,0.85,25,8,2,1,female,2007,28.6964016,16,41.1428566,33,1,2,0,6.792607803,1.266,27.1
-174,376,2770,1,-0.34,25,37,2,1,male,2007,28.31095695,8,37,27.06365585,2,2,1,6.346224047,1.21,21.95
-175,380,3940,0,0.23,20,5,2,1,male,2007,33.31339645,5,40.2857132,27,2,0,0,7.069130732,1.254,24.9
-176,381,3600,0,1.01,23,21,3,4,female,2008,21.67125893,11,40,36.32237625,3,2,0,6.568218115,1.33,30.2
-177,386,3760,0,1.23,15,28,3,6,female,2008,26.42356982,14,40,32.80160904,2,2,2,6.083504449,1.2,25.4
-178,387,3400,0,0.1,33,22,2,6,female,2008,25.31545448,8,39,27.42778969,3,0,1,6.436573123,1.211,22.7
-179,391,3880,0,-0.49,19,39,2,6,female,2007,23.33768463,23,41,35.24220657,2,2,0,6.450262377,1.153,21.8
-180,392,2960,1,2.28,18,55,4,6,male,2008,29.06060791,23,36,30.32819557,2,2,1,6.338010495,1.265,30.8
-181,393,3500,0,-1.69,21,15,2,6,female,2007,26.17519379,18,39,25.21013069,3,2,0,6.357175451,1.21,19.2
-182,397,1802,0,1.03,12,28,3,4,female,2008,23.83673477,9,34,36.86347198,2,2,2,6.124458134,1.13,21.5
-183,399,3000,0,-0.01,17,4,2,1,male,2008,27.57497025,19,37.7142868,22,1,1,2,6.565480265,1.204,20.2
-184,406,3380,1,-0.71,15,68,2,1,female,2008,38.89807129,20,40.2857132,38,3,0,2,6.113506731,1.183,18.8
-185,408,3960,0,0.96,20,32,2,4,male,2008,32.32653046,16,40,29,3,2,1,6.822724162,1.3,28.6
-186,409,3886,0,1,20,39,3,4,male,2008,25.390625,12,39,24.68584442,3,2,0,6.453228382,1.16,18.6
-187,410,4640,0,3.14,25,32.125,4,1,male,2007,36.80844879,10,41.7142868,22,1,2,0,6.3544376,1.187,30
-188,414,2610,0,-0.32,21,27,2,1,male,2008,27.30448723,20,38.1428566,38,1,0,2,6.154688569,1.178,20.7
-189,415,3820,0,0,25,46,2,4,male,2008,27.77777863,8,39.7142868,25.05867577,3,2,0,6.29431896,1.24,23.6
-190,419,3370,0,0.51,26,20,2,6,male,2008,23.66524506,10,37.42856979,31.03627586,3,2,1,6.373602555,1.188,22.7
-191,420,3170,1,-1.05,29,11,2,4,female,2008,21.63331604,8,39,31.79771614,3,2,0,6.154802647,1.17,18.9
-192,421,4160,1,1.54,24,18,3,1,male,2008,29.02356911,12,40.7142868,26,3,2,0,6.324549395,1.179,24.7
-193,425,1100,0,-1.97,15,10,2,1,female,2008,21.4421463,9,28,33.57973862,1,0,2,6.806297057,1.21,24.9
-194,426,3120,0,-0.01,16,68,2,1,female,2008,20.40650749,4,38.57143021,25,3,0,1,6.116358658,1.143,20
-195,427,3380,0,0.36,28,0,2,6,female,2007,18.64534378,13.5,42.1428566,25.32919884,3,2,0,6.80892083,1.258,25
-196,429,2540,0,-0.71,16,5.125,2,1,female,2007,35.41632843,5,35.8571434,22.37371635,3,2,0,6.704996578,1.135,18.4
-197,430,3680,1,-0.31,17,12,2,1,male,2007,26.39204025,8,40,29,3,2,2,7.430641113,1.316,25.9
-198,432,2860,0,-0.7,22,20.1875,2,6,female,2008,19.36247253,10,37.8571434,31.12529564,2,2,2,6.833789642,1.182,20
-199,433,4230,1,3.56,21,26.375,4,4,male,2008,31.09789085,20,41,38.59703064,2,2,2,6.338010495,1.23,33
-200,434,3900,0,0.33,19,2,2,1,male,2008,18.84182739,8,40.57143021,20,1,2,2,6.836527493,1.15,20.95
-201,436,3590,0,2.45,30,14,4,4,male,2008,34.60207748,28,39,24.77739716,3,2,0,6.850102669,1.28,28.3
-202,437,2810,1,2.89,13,49.22222137,4,6,male,2008,23.87511444,12,38,25.84220314,2,2,1,6.01779603,1.202,26.6
-203,438,2820,0,1.22,20,47,3,4,male,2007,23.73323822,16,40,24.04771614,3,0,0,6.400981063,1.18,24
-204,440,3120,0,0.78,16,9,2,1,female,2008,28.63357162,10,39.2857132,35,3,2,1,6.316335843,1.144,21.8
-205,445,1920,0,-1.11,16,33,2,4,male,2008,21.25850296,12,32.42856979,31.72260284,3,2,2,6.231234314,1.12,17.5
-206,446,3270,0,-0.96,24,39.375,2,4,female,2008,25.14860535,11,37,25.28949738,3,2,0,6.401209217,1.14,18.1
-207,447,2900,0,1.15,21,44,3,1,female,2008,26.76621437,5,37.42856979,28,3,1,0,6.382044262,1.184,24.4
-208,449,2540,0,-0.94,25,8,2,4,female,2008,22.65625,11,40,32.36139679,2,2,2,6.318959617,1.17,18.8
-209,454,2900,0,-0.39,27,41,2,4,female,2008,24.60973358,14,37,28.2546196,3,2,1,6.694159252,1.22,22
-210,455,2720,0,-0.29,16,29,2,6,female,2007,23.30668005,15,38,30,3,2,0,6.984257358,1.181,30
-211,457,4340,0,-0.56,27,37,2,1,male,2008,19.96287727,8,40.1428566,22,2,0,1,6.809148985,1.23,21.4
-212,464,2900,0,-0.01,18,16,2,1,female,2008,21.78249931,8,39.42856979,30,1,0,0,6.691307324,1.23,23.2
-213,465,3550,0,-0.13,27,5,2,4,male,2008,26.67487526,9,41,23.01484108,3,2,0,6.127310062,1.18,21.1
-214,466,3570,0,1.63,17,12,3,6,female,2008,19.10009193,27,39.2857132,31.29330254,2,2,1,6.094455852,1.184,24.8
-215,472,3490,0,-0.91,22,9,2,4,male,2009,22.79032898,14,41,30.01917839,3,2,1,6.127310062,1.143,19.1
-216,474,3080,0,-0.21,15,23,2,1,male,2008,33.7492981,3.5,41,29,2,2,0,6.603582021,1.115,18.8
-217,475,2760,0,1.63,25,82,3,1,female,2007,30.81958771,12,38.8571434,20,1,1,0,6.874743326,1.28,30.6
-218,483,3770,0,0.31,21,65.04285431,2,6,female,2008,21.90758324,20,40.1428566,33.80925369,3,2,1,6.485854438,1.2,22.8
-219,484,2530,0,3.84,13,74.22222137,4,6,male,2007,18.37682515,10,35.1428566,29.10736847,2,2,0,6.351699749,1.245,35.5
-220,486,2920,0,-2.55,18,9,1,1,female,2007,20.75489426,9,38.57143021,30,3,1,1,6.819986311,1.193,17.3
-221,488,2460,0,-0.37,9,133,2,1,male,2008,20.87976646,10,35,31,2,1,1,6.319073694,1.226,22.35
-222,489,3030,0,-1.63,19,59.93333435,2,6,male,2008,19.38214493,13,40.1428566,33.03614044,3,2,1,6.713324207,1.218,20
-223,491,3000,0,0.08,13,53.75,2,6,female,2008,19.59645844,9,38,29.30440521,2,2,0,5.445471138,1.236,23.6
-224,494,3400,0,1.59,10,28,3,6,female,2007,24.77679443,12,38.7142868,29.79515648,2,2,1,6.384553958,1.182,25.2
-225,495,2610,1,0.88,20,37,2,4,male,2007,20.44913673,16,40,30.97558784,2,2,0,6.486082592,1.217,24.1
-226,496,3660,0,0.16,18,39.5,2,6,male,2008,21.09619141,17,40,30.6365509,3,2,0,6.299680584,1.205,22.6
-227,498,3320,0,0.96,32,17,2,6,male,2007,27.18090057,16,38.2857132,31.20972061,3,2,0,6.663814739,1.224,25.3
-228,500,2900,0,-0.6,13,48.3125,2,6,female,2008,20.07960129,23,39.1428566,26.06321335,2,2,0,6.313483915,1.108,17.7
-229,502,2840,0,1.25,18,11,3,1,female,2007,32.12889099,8,41.2857132,37.39082718,1,0,2,6.395733516,1.235,26.9
-230,503,3860,0,0.87,15,20,2,1,male,2008,29.50003052,9,39.7142868,26,2,0,2,6.516084873,1.177,23.5
-231,504,3740,0,0.11,22,75,2,1,male,2008,37.14358139,9,40.42856979,28.09703255,3,2,0,6.485968515,1.123,19.55
-232,505,3050,0,0.32,12,7.125,2,6,female,2008,21.93634796,10,39,30.99436188,2,2,1,6.401209217,1.209,23.1
-233,508,3990,0,0.85,28,26,2,4,female,2008,25,20,39,28.91392708,2,2,2,6.387519963,1.27,23
-234,511,3910,1,-0.17,22,22,2,4,male,2009,29.74580765,25,39,28.40570831,3,2,1,6.072553046,1.143,21.9
-235,512,2710,0,1.68,12,25,3,6,female,2009,21.87755013,25,38.1428566,35,3,2,1,6.480492813,1.212,27.4
-236,513,3440,0,0.94,14,8,2,1,male,2008,23.87030411,8,38.57143021,29,1,0,2,6.707734428,1.169,23
-237,514,3870,0,-0.39,16,38,2,6,male,2008,18.37682515,20,38.8571434,24.22328758,2,2,2,6.98973306,1.232,22.7
-238,519,3760,0,0.12,14,83,2,1,female,2007,18.84182739,12,40.57143021,29.01026726,1,2,0,6.767967146,1.144,23
-239,520,3140,0,-0.82,15,25,2,6,female,2008,22.91303253,10,37.57143021,37.66019058,3,2,1,6.288843258,1.167,19.5
-240,521,3504,0,-0.92,20,17,2,4,female,2008,24.38652611,11,41,24.28013611,2,2,1,6.058977869,1.169,18.8
-241,523,3343,0,1.42,26,31,3,4,female,2008,27.47252655,22,40,34.89200974,3,2,2,6.127310062,1.25,28
-242,527,3500,1,-0.43,22,6,2,1,male,2008,32.16893005,5,38.1428566,36,3,2,2,6.401209217,1.196,21.2
-243,528,3020,0,0.75,30,25,2,4,male,2007,27.7767067,15,39,23.31963539,3,2,0,6.770704997,1.297,23.6
-244,529,3070,0,-0.51,13,55,2,4,male,2008,20.82094002,10,40.7142868,27.1567421,3,2,1,6.12183436,1.15,20.2
-245,530,3560,0,1.61,21,40,3,6,female,2008,21.09375,35,40,30.63869858,2,2,0,6.119096509,1.21,22.6
-246,533,3740,1,0.75,20,19,2,1,female,2008,26.76494408,9,40.7142868,27.86525726,1,2,1,6.447752681,1.166,22.6
-247,534,4260,0,0.69,29,20,2,4,male,2008,28.93507385,20,40,20.12168884,3,2,0,7.019849418,1.28,27.1
-248,535,3220,0,-0.06,20,14,2,1,male,2008,22.07939529,5,39.57143021,20,1,2,0,6.658453114,1.184,21
-249,539,3210,0,-1.29,16,2,2,6,female,2008,22.98539734,16,38,27.9222374,2,2,1,7.063655031,1.197,23.6
-250,540,2360,0,1.97,16,0,3,1,female,2009,36.68451691,5,37,26,2,0,2,6.299794661,1.182,26.95
-251,542,4120,0,0.69,24,8,2,1,male,2008,22.07939529,20,39.57143021,28,3,2,1,6.455966233,1.187,24.2
-252,545,3180,1,-0.89,20,23,2,1,male,2008,24.53562546,10,39,39,1,2,0,6.529774127,1.239,21.9
-253,546,2900,0,-1.44,28,25.25,2,6,female,2007,32.69054031,12,40,28.0834465,2,2,0,6.360027379,1.25,21
-254,547,3260,0,1.58,22,38.0625,3,6,male,2008,32.69054031,8,38.1428566,27.95060539,2,2,0,7.077230208,1.321,31.7
-255,552,3632,0,1.01,19,84,3,4,female,2008,31.58861351,20,40,26.550457,1,2,2,6.151836642,1.19,23.8
-256,555,3370,0,-1.4,22,48,2,4,male,2008,30.10211945,14,39,24.61187172,2,2,0,6.102669405,1.24,21
-257,556,3030,0,-0.56,21,49,2,4,female,2008,23.87511444,9,39,28.86894989,3,2,0,6.841889117,1.25,22.6
-258,557,3963,0,-0.58,22,75.5625,2,4,male,2008,20.87976646,18,40,30.31415558,3,2,0,6.067191421,1.18,20.3
-259,558,3210,0,-1.48,19,40,2,4,male,2008,20.19557762,12,40,34.86347198,3,2,2,6.338124572,1.21,19.9
-260,559,3823,0,1.3,21,24,3,4,male,2007,31.72255135,23,40,29.41118813,2,2,2,6.934976044,1.26,27.9
-261,561,3010,0,0.72,25,26.25,2,6,female,2008,25.07619286,18,37.2857132,28,3,2,1,6.524184349,1.278,27.2
-262,562,3134,0,2.06,23,7,4,4,female,2007,21.96712112,8,39,28.3449688,3,2,0,6.045174538,1.3,32.8
-263,564,2920,0,0.43,22,38,2,1,female,2007,24.20601654,18,39.7142868,30.44348717,2,2,1,6.932238193,1.105,19.7
-264,565,3419,0,1.44,19,99,3,4,male,2009,29.41073418,20,37.8571434,28.58589935,2,2,0,6.110882957,1.228,24.4
-265,566,3520,0,-1.7,22,24,2,4,male,2008,19.91836739,11,38.42856979,36.01917648,3,2,1,5.749372576,1.2,19
-266,569,3680,0,-0.02,24,9,2,1,male,2008,38.02388,9,41,28,3,2,0,6.346452202,1.241,23.6
-267,570,4050,0,0.75,16,54.1875,2,6,male,2007,24.9107666,15,37.1428566,29.11704254,2,2,2,6.346224047,1.205,22.2
-268,572,3000,0,-0.38,24,5.0625,2,6,female,2008,19.84127045,13,38.57143021,36.39638138,2,2,2,6.962354552,1.254,23.2
-269,573,2321,0,0.8,20,24,2,4,female,2008,36.80572128,18,41.7142868,36,3,2,0,6.162902122,1.21,22.2
-270,575,3290,0,1.04,13,18,3,1,male,2008,31.09789085,15,38.57143021,31,2,0,2,6.387519963,1.22,25.2
-271,577,3540,0,1.25,27,27.25,3,6,female,2007,20.81165504,15,39,22,2,2,1,7.175792836,1.27,24.7
-272,578,3360,0,-0.05,23,25,2,4,female,2008,25.15589523,15,40,24.61187172,3,2,0,6.203969884,1.16,19.6
-273,582,3950,0,1.65,22,41,3,4,female,2008,35.15625,22,40,35.64086914,2,2,1,5.623545517,1.26,29
-274,586,3100,0,-0.17,19,11,2,1,male,2007,22.99427986,9,40.8571434,16,1,2,0,6.595368469,1.097,18.25
-275,588,2800,1,0.81,18,7,2,1,male,2007,20.93663979,0,40.7142868,25,2,0,0,6.863791923,1.33,29.5
-276,589,2960,0,-1.21,15,13,2,1,male,2008,22.17302895,13,39,24,2,1,0,6.56251426,1.242,21.45
-277,592,3962,0,-0.75,25,38,2,4,female,2008,25.46938705,18,41,24,3,2,0,7.195071869,1.26,22.7
-278,593,3395,0,-1.09,20,27,2,6,male,2008,18.36547291,17,39,30.44348717,2,2,1,6.039698836,1.18,19.4
-279,594,3480,0,0.39,22,3,2,1,female,2008,27.48503113,5,41.57143021,17,1,0,0,6.516084873,1.18,22.9
-280,597,3527,0,0.19,21,41,2,4,male,2008,20.390625,11,41.8571434,24,1,2,0,5.995893224,1.31,26.7
-281,601,2970,0,-2.35,19,21,1,4,female,2007,18.96192741,27,39,32.74452209,2,2,2,7.011635866,1.13,18.8
-282,603,3540,1,0.13,17,11,2,1,male,2008,29.70564461,10,39,36,3,0,1,6.193132558,1.127,19.7
-283,605,3200,0,0.01,27,57,2,4,male,2007,25.71166229,16,40,25.19246483,3,2,0,7.718115446,1.3,27.1
-284,607,3580,0,-1.07,25,2,2,1,male,2008,23.03563499,10,40.7142868,30,2,0,1,6.406684919,1.193,17.2
-285,612,3560,0,1.04,18,12.30555534,3,6,female,2008,25.53670311,12,41.8571434,40.16693878,3,2,1,6.513232945,1.165,27.3
-286,614,3978,0,0.62,31,61,2,4,male,2008,36.57143021,10,40,24.21164322,2,2,0,6.863791923,1.19,22.6
-287,615,4250,0,4.7,19,23,4,4,male,2008,36.80844879,11,39,34.61735153,3,2,1,6.05338809,1.23,37
-288,616,3720,0,1.03,28,16,3,1,female,2007,39.77258682,9,40.8571434,25,2,2,0,6.967716176,1.184,24.3
-289,618,3110,0,2.95,20,25,4,6,male,2007,20.07960129,18,36.2857132,24.50236702,2,2,1,7.159479808,1.355,39.7
-290,620,4230,0,1.48,19,33,3,4,male,2008,32.9564476,10,38,43.50547791,2,0,2,6.198380105,1.177,22.5
-291,622,3080,0,1.29,20,29.3125,3,6,female,2007,23.30668068,30,38.57143021,26.86266136,2,2,0,7.323750856,1.2,31.5
-292,625,3800,0,0.36,21,25,2,4,male,2008,24.93371964,14,40,30,3,2,2,6.329796943,1.23,21.8
-293,626,3430,1,-1.92,28,32,2,1,male,2007,37.2985611,5,40.1428566,26,2,2,0,6.663814739,1.186,19.8
-294,628,2760,0,0.49,22,22.53333282,2,6,female,2008,30.81854057,13,37.57143021,33.00860214,3,2,1,6.507871321,1.15,22
-295,631,2630,0,2.58,13,41,4,6,male,2007,22.83288002,10,37,30.50905037,2,2,2,6.455852156,1.214,29.5
-296,632,2780,1,-0.74,17,57,2,1,male,2007,24.20282745,3,40,26,3,1,1,6.674766142,1.096,17.1
-297,633,3300,0,0.61,24,6,2,1,female,2008,24.67550027,15,38.57143021,36,3,1,1,6.370864705,1.227,24.6
-298,643,3220,0,0.32,11,15.22222233,2,6,male,2008,18.96192741,19,38.42856979,30.08201981,3,2,1,6.743212412,1.276,22.4
-299,646,3575,1,0.76,22,2,2,4,male,2008,22.68905067,10,40,26.53127861,3,2,0,6.176591376,1.12,20.6
-300,649,2930,0,-0.21,18,10,2,4,male,2007,25.95155716,13,37,23.38812828,1,2,2,7.063769108,1.294,24.1
-301,650,3400,0,0.74,22,18,2,4,female,2007,26.49150848,14,40,19.23630142,2,2,0,6.984257358,1.22,24.9
-302,651,3540,0,0.07,30,15,2,1,male,2007,28.06642342,7.599999905,40,35,3,0,2,6.841889117,1.189,21.9
-303,652,2980,1,0.12,28,15,2,4,male,2008,26.13930893,13,38,36,3,2,1,6.65309149,1.172,21.4
-304,657,3580,0,0.37,28,0,2,1,female,2007,30.85399437,8,39,26,1,1,1,6.825462012,1.24,24.6
-305,659,3510,0,-0.83,21,9,2,6,female,2008,23.33546638,12,40,29.4483223,3,2,1,6.297170888,1.14,17.7
-306,666,4060,0,1.02,28,4,3,1,female,2008,25.01562691,12,41.57143021,23,3,2,0,7.030800821,1.176,23.65
-307,667,3300,0,0,25,28,2,1,female,2008,27.06405067,5,39,27,3,1,1,6.384782113,1.063,17.3
-308,669,3425,0,0.96,24,24,2,4,female,2008,23.63755035,9,40,26.56415558,3,2,1,6.310746064,1.21,24.9
-309,670,3850,1,1.45,13,6,3,6,male,2008,22.49135017,20,38.8571434,33.01697159,3,2,1,6.329796943,1.27,29.9
-310,672,3290,0,0.87,20,2,2,6,female,2008,25.390625,11,37.8571434,36.34618759,1,2,1,6.439539128,1.141,21.9
-311,676,3360,0,-1.51,19,38,2,6,male,2008,29.58579826,7,38.42856979,33.99959183,2,2,2,6.376340406,1.139,17.3
-312,679,2500,0,-1.62,13,48,2,1,female,2007,29.0579071,17,38,37,2,0,0,6.778918549,1.276,21.4
-313,682,3270,1,-0.15,26,46,2,6,male,2007,22.30814934,14,37.1428566,27.95060539,2,2,1,7.151266256,1.278,25
-314,686,3816,0,4.64,31,56,4,4,male,2008,23.38868713,15,39,35.64086914,3,2,0,6.425849875,1.3,48.6
-315,687,3880,0,0.48,20,30,2,6,male,2008,26.44628143,20,40.2857132,33.47985077,3,2,0,6.338010495,1.181,21.6
-316,689,3500,1,-2.42,13,26,1,6,male,2008,19.70553207,13,38.2857132,26.38879395,3,2,1,6.332648871,1.175,17.5
-317,692,4472,0,-0.77,24,41,2,4,female,2008,29.06592751,15,41.2857132,27.01758003,2,2,0,6.54072553,1.197,23.6
-318,696,3706,0,-0.08,24,7,2,4,female,2007,25.68956184,20,40,25.25273895,2,2,1,6.814510609,1.25,23.8
-319,697,3590,0,-1.08,27,1,2,1,male,2008,34.61085892,16,40.42856979,27,1,0,2,6.570841889,1.225,20.8
-320,698,3550,0,-0.13,19,8.125,2,1,male,2007,25.95155716,12,38.2857132,31,2,1,0,6.915811088,1.23,24.5
-321,699,3886,0,-0.23,30,13,2,4,female,2008,25.35154152,3,40,25.77191734,2,2,0,6.480378736,1.21,22.7
-322,700,3360,0,0.16,27,2,2,1,female,2008,31.71097755,9,41.7142868,31,3,2,2,6.527150354,1.2,22.8
-323,701,3140,0,-2.05,27,9,1,1,female,2007,23.77170563,12,40,31,2,0,2,6.877481177,1.155,18.2
-324,705,3540,1,0.98,20,32,2,1,male,2007,40.33377838,5,41,23,1,0,0,5.445471138,1.176,23.6
-325,706,2460,0,-0.43,14,18,2,1,male,2007,32.02052689,6.5,37,31,1,0,2,6.929500342,1.24,22.9
-326,707,4584,0,1.02,27,23,3,4,male,2009,20.390625,30,40.7142868,43.50547791,3,2,2,6.113506731,1.23,22.9
-327,711,3560,0,-0.29,18,8.0625,2,4,female,2008,20.46334457,15,39,36.50822067,3,2,2,6.176591376,1.12,18.6
-328,712,3150,0,1.45,15,53,3,6,male,2008,21.90758324,30,35.2857132,30.43394852,2,2,1,6.450262377,1.218,26.2
-329,714,2990,0,2.06,19,2.266666889,4,6,female,2008,23.33546638,14,38.1428566,37.2993927,3,2,1,6.203969884,1.206,28.6
-330,717,4340,0,1.08,25,14,3,1,male,2008,30.8630352,28,37.8571434,34.41752243,3,2,1,6.466803559,1.165,23.1
-331,718,2680,0,2.08,12,35,4,6,female,2008,40.33377838,25,40.7142868,19,1,2,0,6.266826375,1.228,29.8
-332,725,3500,1,0.39,24,21,2,1,female,2007,20.94925308,20,39.7142868,18,1,2,1,7.003422313,1.254,25.3
-333,726,3680,0,-0.77,24,0,2,1,female,2008,36.68100739,10,41.7142868,24,2,0,0,6.532626055,1.223,23.1
-334,727,3370,0,-1.01,27,31,2,4,male,2007,24.67702103,7,38,32.28013611,3,2,1,6.943189596,1.232,20.1
-335,728,4464,0,0.49,32,21,2,4,male,2008,39.32823181,16,41,25.94935036,3,2,0,6.143737166,1.3,27.8
-336,729,3900,0,-0.42,27,46.375,2,4,male,2008,25.09950066,5,39,28.87831116,3,2,1,6.472393338,1.28,24.3
-337,730,3540,1,-0.65,13,3,2,1,female,2008,22.77318573,5,39.7142868,23,1,2,2,6.379306411,1.176,19.4
-338,732,2910,0,1.2,26,14,3,4,male,2007,24.22145271,13,39,31.59429169,1,2,1,6.882842802,1.27,28
-339,735,3540,0,2.37,16,40,4,6,male,2007,28.93507385,8,38.1428566,29.09618568,2,2,1,6.428587725,1.26,29.8
-340,741,3770,0,-0.05,23,42,2,4,male,2007,28.72678757,10,39,32.53013611,3,2,2,7.331964408,1.31,29
-341,742,3410,0,-0.69,22,12,2,4,female,2007,19.4674015,8,39,30.5281601,3,2,1,6.973305955,1.27,21
-342,743,3070,0,0.42,31,15,2,6,female,2008,24.80158806,12,40,25.65529251,2,2,0,6.113620808,1.133,20.5
-343,744,3380,0,-0.18,23,15,2,1,female,2007,23.61942863,10,40.7142868,32,3,2,0,6.81724846,1.19,21.6
-344,745,5260,0,0.83,26,10.0625,2,4,male,2008,27.77427101,20,40,32.74177933,2,2,0,6.65309149,1.29,35
-345,747,4000,0,2.82,21,22,4,4,female,2008,29.7577858,30,40,28.49178123,3,2,0,6.146475017,1.18,30.8
-346,749,3240,0,-0.08,21,33.3125,2,6,male,2007,22.57104683,28,37.2857132,20.86515999,2,1,0,7.531941593,1.275,25.2
-347,752,3492,0,-0.22,28,25,2,4,male,2007,24.22145271,16,40,27.63716888,3,2,1,7.175792836,1.19,21.4
-348,754,3700,1,-0.36,27,7,2,1,male,2007,25.84695053,6,41.8571434,24,2,2,0,6.614533425,1.12,21.25
-349,755,3250,0,0.95,18,18,2,6,female,2008,31.23941422,13,41.1428566,34.41752243,2,2,2,6.409194616,1.195,24.3
-350,756,3130,0,1.57,17,15.22222233,3,6,male,2008,25.53670311,12,36.2857132,29.15658379,2,2,0,6.406456765,1.175,24.6
-351,759,3000,0,2.22,12,92.8125,4,6,male,2008,24.22145271,10,38.8571434,27.24842262,2,2,0,6.56525211,1.23,29.7
-352,761,3274,0,-0.13,25,34,2,4,male,2007,31.17913818,7,40,41.12990952,3,2,0,7.014373717,1.23,23
-353,764,3020,1,0.56,12,14,2,1,male,2009,26.6689949,5,39,26,1,0,2,6.212069359,1.24,25.1
-354,765,3380,0,1.57,22,26.125,3,1,male,2008,27.96158218,13,38.2857132,27,3,1,0,7.02532512,1.181,27.1
-355,768,2951,0,-0.48,32,55,2,4,female,2008,31.91930771,8,37,24,2,2,0,6.02886151,1.13,18.6
-356,769,4080,0,1.14,24,7,3,1,male,2008,37.0447464,10,41.42856979,30.27085686,1,1,2,6.483116587,1.251,26.8
-357,773,3480,0,0.51,28,25,2,1,female,2008,31.10003662,0,40.42856979,22,2,2,0,6.447752681,1.173,23.7
-358,774,3810,0,0.28,23,48,2,4,male,2007,24.76756668,15,40,29.86347008,3,2,0,6.108145106,1.21,23
-359,775,2630,0,-1.19,15,19,2,6,female,2008,21.71924973,12,37,30.00229073,2,2,1,6.442048825,1.154,19.8
-360,776,3370,0,0.82,26,27,2,4,female,2008,22.49135017,13,41,22.21986389,2,2,0,7.274469541,1.23,24.9
-361,777,4340,0,0.04,31,9,2,1,female,2007,26.00906372,5,39,33,3,1,0,6.81724846,1.19,21.85
-362,778,3400,0,-1.25,21,13,2,1,male,2008,21.194664,10,37.8571434,22.41392708,3,1,0,6.403947068,1.193,20.2
-363,779,3190,1,0.04,11,28,2,6,male,2008,24.03461075,10,38.1428566,28.0834465,2,2,0,6.116358658,1.161,20.6
-364,781,2480,0,-0.35,25,22,2,1,female,2007,32.62265396,10,41.42856979,34,2,2,0,6.368355008,1.164,20
-365,783,3140,0,0.36,27,3,2,1,female,2007,25.18462753,9,37.7142868,29,3,0,1,6.655829341,1.142,20.8
-366,784,4340,0,1.33,23,2,3,1,male,2007,32.32196808,22,39.42856979,36,2,2,2,6.984257358,1.275,28.5
-367,788,3300,1,0.69,25,7,2,1,male,2007,20.390625,9,40,29.63702583,3,0,1,7.718115446,1.248,25.7
-368,790,2810,0,1.45,25,21,3,6,female,2008,23.72528648,9,38.57143021,34.32024002,3,2,1,6.261350673,1.232,26.7
-369,791,3180,0,-1.34,22,33,2,6,female,2008,20.3125,17,38,36.31040573,2,2,2,6.641911932,1.194,18.1
-370,792,1390,0,-0.82,13,10,2,1,male,2007,22.98539734,5,32,23,3,2,0,6.806297057,1.225,22
-371,794,3320,0,-0.3,21,10,2,6,female,2007,22.18934822,18,39.8571434,27.99033165,2,2,0,6.510609172,1.106,18.3
-372,797,3220,0,1.87,26,6,3,4,female,2007,26.92743683,20,40,35.12009048,3,2,0,6.346338125,1.29,32.2
-373,798,2420,0,2.94,17,39,4,1,male,2008,26.4815197,12,38.57143021,28,1,0,2,6.565480265,1.198,29.7
-374,802,3300,0,-2.02,18,15,1,6,male,2008,19.53125,23,38,32.27364349,3,2,0,6.56525211,1.167,17.8
-375,803,2680,0,-0.46,23,52,2,4,male,2007,26.07897186,14,36.1428566,30.93972588,2,2,0,6.767967146,1.24,21
-376,806,3210,0,2.97,23,8,4,4,male,2007,28.06642342,20,38,25.56878853,2,2,0,6.234086242,1.26,33.6
-377,807,2820,0,-0.1,25,38,2,6,male,2008,22.41026878,10,38,28.41237068,3,2,1,6.486082592,1.2,22
-378,809,3872,0,1.34,16,18,3,4,male,2009,23.66524506,10,40,33.4248848,3,2,1,6.110882957,1.26,27.2
-379,810,3460,1,1.74,21,62.6875,3,6,female,2008,25.63116837,10,38.8571434,33.26214981,3,2,0,6.472165184,1.202,26.9
-380,812,3190,0,-1.27,14,16,2,1,female,2007,33.22551346,9,41.42856979,35,1,0,2,6.836413415,1.19,23.6
-381,813,3810,0,0.38,26,39,2,4,male,2008,31.99217224,30,39,25,3,2,0,6.105521332,1.21,23.2
-382,816,3500,0,-1.24,27,44,2,1,male,2008,26.76621437,15,41.8571434,28,1,2,0,6.636664385,1.213,20.25
-383,819,3392,0,2.38,13,8.0625,4,6,male,2008,21.484375,9,39.8571434,34,1,2,1,6.3544376,1.264,31.8
-384,820,2930,0,-1.29,15,13,2,6,female,2008,21.67125893,20,39.8571434,27.22984505,2,2,0,6.023271732,1.146,17.7
-385,822,2120,0,1.58,23,16.375,3,6,female,2007,32.87197232,25,30.8571434,36.15605927,3,2,1,7.145790554,1.297,31.5
-386,825,3342,0,0.28,26,22,2,4,female,2008,18.81892395,9,38,29.72808266,3,2,1,6.740474561,1.16,20.5
-387,828,2560,0,0.62,16,95,2,4,female,2008,22.95908737,10,40,25.0997715,2,2,0,5.437257586,1.11,20
-388,829,2570,0,2.22,20,16,4,6,male,2008,22.48132896,2,36.1428566,34.42502213,3,2,1,6.56525211,1.177,28.3
-389,830,3150,0,-0.22,27,40,2,4,male,2008,20.93663979,10,40,24.67214584,2,2,2,6.620009126,1.19,21.4
-390,834,2210,0,-0.86,19,45.5,2,6,female,2007,20.93211937,10,35.1428566,35,2,2,2,6.387291809,1.199,20.6
-391,835,2540,0,0.49,18,36,2,6,male,2008,20.76124573,13,39.42856979,33.46874237,2,2,1,6.453228382,1.183,22.5
-392,836,2550,0,0.02,13,102,2,4,male,2008,21.71924973,9,38,23.80319595,3,2,2,6.14636094,1.13,19.6
-393,837,3430,0,1.34,31,16,3,6,male,2007,26.0932752,7,37.2857132,36,3,2,0,6.488592288,1.181,28.1
-394,843,3870,0,0.08,22,2.0625,2,1,female,2007,20.7002182,12,41.7142868,19,1,0,0,6.869267625,1.176,21.45
-395,846,3320,0,2.23,20,21,4,4,female,2008,32.52595139,9,40,33.16666794,3,2,2,5.437257586,1.184,28.6
-396,847,4620,0,1.05,15,12,3,1,female,2008,27.06405067,9,39,36,1,2,2,6.746064339,1.16,23.3
-397,848,2820,0,2.28,33,12,4,6,male,2008,29.1363163,3.5,35.2857132,36.79285049,2,2,2,6.359913301,1.21,28
-398,849,4017,0,0.25,24,41,2,4,female,2007,28.32658005,15,40,43.34429169,2,2,1,6.902121834,1.24,24.3
-399,851,3630,0,-0.16,20,46,2,1,male,2008,23.29071999,3,41.7142868,17,1,2,0,6.201232033,1.181,21.1
-400,852,3060,0,1.11,33,40,3,6,male,2008,33.12130737,9,38,28,3,2,0,6.99247091,1.159,22.9
-401,854,2500,1,-1.54,14,34,2,6,female,2008,20.56933022,22,37.57143021,30.76895523,1,2,2,6.46954141,1.187,19.1
-402,855,3504,0,1.13,11,88,3,6,male,2008,24.38652611,14,39.1428566,29.63702583,2,2,0,6.98973306,1.319,25.5
-403,856,4160,0,-0.55,12,25,2,1,male,2008,28.93507385,8,40,17,1,2,1,6.368355008,1.15,20.45
-404,858,3170,0,-0.94,15,53,2,1,male,2008,24.72946167,24,39.42856979,28.86894989,1,1,0,6.447752681,1.144,19.2
-405,859,3358,0,0.54,25,25,2,4,female,2008,34.52708817,20,39,26.58059311,2,2,0,6.844741045,1.14,21.2
-406,863,2820,0,-3.58,16,25,1,1,male,2008,18.39737129,6.5,39,30,1,1,1,6.507985398,1.171,16
-407,864,3000,0,0.62,13,23.54411697,2,6,male,2008,38.94681168,13,38,28.04205704,2,2,0,6.918548939,1.259,26.2
-408,865,4020,1,3.13,9,37,4,6,male,2008,19.95728493,30,37.7142868,32.22317886,2,2,1,6.46954141,1.236,32.4
-409,866,3660,0,-1.3,19,11,2,1,female,2008,23.52941132,9,41.42856979,38,1,1,2,6.401209217,1.184,21.1
-410,868,3860,0,1.36,23,37.3125,3,6,female,2008,24.21875,11,41.42856979,26.11909676,2,2,1,6.494296144,1.312,30.8
-411,872,3740,0,3.29,15,14.125,4,4,female,2008,19.73396111,14,40,39.60525131,3,2,2,6.26146475,1.26,37
-412,873,3640,0,0.58,24,28,2,6,male,2008,24.34175873,20,40.2857132,35.11534882,3,2,1,6.313369838,1.208,23.6
-413,876,3360,0,-0.03,31,17,2,1,female,2007,21.95405197,0,37.7142868,24,1,2,0,6.770704997,1.255,24.1
-414,877,2970,0,1.61,22,46,3,6,male,2007,28.40533829,25,35,27.86730957,2,2,1,6.283367556,1.24,27.5
-415,878,3512,0,-0.4,24,20.125,2,4,female,2008,26.36560249,17,39,26.29223824,3,2,1,6.190394707,1.19,20.8
-416,879,3460,0,-1.03,25,35,2,4,female,2007,24.22145271,0,40.2857132,32,3,0,2,6.130047912,1.16,18.6
-417,882,3880,0,0.49,19,22,2,1,male,2007,20.19566727,9,42.2857132,23,1,2,0,6.639174082,1.323,28.2
-418,883,3600,0,-0.67,17,21,2,6,female,2007,23.87511444,20,36,18.9347477,1,2,0,6.422883869,1.095,17.1
-419,884,3970,0,0.35,29,8,2,4,male,2008,34.55707932,30,40,32.28013611,3,2,1,6.510723249,1.31,27.3
-420,885,3360,0,-0.12,11,4,2,1,male,2008,21.33821064,9,41.7142868,33,3,2,0,6.858316222,1.155,21.2
-421,887,2830,0,0.51,21,43,2,6,female,2008,23.1404953,9,38,43,2,1,2,6.46954141,1.19,21.9
-422,888,3320,0,-0.67,19,10,2,1,male,2008,20.390625,1,40.7142868,30,3,2,0,6.655601186,1.31,18.9
-423,891,3336,0,0.71,24,45,2,4,male,2008,25.24933815,16,40,33.83333206,3,2,2,5.921971253,1.22,26.7
-424,892,3660,0,1.91,22,45,3,1,male,2008,26.28476715,8,41,26,3,0,1,6.809034908,1.238,28.7
-425,893,3680,0,1.03,22,9,3,1,male,2008,25.36937904,25,41.42856979,33.12252045,3,0,1,6.518936801,1.265,27.2
-426,895,2790,0,0.15,16,41,2,1,female,2007,29.91725349,10,38.57143021,30.05825615,1,1,2,6.792607803,1.198,22.4
-427,896,3500,0,-0.02,12,7,2,1,female,2007,35.62901688,7,41.1428566,27,1,0,2,6.866529774,1.218,19.6
-428,898,3640,0,-0.14,26,10,2,4,male,2008,23.66524506,10,40.57143021,28.03675842,2,2,0,6.661305042,1.18,21.2
-429,899,3750,0,-0.1,22,66,2,4,female,2007,30.11940193,10,39.57143021,21.51095963,2,2,0,6.620123203,1.19,21.5
-430,903,3880,0,0.75,21,28,2,1,female,2007,35.96804428,10,40.7142868,31,1,2,2,6.896646133,1.275,27.35
-431,904,2820,0,2.63,32,12.125,4,1,female,2007,29.66983986,7,40.1428566,36.48186111,1,2,1,6.877481177,1.26,34.5
-432,906,2300,0,1.77,14,17,3,6,female,2007,23.53304271,3,37.2857132,39.14478302,2,2,0,6.442276979,1.135,24.3
-433,908,4000,0,1.77,19,8,3,4,male,2007,33.60102081,8,41,30.11347008,2,0,1,6.466689482,1.26,25.6
-434,910,3540,0,0.85,30,11,2,1,male,2007,31.10003662,10,40.8571434,19,1,2,0,7.088295688,1.15,22.3
-435,911,3300,0,1.62,25,34,3,4,female,2008,21.09375,10,39,30.43394852,2,0,2,5.853524983,1.17,25.8
-436,915,3100,0,0.8,15,74,2,6,male,2008,21.67125893,8,36.8571434,33.46874237,2,2,1,6.48060689,1.183,23.4
-437,918,3620,0,1.05,13,29,3,1,female,2008,31.31833076,8,39.2857132,29,1,0,2,6.603810176,1.224,25.8
-438,919,4120,0,0.85,32,25,2,4,female,2007,29.03178978,13,43,26.47260284,3,2,0,7.104722793,1.33,30.1
-439,920,2960,1,3.53,18,43,4,4,male,2008,26.39580345,20,36,22.449543,3,2,0,6.46954141,1.305,32
-440,921,2600,0,-1.18,24,11,2,6,female,2007,22.67995262,11,36.57143021,33,2,2,1,6.346338125,1.146,22.1
-441,924,2970,0,2.87,17,50,4,6,female,2007,26.70362282,12,38,22.04497719,3,2,0,7.003422313,1.256,35.1
-442,925,3810,0,-0.82,31,3,2,4,male,2008,30.85399437,15,41,35.43584442,2,2,1,5.708418891,1.16,19.3
-443,927,3640,0,0.15,22,10.25,2,6,female,2007,21.15529442,13,39.57143021,30.57473946,1,2,2,7.085557837,1.33,23
-444,933,3620,0,0.21,19,31,2,6,male,2008,22.77318573,12,40,32.78110504,3,2,0,6.592630618,1.226,23.6
-445,935,1780,1,-0.03,23,14,2,1,male,2007,31.27884674,5,34,33,3,2,0,6.902121834,1.15,22
-446,936,3690,0,2.05,24,32,4,1,male,2007,36.80572128,10,40.7142868,29.01026726,3,0,2,6.893908282,1.294,33.6
-447,940,4540,0,0.69,29,13,2,1,male,2007,38.89807129,9,41.7142868,35,3,2,1,6.770704997,1.21,24.1
-448,941,2710,0,1.11,12,33,3,6,female,2008,21.5138588,20,38.57143021,30.91102028,2,2,1,6.483116587,1.162,27.3
-449,945,2880,1,-0.73,22,24.33333397,2,6,female,2007,23.42355728,7,38.42856979,26,2,2,1,6.877481177,1.143,19.4
-450,947,3640,0,-0.01,16,28,2,1,male,2008,40.13878632,5,38.7142868,36,1,2,1,6.401209217,1.197,19.7
-451,951,2890,0,0.76,21,2,2,6,female,2008,31.50136566,18,37,33.81074524,3,2,0,6.313597992,1.238,25.5
-452,955,2970,0,-1.08,14,17,2,6,female,2008,20.06920433,12,37,31.25950623,3,2,1,6.474903034,1.223,20.6
-453,959,4350,0,0.49,27,24,2,6,male,2008,27.85200882,9,37.8571434,30.0603466,3,2,1,6.365389003,1.181,22.4
-454,962,2360,0,1.95,24,33,3,1,male,2008,22.17302895,10,34.2857132,17,1,2,0,6.625712982,1.205,24.6
-455,964,3212,0,-0.05,19,10,2,4,male,2007,33.56401443,12,39,32.08607483,3,2,1,6.362765229,1.2,22
-456,965,4030,1,1.81,26,45.9375,3,6,male,2008,23.42209053,17,39.8571434,20.19819069,2,2,0,6.297170888,1.209,26.7
-457,967,3240,0,2.16,23,23.125,4,6,male,2008,23.83673477,17,37.2857132,33.13724518,3,2,0,6.565480265,1.219,26.1
-458,970,3920,0,0.38,16,29.1875,2,6,female,2007,21.09619141,10,38,34.15065384,3,2,1,6.757015743,1.253,25
-459,974,3260,0,-0.71,17,11,2,1,female,2007,27.17021751,11,40.2857132,25,3,2,0,6.751540041,1.195,20.4
-460,975,2120,0,-0.1,12,42,2,6,male,2008,17.84651947,14,33.1428566,35.09079742,1,2,1,6.360027379,1.146,20.6
-461,976,3230,0,-0.1,23,31,2,6,male,2007,20.3125,18,38.2857132,21.79825401,2,2,1,6.704996578,1.155,20.4
-462,982,3380,0,-0.46,28,32,2,4,female,2007,29.06877327,20,37,26.87748146,3,2,1,6.477640885,1.25,23.1
-463,984,4140,0,1.27,21,82,3,4,male,2008,28.95899963,15,39,30.44406319,3,2,1,6.015058179,1.28,23.6
-464,987,3548,0,1.38,14,32,3,4,male,2008,26.29172325,9,38.42856979,23.51917839,2,2,0,6.39835729,1.22,26.2
-465,988,3336,0,0.62,21,7,2,4,female,2008,29.76086235,7,40.57143021,24.51643753,3,2,1,6.001368925,1.19,23.2
-466,992,3980,0,2.36,20,3,4,1,male,2008,32.03961563,32,41.42856979,32,3,2,1,6.39002966,1.21,28.5
-467,994,4230,0,2.45,24,0,4,4,male,2009,32.07591248,20,39,31.43362617,2,2,2,6.127310062,1.23,26.4
-468,998,4640,0,1.22,21,15,3,4,female,2008,24.53896523,13,41.57143021,31,3,2,2,7.460643395,1.2,25.3
-469,999,3952,0,2.17,20,11,4,4,male,2007,21.96712112,15,41,36.24452209,3,2,2,7.76739676,1.33,35.3
-470,1002,2820,0,-1.25,18,11,2,1,male,2008,24.72946167,8,38,37,3,1,0,6.469427333,1.21,20.2
-471,1006,3980,0,1.35,21,27,3,4,female,2008,25.61728477,16,41,23.97808266,3,2,0,6.19301848,1.135,19.6
-472,1008,3260,0,1.78,25,37,3,6,female,2007,20.79673004,12,39.1428566,30.05825615,3,2,1,6.888546658,1.24,26.1
-473,1010,3550,0,1.25,26,21,3,6,female,2007,24.50894547,7.5,38.42856979,31.66748428,2,2,1,6.918548939,1.236,27.15
-474,1011,3040,0,2.94,19,34,4,6,male,2007,26.0932752,12,39,36.39866257,2,2,1,6.406684919,1.231,26.7
-475,1012,3620,0,1.06,24,31,3,1,male,2007,25.51020432,10,40.8571434,25.93036461,2,2,0,7.02532512,1.26,25.6
-476,1013,2950,0,-0.39,32,0,2,6,female,2007,24.02380943,18,37.42856979,35.43013382,3,2,0,6.351699749,1.143,21.1
-477,1015,2985,0,0.82,18,22.1875,2,4,female,2008,24.44727898,17,38,25.13538742,3,2,0,6.121720283,1.143,21.3
-478,1018,3140,0,0.58,20,4,2,1,female,2008,25.36937904,10,37.42856979,30,1,2,1,6.417636322,1.197,24.5
-479,1021,3834,0,0.86,26,14,2,4,male,2008,32.87310791,20,40,25,2,2,0,5.702829112,1.21,24.4
-480,1022,4120,0,0.46,26,8,2,4,female,2007,35.85643005,30,40,27.63716888,2,2,2,6.880104951,1.28,23.3
-481,1024,2479,0,-2.98,24,21,1,4,male,2007,25.35154152,13,40,27.05593681,3,2,0,7.186858316,1.24,18.9
-482,1027,3900,0,2.66,20,23,4,4,male,2008,34.60207748,11,39,32,2,2,2,6.46954141,1.36,37.4
-483,1028,4080,0,0.28,26,5,2,4,male,2008,27.51338577,18,39,33.35799026,3,2,1,6.023271732,1.19,22.5
-484,1029,3492,0,1.77,32,8.0625,3,4,female,2007,35.15625,10,40,34.07237625,3,2,2,6.395733516,1.15,24.8
-485,1030,4050,0,1.13,22,26,3,4,female,2008,21.46915054,0,39,36,3,2,2,5.864476386,1.18,24
-486,1031,4040,1,0.37,22,23,2,4,male,2008,26.12861061,21,39.2857132,32.22694016,3,2,1,6.447752681,1.19,22.5
-487,1037,3550,0,-0.89,25,0,2,4,female,2007,23.38435364,13,40,30.8497715,3,2,1,7.014373717,1.25,22
-488,1040,2600,0,-0.6,20,6,2,1,male,2007,34.35274887,8,37.57143021,23,1,2,0,7.143052704,1.26,19.8
-489,1041,3270,1,1.57,25,27,3,6,male,2007,24.67702103,20,38.7142868,31,2,2,1,6.422883869,1.18,23.1
-490,1043,3050,0,1.77,26,38.5,3,4,female,2008,33.38655853,20,41,24.49178123,3,2,0,6.294433037,1.23,28.6
-491,1046,3430,0,-0.32,23,42,2,4,female,2008,28.25699043,8,40,28.03675842,2,2,0,6.496805841,1.21,21.7
-492,1047,3220,0,2.98,20,14,4,1,female,2007,40.33377838,12,40.2857132,27,3,0,0,7.033538672,1.32,38.1
-493,1048,3336,0,1.5,25,33,3,4,male,2008,25.390625,18,39,21.83881187,2,2,0,6.023385809,1.11,21.7
-494,1050,4000,0,0.71,26,25.125,2,4,male,2008,31.60321236,15,41,31.62716866,3,2,1,6.39002966,1.16,22
-495,1051,4022,0,0.99,21,14,2,4,male,2008,26.79493713,18,40.42856979,36,3,2,2,5.494752453,1.19,23.6
-496,1056,3000,0,3.51,20,13,4,6,female,2007,24.93371964,20,39.1428566,36.29383469,3,2,0,6.751540041,1.171,33.2
-497,1057,2540,0,-1.43,27,8,2,4,female,2007,21.5138588,5,36.7142868,31.08881187,3,2,1,6.88569473,1.16,18
-498,1059,4480,1,0.87,26,58,2,1,male,2008,44.84930038,10,40.57143021,18,2,2,0,6.746064339,1.19,23.65
-499,1070,3935,0,0.47,28,33,2,1,female,2007,25.72995186,13,40,28,2,1,0,6.699520876,1.26,27
-500,1071,3090,0,3.01,21,57,4,6,male,2008,24.03440666,26,38.57143021,24.7598114,2,2,1,6.406456765,1.29,35
-501,1073,2500,0,-1.44,33,16.0625,2,6,female,2007,31.99217224,11,37.2857132,33.32446289,2,2,1,7.110198494,1.185,18.8
-502,1075,3030,0,3.46,13,22,4,6,male,2008,29.38475609,8,38.42856979,34.00735855,2,2,2,6.680241843,1.272,36.2
-503,1076,3150,0,0.61,23,66.17500305,2,6,male,2008,21.875,20,40,31.43362617,3,2,1,6.507757244,1.23,22.7
-504,1081,3340,0,2.08,18,14,4,6,female,2008,24.42583656,8,38,32.82308578,3,2,2,6.505019393,1.331,34.9
-505,1084,3290,0,-0.85,25,10,2,1,female,2008,22.40983391,16,40.42856979,24.21164322,1,0,0,6.494182067,1.196,21.8
-506,1085,3380,0,1.44,26,17,3,1,male,2008,27.77777863,13.60000038,40.57143021,29,3,0,0,6.143737166,1.13,28
-507,1087,3210,0,0.58,26,8,2,1,male,2007,34.48846817,10,38.57143021,30,2,2,0,7.030800821,1.165,22.2
-508,1088,3240,0,0.34,25,11,2,1,male,2008,29.35752106,15,40,26,3,2,2,6.655601186,1.144,20.8
-509,1089,3240,0,1.73,30,12,3,4,female,2008,26.39797783,18,38,22.96872139,2,2,1,6.841889117,1.16,25.5
-510,1091,3430,0,0.34,23,36,2,4,male,2008,30.77870178,15,40,26.2746582,3,2,0,6.132785763,1.202,22
-511,1092,3105,0,2.43,17,16,4,1,male,2008,35.3985672,8,37.42856979,36,1,1,2,6.661305042,1.314,33.9
-512,1094,3780,0,0.06,29,41,2,6,male,2007,22.22906113,12,40.8571434,27.69609833,2,2,0,6.932238193,1.214,22.8
-513,1096,3620,0,1.22,31,5,3,1,female,2007,32.9564476,5,41.1428566,24,1,0,1,6.809034908,1.194,25.25
-514,1098,2550,0,0.31,18,44,2,6,male,2008,24.38237381,13,34.1428566,21.23676682,2,2,0,6.269678303,1.189,19.8
-515,1099,3500,0,3.23,19,31.20000076,4,6,female,2008,23.42209053,30,38.42856979,26.02517319,1,2,0,6.485854438,1.23,35.4
-516,1100,3020,0,0.98,25,40,2,6,male,2008,21.90758324,5,38.2857132,28.84805298,3,2,0,6.31884554,1.24,22.3
-517,1101,2590,0,2.89,23,27,4,6,female,2007,26.76494408,3,38.7142868,34.77210236,2,2,1,6.381816108,1.193,31.5
-518,1103,3550,0,1.05,20,19,3,6,male,2008,24.74745369,28,40,33.31299973,2,2,2,6.568218115,1.201,24.3
-519,1104,3220,0,-0.34,20,4,2,1,male,2008,26.44413948,10,36.2857132,31,3,2,1,6.524184349,1.14,21.8
-520,1108,2810,0,2.32,24,36,4,6,male,2008,25.390625,12,37.8571434,32.42286301,3,2,0,6.316107689,1.214,28.5
-521,1109,4000,0,0.89,27,38,2,4,male,2007,30.8248291,10,40,27.02739716,3,2,0,7.315537303,1.33,30
-522,1111,3050,0,-1.19,25,23,2,4,female,2008,26.64359856,15,39,34,3,2,2,6.745950262,1.29,21.5
-523,1112,3730,0,-0.06,32,31,2,4,female,2007,26.36560249,12,40.1428566,37.97967911,3,2,1,6.973305955,1.26,24.3
-524,1113,3680,0,-0.07,31,57,2,4,male,2007,30.85399437,15,41,28.86894989,2,2,0,6.822724162,1.3,28
-525,1114,3820,0,1.5,18,33,3,4,female,2008,34.5776329,20,40,30.74178123,3,2,2,6.149212868,1.09,21.5
-526,1118,3140,1,-1.38,13,0,2,1,female,2008,24.93371964,13,40.57143021,27,1,0,0,6.488820443,1.135,18.8
-527,1119,3392,0,0.07,19,61,2,4,female,2007,25.25951576,10,40,23.92762566,2,2,0,7.011635866,1.22,23.1
-528,1123,3980,0,-0.02,24,39,2,6,male,2008,24.38237381,17,38,42.14476776,3,2,1,6.491330139,1.197,23.6
-529,1124,4022,1,1.74,22,8,3,4,female,2008,26.6193428,16,41,31.66118813,3,2,2,6.19028063,1.27,29.2
-530,1125,3720,1,0.34,17,22,2,1,female,2008,18.49569511,24,40.7142868,26,1,2,2,6.203969884,1.054,17.6
-531,1128,3600,0,1.17,24,42,3,4,female,2008,28.39372635,20,39,25.61735153,3,2,0,6.521560575,1.316,23.6
-532,1131,3500,0,1.68,11,31.125,3,6,female,2008,21.93634796,10,40,41.70705795,3,2,1,6.39835729,1.281,29.7
-533,1135,3300,0,-0.68,23,12.0625,2,6,male,2008,19.13265228,19,38.57143021,24.58607292,2,2,1,6.620009126,1.25,22.7
-534,1136,3040,0,-0.32,29,40,2,1,female,2007,26.03270149,9,39,34,3,2,0,6.773442847,1.21,23.9
-535,1140,3180,0,1.17,15,13,3,4,male,2009,30.4866848,20,40,21.9002285,2,2,1,6.031485284,1.2,25
-536,1141,3210,0,0.6,18,26.29999924,2,6,female,2008,24.91349411,7,40.42856979,31.94693565,2,2,1,6.5134611,1.263,26.2
-537,1142,2740,0,-1.18,16,11,2,1,male,2008,21.95324516,17,38.42856979,28,2,1,0,6.570955966,1.16,18.6
-538,1145,2960,0,-1.51,15,33,2,1,female,2009,24.1307888,20,41.42856979,21,1,0,0,6.502281542,1.181,18.2
-539,1148,3460,0,-0.97,25,11,2,1,female,2007,23.63755035,12,41.7142868,29,3,2,1,6.696668948,1.183,19.5
-540,1149,2800,0,-1.99,23,1.0625,2,6,male,2007,24.44180298,9,37.57143021,32.28938293,3,2,2,7.028177048,1.196,18
-541,1151,2980,0,1.78,18,31.375,3,6,female,2008,29.37239647,15,38.1428566,33.81074524,3,2,2,6.560004563,1.205,27.5
-542,1153,3620,0,-0.42,26,8,2,1,male,2008,24.83695602,20,39.2857132,41,3,0,0,6.573693817,1.245,23.6
-543,1154,3200,0,1.61,20,28,3,1,male,2007,29.90770721,20,37.8571434,18,1,2,0,6.841889117,1.276,36.6
-544,1155,2770,0,-1.33,14,55,2,6,male,2008,24.91349411,25,37.8571434,24.37689209,2,2,0,6.116358658,1.132,17.6
-545,1156,3000,0,1.19,27,25,3,6,female,2007,22.03856659,7,38.7142868,34.629776,3,2,1,6.847250742,1.201,27.6
-546,1160,3100,0,0.58,27,23.0625,2,6,male,2008,21.484375,8,39.8571434,27.86525726,2,2,1,6.598334474,1.19,25.1
-547,1161,3150,0,1.85,18,24,3,6,female,2008,24.60973358,25,39,24.27792931,2,2,0,6.622975131,1.197,26.6
-548,1162,2860,0,-1.1,22,22,2,6,male,2008,20.56933022,12,38.42856979,26.29628181,3,2,0,6.46954141,1.154,24.9
-549,1164,3200,0,-0.01,19,27,2,6,male,2007,21.875,12,38.8571434,24.80669594,2,2,1,6.439310974,1.124,19.4
-550,1167,2820,0,2.97,13,13,4,6,female,2007,28.515625,3,38,37.89798737,2,2,2,6.324435318,1.2,31.2
-551,1169,3340,0,1.08,24,40,3,6,female,2007,22.38631439,12,40.57143021,28,3,2,0,6.499771846,1.216,25.6
-552,1170,2720,1,0.96,17,8,2,1,male,2007,31.08959579,11,38.7142868,24,2,0,0,6.713096053,1.243,26.1
-553,1171,3888,0,-0.77,20,32,2,4,female,2008,31.14186859,20,40,23.28949738,1,2,0,6.428473648,1.29,23.6
-554,1172,2780,0,-0.1,21,26,2,1,female,2008,28.13590431,13,38,39.42505264,1,0,2,5.494752453,1.188,21.3
-555,1176,4010,0,0.91,17,14,2,1,male,2008,27.47711754,8,38.2857132,34,2,0,0,6.450262377,1.166,22.75
-556,1183,2760,0,3.31,15,7.0625,4,1,female,2008,33.32134628,15,38.1428566,32.72552872,1,1,2,6.740588638,1.235,34.8
-557,1184,3200,0,-1.01,30,32,2,4,female,2008,26.12861061,13,39,33.12252045,3,2,2,6.275039927,1.14,18
-558,1185,2870,0,-0.1,18,25,2,6,female,2008,21.64412117,6,37.7142868,30.27085686,3,2,2,6.428473648,1.108,20.8
-559,1186,3980,0,0.57,19,28,2,4,male,2008,25.08896065,20,40,28,3,2,0,5.702829112,1.18,22
-560,1187,3810,0,-0.18,24,15,2,1,male,2007,40.33377838,20,41.8571434,28.02190208,3,2,0,7.041752225,1.244,23.6
-561,1190,4093,0,3.31,22,17,4,4,male,2007,36.49376297,20,40,34.08059311,2,2,2,7.028177048,1.26,38.8
-562,1191,3380,0,2.63,15,61.42857361,4,6,male,2008,23.73323822,25,39.8571434,32.23092651,2,2,0,6.477640885,1.305,34.3
-563,1192,3520,1,1.28,23,76,3,1,male,2007,28.02371597,10,37.8571434,22,3,2,1,6.746064339,1.219,25.95
-564,1195,2920,0,0.57,26,11,2,6,male,2007,25.21735764,10,35.8571434,36.56373978,3,2,1,6.390143737,1.213,23.8
-565,1197,3460,0,-0.82,27,18,2,1,male,2008,22.5,9,38,24,1,0,0,6.661305042,1.19,20.3
-566,1202,3670,0,0.49,16,29,2,6,male,2008,28.76397133,8,40,27.63716888,2,2,2,6.453228382,1.232,24.4
-567,1203,4036,1,0.62,27,11,2,4,female,2008,30.85399437,20,40,28.01369858,3,2,1,6.475017112,1.2,23.6
-568,1204,4000,0,1.76,19,15,3,1,male,2008,38.89807129,15,40.42856979,26,3,0,2,6.206707734,1.231,27.5
-569,1206,2860,0,-0.31,24,18,2,6,female,2008,21.54509163,11,39.57143021,29.96986389,3,2,0,6.40942277,1.201,21.4
-570,1207,3690,1,0.15,23,60,2,4,female,2007,30.48780441,18,40,30.93310547,3,2,2,7.101984942,1.23,25.8
-571,1209,2530,0,0.71,17,6,2,6,female,2008,19.23356056,10.5,35.8571434,26.55024147,3,2,1,5.894592745,1.154,21.8
-572,1221,3230,0,2.82,24,68,4,6,male,2008,22.10028959,12,40,31.00820351,3,2,0,6.491330139,1.28,33.8
-573,1222,3280,0,0.19,24,27,2,6,male,2007,23.50780487,18,41.2857132,30.74178123,2,2,2,6.639174082,1.165,21.2
-574,1223,3210,0,-0.46,16,8,2,1,female,2008,25.8745842,6.5,38.2857132,30,2,0,2,6.461213781,1.224,21.9
-575,1224,4250,0,3.42,22,64,4,6,male,2008,21.45328712,20,40,35.11724091,2,2,0,6.647615788,1.247,34.9
-576,1229,4150,0,0.22,24,10,2,4,male,2007,29.06592751,11,39,26.67488098,2,2,0,7.425051335,1.31,27.3
-577,1230,3220,0,0.6,23,22.1875,2,6,female,2008,25.09950066,14,39,28.01796722,3,2,1,6.023271732,1.131,20.9
-578,1231,3260,0,-0.35,19,40,2,1,male,2007,21.35779572,5,39.2857132,27,1,0,2,6.770704997,1.097,21
-579,1232,3510,1,-0.63,12,30.1875,2,6,male,2007,24.44727898,10,35,23.44264603,3,2,0,6.442276979,1.19,21.7
-580,1235,3200,0,-0.7,27,22,2,1,female,2008,32.85969925,8,40.8571434,26,1,0,1,6.469427333,1.133,23.6
-581,1237,3744,0,1.21,28,32,3,4,male,2007,26.67276382,11,40,20.13926888,2,2,2,6.485854438,1.14,20
-582,1238,3220,0,0.15,26,21,2,1,male,2007,29.64782333,5,38.42856979,29,1,1,2,6.915811088,1.232,22.2
-583,1243,3660,0,-0.22,18,5,2,1,female,2008,20.19557762,12,38.8571434,35,3,2,1,6.507871321,1.183,20.95
-584,1245,3270,0,0.44,12,14,2,6,male,2008,27.14158249,15,37.42856979,36.61153793,2,2,1,6.275039927,1.209,26.9
-585,1248,3080,0,-0.58,19,48.4375,2,6,female,2007,20.703125,26,38.1428566,40.97868729,3,2,1,6.411932466,1.147,19
-586,1251,2930,0,0.22,24,26.53333282,2,6,male,2008,23.49523735,28,38.8571434,30.88671684,3,2,0,6.746064339,1.11,19.4
-587,1253,3109,1,-1.25,9,93,2,4,female,2008,24.76756668,15,40,24.77739716,2,2,1,5.894592745,1.11,16.7
-588,1254,3420,0,-1.09,12,18,2,1,female,2008,32.28305817,11,39.7142868,34,1,0,2,6.447752681,1.149,19.5
-589,1256,3360,0,0.25,12,40,2,1,female,2007,25.74154663,10,40.2857132,19,1,0,0,6.428587725,1.19,22.7
-590,1262,3360,0,-0.82,25,16,2,6,female,2007,24.39105884,16,39.7142868,38.39938354,3,2,1,6.672142368,1.147,18.6
-591,1263,3390,0,-0.2,16,25,2,6,female,2007,22.9481163,10,42,35,3,2,1,6.507757244,1.19,21.5
-592,1264,3080,0,0.14,24,22,2,6,male,2008,22.15102196,7,38.1428566,26.84968376,2,2,2,5.437257586,1.193,22.2
-593,1265,3880,0,-0.36,16,3,2,1,male,2008,35.08734131,20,40,39,1,0,2,6.143737166,1.135,19.15
-594,1267,3480,0,0.87,21,31,2,6,female,2007,25.71166229,0,39.57143021,23.31963539,3,2,0,6.420374173,1.223,25.2
-595,1271,4420,0,0.58,15,4,2,1,male,2007,28.93507385,9,41.1428566,24,2,0,1,6.694045175,1.227,24.5
-596,1272,2770,0,-0.52,25,30,2,4,male,2008,25.59373665,14,40,24.69794464,3,2,0,6.001368925,1.119,19.7
-597,1275,4660,1,2.35,17,44,4,1,male,2008,41.65205383,25.39999962,41.7142868,36,3,2,1,6.340748346,1.24,29.85
-598,1278,3704,0,0.03,26,48,2,4,male,2008,19.19530296,17,40,27.45342445,3,2,0,6.184804928,1.21,22.5
-599,1280,3520,0,-0.65,31,9,2,1,female,2007,32.85969925,5,41,34,3,2,2,6.822724162,1.22,21.4
-600,1281,2240,0,-0.1,34,6,2,1,female,2007,29.2481308,3,33.1428566,32,3,0,0,6.984257358,1.19,21.6
-601,1284,3240,0,-0.2,22,57,2,1,female,2007,35.8984375,10,38.2857132,37,2,2,0,6.863791923,1.184,21.1
-602,1288,3320,0,-0.26,12,21,2,1,female,2008,21.167696,10,40,26,3,1,0,6.023385809,1.247,23.2
-603,1293,2540,0,-0.43,21,14,2,6,female,2007,22.49135017,8,38,30.09611893,2,2,0,6.507757244,1.211,22.7
-604,1294,3843,0,0.01,22,43,2,4,male,2007,29.70564461,27,40,28.61621094,2,2,2,6.882842802,1.2,22.2
-605,1297,2900,0,1.94,31,34.4375,3,6,female,2008,33.56401443,17,40.42856979,32.15058136,2,2,1,6.809148985,1.234,29.7
-606,1299,4068,1,1.04,22,13,3,4,male,2008,27.37966537,20,41.2857132,22.03127861,3,2,2,6.497033995,1.25,26.5
-607,1301,3580,0,0.48,28,0,2,1,female,2008,23.52548981,5,40.7142868,36,3,2,2,6.401209217,1.254,25.35
\ No newline at end of file
diff --git a/tests/testthat/data_files/GAMLSS/gamlss1.rda b/tests/testthat/data_files/GAMLSS/gamlss1.rda
deleted file mode 100644
index d0b27439..00000000
Binary files a/tests/testthat/data_files/GAMLSS/gamlss1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/GAMLSS/gamlss2.csv b/tests/testthat/data_files/GAMLSS/gamlss2.csv
deleted file mode 100644
index 08042799..00000000
--- a/tests/testthat/data_files/GAMLSS/gamlss2.csv
+++ /dev/null
@@ -1,497 +0,0 @@
-rowID,ID,e3_bw,hs_asthma,hs_zbmi_who,hs_correct_raven,hs_Gen_Tot,hs_bmi_c_cat,h_cohort,e3_sex_None,e3_yearbir_None,h_mbmi_None,hs_wgtgain_None,e3_gac_None,h_age_None,h_edumc_None,h_native_None,h_parity_None,hs_child_age_None,hs_c_height_None,hs_c_weight_None
-1,5,3950,0,0.98,19,18,2,3,male,2005,22.15102196,20,43,20.86515999,1,2,0,9.451174994,1.37,34
-2,12,3660,0,2.71,24,19,4,3,male,2006,23.73866272,18,39,37.59890366,3,2,1,8.637805156,1.33,48
-3,19,3870,0,-0.46,34,15,2,5,female,2005,21.09375,9,41.1428566,32,3,2,0,9.505817933,1.37,28.5
-4,21,3710,0,1.4,28,33.4375,3,3,female,2006,28.47988701,22,40.57143021,32.07939911,1,2,1,8.547684235,1.267,30.7
-5,23,3040,0,-0.52,25,41,2,3,male,2006,19.56295586,13,41,25.39356613,2,2,0,8.479009811,1.27,24.4
-6,25,2490,0,1.8,34,32,3,3,female,2005,25.09950066,17,39,40.08761215,2,2,1,9.11430527,1.405,42.1
-7,26,3590,0,0.18,29,60,2,5,female,2005,26.5625,14,41,29.45616531,3,2,1,8.703627652,1.395,31.4
-8,27,2943,0,1.64,28,18,3,5,female,2006,30.48668503,15,41.1428566,40.16693878,3,2,2,8.629591604,1.303,33.8
-9,28,3590,0,-0.23,25,4,2,5,male,2006,19.13265306,20,39.57143021,28,3,2,0,8.68434862,1.243,24.1
-10,32,3060,0,0.57,31,16,2,5,male,2007,23.91883029,11,35,34,3,2,0,8.03559206,1.314,28.8
-11,34,3428,0,1.78,25,17,3,5,female,2006,26.67487526,15,43.57143021,23.55920601,2,2,0,8.624344057,1.297,36.1
-12,35,3370,0,-1.63,33,24,2,5,male,2006,20.76124567,10,38.57143021,37,3,2,1,8.314852841,1.34,23.6
-13,36,3620,0,-0.29,32,29,2,5,male,2005,24.09297052,20,39.42856979,31,2,0,2,8.884325804,1.393,30.2
-14,37,3850,0,0.77,30,2,2,5,female,2006,24.91349481,20,39.57143021,31,3,2,1,8.484713666,1.318,26.1
-15,39,3460,0,2.36,31,6,4,5,female,2005,30.79338244,8,39,34,2,0,1,8.695300023,1.367,36.6
-16,41,2880,0,1.08,27,29,3,3,male,2005,24.21875,10,40,29.62354469,1,2,0,9.037645448,1.356,27.4
-17,42,2660,0,0.01,33,19,2,3,male,2005,22.98742676,9,39,31.80834961,3,2,0,9.075975359,1.24,28.6
-18,43,3242,0,3.29,32,18.375,4,3,male,2005,35.62901688,0,41.2857132,33.5222435,3,2,0,9.703057267,1.425,54.4
-19,44,3460,0,-1.91,26,51,2,5,female,2006,19.1953028,12,40,32,3,2,1,8.446383755,1.225,23.3
-20,47,3300,0,-0.84,27,66,2,3,male,2005,24.55775261,10,39.42856979,21.44284821,1,2,0,9.075975359,1.249,21.8
-21,50,3764,0,-0.58,33,11,2,5,male,2006,18.82711104,14,41.42856979,33,2,2,2,8.54471823,1.252,23.6
-22,56,3290,0,-0.9,27,29.25,2,5,female,2007,21.71925011,6,35.8571434,40,3,2,1,6.918548939,1.213,21.3
-23,60,3150,0,0.94,30,16,2,3,male,2006,34.20582962,7,39,32.11391068,3,2,0,7.299110198,1.311,29.3
-24,62,1916,0,-1.07,30,0,2,5,male,2006,28.57796068,20,32.42856979,31,2,2,0,8.555897787,1.3,24.4
-25,69,3328,0,-0.26,35,29.3125,2,5,male,2005,23.14049587,15,38.1428566,40,3,0,1,7.93155373,1.297,26.1
-26,71,4204,0,-1,32,0,2,5,male,2006,18.8267935,18,41.8571434,30,3,0,0,8.413529546,1.445,26.1
-27,74,3490,1,0.13,33,3,2,5,male,2005,25.20920136,12,39.1428566,34,3,0,1,8.684462697,1.34,29
-28,78,3185,1,2.21,25,27,4,3,female,2005,36.35734177,12,39.42856979,16,2,1,0,8.955624002,1.37,41.6
-29,79,3360,0,2.94,32,47,4,3,male,2005,22.65625,15,39.7142868,33.4373703,2,2,1,9.032169747,1.343,48.6
-30,80,3620,0,1.08,24,2,3,5,male,2006,24.77209671,7,40,35,3,2,2,8.052019165,1.307,30.8
-31,82,4122,0,0.39,29,4,2,5,female,2006,19.72318339,15,40,38.23682404,3,0,1,9.582591832,1.355,30.7
-32,88,3080,0,2.42,28,25,4,3,male,2006,22.265625,10,38.8571434,38.0369606,1,2,1,8.654460415,1.34,38.1
-33,89,3230,0,-1.52,32,14,2,5,female,2005,18.68512111,25,40.7142868,26,2,0,0,8.583048141,1.38,25.9
-34,92,3680,0,-0.88,22,6,2,3,female,2005,17.63085365,20,40.1428566,35,1,2,0,9.215719827,1.315,25.4
-35,96,2010,0,-1.62,29,40.3125,2,3,female,2005,20.47826576,7.5,36.7142868,34.11635971,2,2,1,9.505817933,1.264,21.6
-36,100,3430,0,0.01,27,9,2,3,female,2006,23.30668068,9,41.57143021,32.90349197,3,2,1,8.164271047,1.34,28.3
-37,106,3760,0,0.55,31,13,2,5,female,2006,26.0932752,25,39.42856979,34,3,2,0,8.539470682,1.359,30
-38,109,2980,0,-0.42,26,16.1875,2,5,female,2006,18.68512111,12,40.7142868,29,2,2,1,8.824093087,1.27,22.6
-39,111,3400,0,-0.53,33,25,2,3,male,2005,32.8125,9,38.8571434,28.44353104,3,2,1,9.300365047,1.248,23.9
-40,112,3726,0,1.38,25,5.125,3,5,female,2006,18.81892395,15,40.1428566,33,2,2,1,8.167122975,1.38,36.7
-41,113,3242,0,-0.09,30,8,2,5,male,2005,19.47340584,12,41,35,3,2,1,8.829568789,1.3,27.1
-42,120,2575,0,1.28,34,14,3,3,male,2006,21.33821106,30,41.42856979,26.27789116,1,2,0,9.336185261,1.451,29.4
-43,121,3030,0,1.1,32,27,3,3,female,2005,24.9107666,5,41.1428566,30.01231956,2,2,0,8.769336071,1.41,32.9
-44,122,3320,0,0.65,25,15.0625,2,5,male,2006,20.2020202,18,41.1428566,32.36139679,3,2,0,8.271161305,1.39,33
-45,123,4472,0,-0.78,34,26.1875,2,5,female,2006,23.50780533,9,40,37,3,2,1,8.082135524,1.361,26
-46,124,3120,0,-0.26,25,8,2,3,male,2005,21.23057175,11,40.42856979,37,3,2,0,8.539470682,1.229,23.2
-47,125,4022,0,0.62,33,20.0625,2,5,female,2005,24.47709846,11,41.8571434,34,3,2,0,8.950034223,1.328,31.2
-48,128,3848,0,0.24,33,5,2,5,male,2005,19.3337307,11,41,33,2,0,1,8.741957563,1.256,23.2
-49,129,3952,0,0.11,31,2,2,5,male,2006,18.40134298,14,41.8571434,36,3,2,2,8.290212183,1.25,25
-50,131,1564,0,-1.1,32,26,2,5,female,2005,23.01117686,9,34.8571434,37.58795166,3,2,0,8.665297741,1.234,21.6
-51,135,3534,0,0.89,31,21,2,5,female,2006,20.56932966,12,39.1428566,29,3,2,1,8.334017796,1.4,32.6
-52,141,3460,0,1.97,25,7,3,3,female,2006,20.81165504,13,40.57143021,27,2,2,1,8.703741729,1.338,37.8
-53,144,3530,1,1.67,21,38.25,3,3,male,2006,26.83518028,11,40.42856979,39.42505264,3,2,1,8.194387406,1.336,33.9
-54,145,3650,0,-0.4,30,16,2,5,male,2006,21.20310523,12,41,33.12252045,3,2,2,8.492927219,1.429,25.5
-55,146,2750,0,-0.23,26,15.0625,2,3,female,2005,22.98190175,13,39.57143021,36.30390167,3,2,1,9.215719827,1.369,30.2
-56,149,3320,0,-1.38,30,9,2,5,female,2005,18.49649888,7,41,33,3,2,1,9.015742642,1.4,23.3
-57,151,3830,0,0.39,34,6,2,3,female,2005,34.66265106,18,41.2857132,39.09103394,1,2,1,8.777549624,1.366,30
-58,152,3720,0,-0.85,35,27.25,2,5,female,2006,26.953125,10,41.7142868,18.9347477,3,0,0,8.249144422,1.34,23.6
-59,154,3872,0,0.15,27,16.1875,2,5,male,2005,22.265625,12,41.1428566,35,3,0,1,8.911704312,1.355,30.5
-60,155,3310,0,2.28,33,25,4,3,female,2005,36.328125,9,40.42856979,32.87063599,1,2,0,9.618183892,1.409,47.4
-61,160,3400,0,1.17,28,18,3,3,female,2007,23.52941132,11,40,28.21628952,3,2,0,8.780173397,1.277,28.1
-62,162,2600,0,-0.93,34,18,2,5,female,2005,19.0194421,12,39.57143021,33,3,0,0,8.862422998,1.303,24.1
-63,164,3120,1,-1.38,33,8,2,5,male,2007,16.8525225,12,42,34,3,2,0,8.03559206,1.314,24.1
-64,165,2700,0,-0.08,32,10,2,3,male,2006,23.33546638,10,39.1428566,35.86858368,1,2,0,7.969883641,1.23,24.2
-65,166,3580,0,0.33,34,5,2,5,male,2006,20.93663912,12,40,33,3,2,0,8.796600502,1.32,28.8
-66,170,3900,0,1.74,30,17,3,3,female,2007,24.38652611,9,40.1428566,31.85489464,3,2,0,8.257357974,1.365,38.4
-67,171,3600,0,-0.5,32,18,2,3,male,2006,30.09143257,12,41.57143021,31.96988297,3,2,1,8.889915583,1.316,32
-68,175,3430,0,-0.21,34,40,2,3,female,2006,23.01037979,12,40.57143021,35.62765121,2,2,0,8.295801962,1.233,25.1
-69,179,3100,0,0.41,34,31.0625,2,3,female,2005,19.67516708,10,37.8571434,27.49349785,2,2,1,9.319758157,1.34,30.7
-70,180,3988,0,0.58,29,9,2,5,male,2006,24.9107666,28,41.42856979,24,2,2,0,8.610426648,1.39,33.4
-71,187,3220,0,0.14,34,12,2,3,female,2005,23.18339157,11,40,30.77618027,1,2,0,8.763746292,1.345,29.7
-72,188,3490,0,0.45,29,23.125,2,5,male,2007,25.09950066,5,40,30,3,2,1,8.153319644,1.359,30.6
-73,192,3100,0,1.36,26,10.125,3,3,male,2005,23.42209053,12,40.57143021,31,2,2,0,8.763746292,1.267,30.1
-74,193,4400,0,1.57,29,41,3,3,male,2005,21.30394936,23,39.2857132,37.58795166,2,2,0,9.130846452,1.35,34.9
-75,202,3155,0,-1.32,22,2.0625,2,5,male,2006,24.56747405,24,39.1428566,32,3,2,0,8.733744011,1.37,26.6
-76,205,4020,0,-0.89,32,0,2,5,male,2005,22.14532872,11,39.8571434,29,2,2,1,9.470225873,1.434,28.5
-77,209,3795,0,1.16,29,15.125,3,5,female,2006,36.80572128,15,40.7142868,19.06912994,3,2,0,8.07118412,1.414,32.9
-78,210,3430,0,0.08,34,6,2,3,female,2005,20.17325211,16,39.57143021,32.73921967,2,2,1,9.256673511,1.445,35.3
-79,215,3756,1,-0.1,30,5.0625,2,5,male,2006,21.91358025,15,39.7142868,37,3,2,1,8.150581793,1.28,24.1
-80,217,3330,0,0.28,31,3,2,5,male,2005,25.71166229,15,39.57143021,33,3,2,0,9.188227242,1.412,31.4
-81,221,3570,0,0.58,33,3,2,3,female,2005,20.19509315,13,40.2857132,27.69609833,2,1,0,9.451174994,1.34,30.7
-82,222,2980,0,-0.75,28,40.5625,2,3,male,2006,17.71541977,5,40.42856979,24.98562622,1,2,1,9.067761807,1.237,22.7
-83,227,3290,0,1.97,29,5,3,3,male,2005,24,13,40,34.97056961,1,2,1,8.681838923,1.34,35
-84,232,3645,0,0.44,26,8,2,5,female,2006,23.30668005,8,40.8571434,35,3,2,1,8.350558978,1.254,29.8
-85,235,3320,0,-0.91,28,14,2,3,female,2006,23.66524506,18,42.57143021,39.1457901,3,2,1,8.616130504,1.3,24.4
-86,236,3790,0,-0.22,36,23,2,5,male,2005,22.40817899,25,41.57143021,33.74674988,3,2,1,9.440109514,1.349,29.1
-87,240,3450,0,0.51,31,12,2,5,male,2006,30.8112461,8,39.57143021,34.42502213,3,2,0,8.689824321,1.38,32
-88,245,3180,0,-1.29,25,12.125,2,5,male,2005,18.02595738,10,39.57143021,36,3,2,0,9.284052019,1.325,25.3
-89,248,2780,0,0.04,35,25.125,2,3,male,2005,24.74093819,12,38.57143021,32.9500351,3,2,1,9.599018937,1.417,32.8
-90,249,3720,0,-0.9,27,15,2,5,male,2005,17.99816345,12,42.7142868,32,3,2,0,9.524868811,1.432,27.4
-91,250,3158,0,-0.94,34,18,2,5,male,2006,34.15365955,8,37.7142868,40,3,2,0,8.32318047,1.383,27.8
-92,251,2973,0,-0.25,32,9.125,2,5,female,2006,25.71100827,28,38.42856979,40,3,0,0,8.112365959,1.205,22.2
-93,254,3568,0,-0.37,29,16.0625,2,5,female,2006,20.42941836,16,40.7142868,39,3,2,0,8.265571526,1.29,24.7
-94,264,3150,0,-0.28,32,14,2,3,male,2005,22.03856659,10,42.2857132,30.06981468,3,2,0,8.19701118,1.41,33.3
-95,266,2570,0,2.12,24,52,4,3,female,2006,23.5303669,18,37.1428566,27.42778969,1,2,0,8.290326261,1.34,37.6
-96,268,3848,0,1.13,32,4,3,5,female,2005,20.76124567,13,41.57143021,36,3,0,1,8.889801506,1.309,31.9
-97,270,3594,0,1.14,36,28,3,5,female,2006,20.9566075,12,40,33,3,2,1,8.426990646,1.311,30.8
-98,272,3200,0,0.65,31,15,2,3,female,2006,22.77318573,20,41.57143021,35,2,2,0,8.353296829,1.37,32.6
-99,275,3330,0,-0.39,29,5,2,5,female,2006,21.0076678,12,40.57143021,31,2,2,0,8.459958932,1.438,31.4
-100,277,3870,0,0.53,28,11.125,2,5,male,2006,22.49134948,12,40,33,3,2,1,8.479237965,1.358,30.9
-101,279,2415,0,2.37,31,54,4,3,female,2005,26.98962021,14,34.2857132,34.96783066,2,2,2,8.736595939,1.383,43.1
-102,280,4230,0,-0.3,34,15,2,5,male,2006,23.33546614,18,40.8571434,26,2,2,0,8.709103354,1.32,27
-103,282,3550,0,0.51,33,16,2,5,male,2005,25.15589523,17,40.1428566,30,3,0,0,9.215719827,1.365,37.2
-104,284,2820,1,2.36,34,61,4,3,female,2006,29.7577858,10,39.42856979,26.67488098,1,2,1,9.582591832,1.387,45.7
-105,285,3680,0,3.19,30,69.75,4,3,male,2006,37.0447464,25,41.8571434,32.81314087,2,2,0,9.949463838,1.445,56.1
-106,290,4330,0,0.29,35,11.0625,2,5,male,2006,22.03172568,10,41.57143021,30,3,2,0,9.158110883,1.373,31.3
-107,292,3490,0,1.97,28,54,3,3,male,2005,28.04037857,10,40,29.57426453,2,2,1,9.371777321,1.315,36.3
-108,294,2410,0,-0.21,35,43,2,3,female,2005,24.16716194,10,40.8571434,35.42231369,3,2,0,8.980150582,1.361,29.1
-109,295,3032,0,1,33,24,3,5,male,2005,22.40587695,20,40.2857132,31,2,2,1,9.180013689,1.343,32.9
-110,297,3080,0,2.7,26,15,4,3,male,2006,38.93480301,9,37.8571434,35.34291458,2,2,0,8.79945243,1.312,39.1
-111,298,4378,0,1.11,32,12.1875,3,5,male,2007,22.64737696,12.5,40.2857132,32,3,2,0,8.005475702,1.432,32.8
-112,299,3202,0,2.61,33,37.3125,4,3,male,2005,35.2955513,0,40.1428566,28.7638607,2,2,0,9.618183892,1.432,48.3
-113,300,3360,0,0.75,31,32.25,2,5,female,2006,25.05930703,24,40,28,2,2,2,9.582591832,1.38,33.1
-114,301,4670,0,2.44,27,62,4,5,male,2005,24.22145329,8,42.1428566,24.58607292,2,2,0,8.747433265,1.48,39.1
-115,302,3160,0,2.16,26,49,4,3,male,2006,19.4674015,14,41.42856979,27.99033165,2,2,0,8.941820671,1.35,40.3
-116,303,3200,1,1.27,26,17.0625,3,5,female,2005,21.06674327,11,37.1428566,39,3,2,2,8.418777093,1.407,36.7
-117,305,3606,0,0.07,30,22.25,2,5,male,2007,22.4996371,10,39.42856979,32,3,2,0,8.150581793,1.3,25.2
-118,309,3370,0,1.01,19,58.5,3,3,male,2006,25.09950066,12,41.1428566,30.87200546,1,2,0,8.804928131,1.33,31.6
-119,311,3850,0,-0.36,29,9,2,5,male,2005,20.38156971,15,38.7142868,31,3,2,1,8.848733744,1.322,27
-120,316,3140,0,-0.14,23,9,2,5,female,2006,20.30741221,20,41.2857132,36.31040573,3,2,1,7.770020534,1.23,25.2
-121,317,3916,0,-0.73,34,20.1875,2,5,female,2006,25.60553633,12,41.8571434,30,3,2,0,8.290326261,1.272,23.6
-122,319,3084,0,0.1,32,13,2,5,female,2006,25.6543724,27,39,26,3,2,0,8.353296829,1.232,26.6
-123,321,3970,0,0.96,24,60,2,3,male,2006,25.76571274,10,38.7142868,36.22998047,3,2,0,7.780971937,1.329,32.2
-124,323,3862,0,1.47,33,10.25,3,5,male,2006,25.21735858,10,39.8571434,33,3,2,1,8.32318047,1.326,32.8
-125,325,3280,0,1.29,31,45,3,3,female,2005,20.19557762,20,41.42856979,38.23682404,1,2,0,9.270476842,1.359,35.4
-126,327,4540,0,-0.68,24,24,2,5,male,2005,26.4815197,19,41.2857132,24,2,0,0,8.944558522,1.333,26.7
-127,330,3608,0,0.02,34,21,2,5,female,2005,24.15881797,18,39.57143021,34.42502213,3,2,1,7.93155373,1.339,31.6
-128,332,3058,1,0.68,31,13.125,2,5,male,2006,26.6727633,17,37.42856979,32,3,0,0,8.06844627,1.33,27
-129,336,3722,0,2.48,26,120,4,3,female,2006,19.83471107,10,41,32.62696838,2,2,1,8.917180014,1.39,44.1
-130,338,3250,1,0.14,32,24.3125,2,5,female,2006,20.96436059,25,40.7142868,30,3,2,1,8.054871093,1.225,24
-131,339,3785,0,1.56,32,17.5,3,5,male,2006,23.83673469,10,40.7142868,28,3,2,0,8.158795346,1.451,39.4
-132,344,3860,0,1.77,32,57,3,3,female,2005,22.3132782,17,41.8571434,28.0834465,2,2,0,8.426990646,1.395,36.7
-133,346,3620,0,1.08,29,9.0625,3,3,male,2006,17.85651779,17,37.1428566,43.50547791,1,0,1,7.299110198,1.374,37.6
-134,347,3154,0,-0.58,33,59.375,2,5,female,2006,22.5710475,13,39.42856979,31,3,2,2,8.153433721,1.261,23.5
-135,348,3822,0,-1.11,33,28.0625,2,5,male,2006,24.56747405,15,42.2857132,29,3,2,0,8.06844627,1.232,21.7
-136,350,3608,0,-0.07,34,5.0625,2,5,female,2006,22.05805119,8,40.2857132,30,3,2,1,8.221765914,1.392,23.6
-137,352,2414,1,2.8,30,13,4,5,male,2006,28.93518519,11,35.42856979,36,3,0,0,8.301277664,1.303,38.1
-138,356,3454,0,-0.17,30,28.4375,2,5,female,2006,19.48696145,17,42.7142868,33.10335541,3,2,0,8.235569245,1.214,22.8
-139,357,3010,0,-0.08,32,29,2,3,male,2006,21.54509163,20,40.8571434,34.94045258,3,2,0,8.134154689,1.25,24.4
-140,362,3220,0,2.29,26,16.125,4,3,female,2006,26.29172325,13,42.1428566,31.16221809,3,2,0,8.416267397,1.29,33.3
-141,364,3490,0,1.06,34,1,3,5,female,2006,22.27530992,16,38.42856979,30,3,0,0,8.273899156,1.366,33.7
-142,365,3070,0,0.55,32,25.375,2,3,female,2005,22.1002903,17,41.42856979,30.6365509,3,2,0,9.683892311,1.334,31.4
-143,368,3675,0,0.16,28,17.125,2,5,female,2006,22.98190175,8.5,40,37,3,2,0,8.082135524,1.292,26.8
-144,369,2540,0,-0.5,29,5,2,3,female,2006,22.49135017,8,40,40.08761215,3,1,0,8.536504677,1.295,25.6
-145,370,3890,0,0.45,20,17,2,5,male,2006,17.99307958,21,40.57143021,37,3,2,1,8.167008898,1.416,33.1
-146,371,3882,0,-0.81,26,8,2,5,male,2006,20.47826661,15,41.7142868,30,3,2,0,8.125941136,1.35,27.1
-147,375,3180,0,0.79,26,48.375,2,3,male,2006,22.30814934,9,40,38.62559891,3,2,1,8.547684235,1.46,36.9
-148,377,3080,0,-0.37,35,20,2,3,male,2005,28.22838593,5,39.42856979,39.09650803,1,2,2,9.429272188,1.367,29.2
-149,378,3970,0,-0.03,27,47.3125,2,3,female,2005,20.70081711,17,41.42856979,24.11225128,3,2,0,8.736595939,1.328,28.8
-150,382,2550,0,-0.37,30,48.375,2,3,male,2006,18.49548531,18,38.57143021,28.32854271,3,2,0,7.556354095,1.26,21.7
-151,383,1757,0,-0.03,30,9.0625,2,5,male,2006,22.49134948,13,32.1428566,33,3,0,0,8.750285193,1.283,26.2
-152,384,3280,0,0.92,29,10.1875,2,3,female,2005,23.38435364,14,40,32.74195862,1,2,0,9.251311887,1.355,32.4
-153,385,3000,0,2.49,28,33.3125,4,3,male,2005,25.33333397,13,38.2857132,28.83059311,2,2,1,8.810403833,1.352,34.8
-154,388,3880,0,1.44,33,5.125,3,5,female,2007,21.33821064,24,40.42856979,33,2,2,2,8.161533196,1.262,30.2
-155,389,3475,0,0.72,32,55,2,3,male,2006,26.17519379,18,40.57143021,33.2840538,1,2,0,8.139744467,1.392,30.5
-156,390,4090,0,0.35,27,23.25,2,3,female,2006,27.29322433,21,41.7142868,27.38672066,1,2,0,8.988364134,1.33,29.7
-157,394,3480,0,0.16,28,49,2,3,male,2005,23.4375,14,40.1428566,31.46064377,1,1,0,8.84337212,1.312,28
-158,395,3242,0,0.47,24,4,2,5,male,2007,22.14532872,7,41.1428566,35.075737,3,2,1,6.921172713,1.25,28.2
-159,396,2780,0,-0.14,30,8,2,3,female,2006,21.07719612,8,38.42856979,31,2,2,1,8.032854209,1.215,25.7
-160,401,3940,1,0.86,25,36,2,5,male,2006,20.51913409,9,37.8571434,29,3,2,1,8.262833676,1.348,31.4
-161,403,3600,0,0.6,35,8,2,5,male,2006,20.390625,3,39.7142868,34,3,2,0,8.402578143,1.323,29.8
-162,404,3810,0,1.49,32,59.375,3,5,male,2006,27.7767067,14,40.8571434,32.90349197,3,2,2,8.657198266,1.39,37.6
-163,405,3608,0,-0.45,24,29.25,2,5,female,2006,22.40817899,20,39.1428566,33,3,2,1,8.28758841,1.313,25.9
-164,407,3550,0,2.75,32,20,4,3,male,2005,39.78286743,11,40.8571434,30.26146507,2,2,0,9.037645448,1.343,49
-165,411,2840,0,-1.11,34,11,2,5,male,2005,19.77769867,9,38,32,3,2,1,8.720054757,1.26,22.9
-166,412,3875,0,-0.89,27,13,2,3,male,2006,20.34279823,12,41.7142868,34.19028091,3,2,1,7.556354095,1.3,24.4
-167,413,3970,0,0.92,31,48.375,2,3,male,2005,24.67702103,8,39.8571434,32.46543503,2,2,1,9.11430527,1.325,31.8
-168,416,4000,0,-1.08,34,17.125,2,5,male,2006,36.80572128,10,41.7142868,32.60232544,3,0,1,8.627081907,1.375,27.3
-169,417,2890,0,0.24,28,7,2,3,female,2005,20.19509315,7,40,32.36139679,2,2,0,9.185489391,1.305,22.2
-170,439,4230,0,-0.06,31,21,2,5,male,2005,20.47826661,14,42.7142868,39,3,0,0,9.065023956,1.366,29.8
-171,442,3200,0,2.78,27,41.5625,4,3,female,2006,24.609375,22,41.8571434,25.29226494,1,2,0,8.586014146,1.38,38.1
-172,448,3355,0,1.13,28,13,3,3,female,2006,19.47340584,20,40,39.19233322,2,2,1,9.160734657,1.39,36.3
-173,451,2910,0,-0.74,22,56.3125,2,3,male,2005,23.62444687,9,39,29.89733124,1,2,0,9.297741273,1.29,27.6
-174,453,3520,0,2.98,33,76,4,3,male,2005,26.92743683,55,41,33.10335541,1,2,1,9.429272188,1.444,52
-175,458,3750,0,2.26,28,8,4,5,female,2005,24.38652644,11,40,43,3,2,0,8.826716861,1.36,37.5
-176,459,3120,1,1.03,27,49,3,3,male,2005,25.07812309,10,38.8571434,23.82204056,2,1,0,8.509354324,1.429,36.2
-177,461,3920,0,2.27,34,8,4,3,female,2005,40.77122498,2,40.1428566,34.6475029,2,2,1,8.840634269,1.33,39.7
-178,463,3502,0,-0.13,34,3,2,5,male,2007,20.61925365,20,41,34,3,2,1,8.073921971,1.388,29.7
-179,467,3180,0,-0.3,26,57,2,3,male,2006,21.50446892,18,40.7142868,35.92881775,3,2,1,8.777663701,1.29,23.7
-180,468,2970,0,-0.19,23,13,2,3,female,2005,21.15529442,18,42.1428566,32,2,2,0,8.851471595,1.295,26.3
-181,469,3415,0,2.45,30,5,4,5,male,2005,23.87511478,10,41.2857132,25,3,2,0,8.950034223,1.33,38.8
-182,470,2360,0,0.01,26,12,2,3,female,2005,22.89282036,16,38,27.06365585,1,2,0,8.840634269,1.347,29.6
-183,471,3400,0,0.14,29,41.3125,2,3,male,2006,18.90359116,6,41.1428566,33.40999222,2,2,1,8.364248232,1.306,27.4
-184,473,3640,0,0.76,26,19,2,3,female,2005,26.91272545,13,39.2857132,33.49213028,3,2,1,9.659251654,1.309,31.1
-185,476,3600,0,0.23,32,5,2,5,male,2005,21.10726644,8,40.57143021,34.00136948,3,0,2,8.591261693,1.353,30.6
-186,478,3290,0,-0.72,32,3,2,5,female,2007,26.89767075,20,39.1428566,29,3,0,1,6.954140999,1.216,21.5
-187,480,4850,0,-0.27,32,0,2,5,male,2006,23.80869017,20,40.57143021,35,3,2,2,8.087611225,1.402,30.2
-188,481,4350,0,1.22,25,4,3,5,male,2006,21.484375,10,42.2857132,31,2,2,1,8.429956651,1.386,32.4
-189,482,3950,1,-0.88,33,36.25,2,3,male,2006,20.3710289,12,43.2857132,19.06912994,1,2,0,8.134154689,1.206,19.6
-190,485,4016,0,-0.42,32,9,2,5,male,2005,21.383942,12,39,31,2,0,0,9.188227242,1.355,26.4
-191,490,2770,0,1.24,31,65,3,3,male,2006,20.95660782,25,41,27.70431137,1,2,1,8.189025781,1.359,28.3
-192,492,2710,0,-0.89,26,26,2,3,male,2005,37.05335617,8,37.2857132,38.02327347,3,2,1,9.549737623,1.317,26.2
-193,493,3442,0,-0.14,28,13.1875,2,5,female,2006,20.70081674,20,42.1428566,30,3,2,1,8.662673968,1.31,26.9
-194,497,3670,0,2.89,32,23,4,3,male,2005,20.39542198,8,42.2857132,34.45585251,1,2,1,8.736595939,1.39,46.5
-195,499,4064,1,0.63,29,13.125,2,5,female,2005,25.30864198,9,41.1428566,31,3,2,0,8.813027607,1.401,34
-196,501,3230,0,1.34,33,7,3,5,female,2005,26.29757785,12,36.8571434,41,3,2,1,8.875998175,1.432,39.4
-197,507,3820,0,-0.93,35,10,2,3,female,2005,25.15589523,18.5,42,31,3,2,1,8.769336071,1.306,25
-198,510,3230,0,2.39,25,50,4,3,female,2005,23.12467003,17,39.57143021,25.79055405,2,2,0,9.04312115,1.331,41.2
-199,515,3220,0,-2.5,30,7,1,3,female,2006,22.86236763,10,40,37.35523605,2,2,0,8.41889117,1.308,21.3
-200,517,3446,0,0.32,24,16,2,5,female,2006,18.40134298,15,38.2857132,34,3,2,1,8.257357974,1.333,29.1
-201,518,3222,0,-0.36,32,7,2,5,male,2005,18.37682515,12,40,36,3,0,1,9.075975359,1.377,29.7
-202,522,3395,0,2.37,32,20,4,3,male,2006,22.27531052,9,39.57143021,32.15605927,3,2,0,8.273899156,1.455,43.5
-203,524,2761,0,0.53,29,8,2,5,female,2006,21.45357371,12,38,29,2,2,0,8.503650468,1.347,30.7
-204,525,3750,0,-0.02,36,7,2,5,male,2006,24.77209671,15,41.42856979,31.73169136,3,2,1,8.744695414,1.39,30.8
-205,526,3950,0,1.29,34,25,3,5,female,2006,23.53304271,16,42.2857132,27,2,2,2,8.906228611,1.387,35.6
-206,531,3816,0,-0.43,17,28.5625,2,5,male,2006,23.91883029,4,39,36,3,0,0,7.252566735,1.28,24.5
-207,532,4328,0,-0.35,30,5.0625,2,5,female,2005,22.22906193,20,41.1428566,37,3,2,1,9.28678987,1.459,33.2
-208,536,3790,0,1.41,31,40,3,5,male,2006,25.20920136,17,40,30,3,2,1,7.780971937,1.365,34.5
-209,541,4335,1,-0.32,30,3,2,5,male,2006,22.65625,20,43,31,3,2,1,8.563883185,1.313,26.6
-210,543,3330,0,0.43,29,13,2,5,male,2006,23.046875,10,41,35.94797897,3,2,1,8.873374401,1.28,27.3
-211,544,3350,0,0.52,32,9,2,3,male,2005,15.88278389,11.5,41.42856979,28,3,2,1,8.810289756,1.26,26.8
-212,548,3530,0,0.65,30,19.25,2,3,female,2006,18.90690041,8,40.8571434,35.73716736,2,2,0,8.421743098,1.325,30.1
-213,550,3400,0,1.06,31,20,3,3,male,2005,23.42209053,25,37.7142868,29.75222397,2,2,0,9.451174994,1.345,34
-214,551,3625,0,1.22,32,8,3,5,female,2006,25.82644628,8,37.57143021,37,3,2,1,8.613164499,1.368,34.9
-215,553,3714,0,1.52,33,17,3,5,female,2005,22.64737696,17,38.7142868,31,3,2,1,8.925393566,1.415,39.6
-216,554,4390,1,1.23,31,2.0625,3,5,female,2007,25.37532234,20,40.2857132,37,3,2,2,6.954140999,1.368,34.3
-217,563,3500,0,0.06,30,13,2,3,female,2006,26.67276382,32,41.8571434,36.18891144,1,2,1,8.314738763,1.241,24.5
-218,567,4122,0,0.47,29,7.0625,2,5,female,2006,20.69049454,12,40.1428566,36,3,2,2,8.372461784,1.282,27.5
-219,568,2960,0,0.71,24,20,2,3,female,2006,22.86236763,15,40,31.3155365,3,2,0,8.777663701,1.339,29.85
-220,571,3150,0,-0.92,23,17.125,2,3,male,2006,22.67573738,7,37.8571434,38.58726883,1,2,1,8.481975816,1.36,27
-221,574,4280,0,2.97,21,97,4,3,female,2007,45.4887085,0,39.57143021,34.32717133,1,2,1,8.188911704,1.352,41.9
-222,576,2321,0,-1.3,30,7,2,5,female,2007,20.32443826,5,41.2857132,36,3,2,1,8.032854209,1.283,25.7
-223,580,3748,0,0.56,35,3,2,5,female,2005,20.04744562,17,40.7142868,33,3,2,1,8.947296372,1.361,31.1
-224,581,2708,0,-1.26,33,12.0625,2,5,male,2006,16.22406387,20,37.42856979,31,3,2,0,8.301277664,1.34,25.4
-225,583,3300,0,-0.54,23,19,2,3,female,2005,22.6002636,18,41.1428566,32.15058136,1,2,1,8.665297741,1.235,22.9
-226,584,3160,0,1.08,36,16.25,3,3,male,2006,21.33821106,9,42,36,3,1,0,8.347821127,1.28,29.1
-227,587,4584,0,0.1,19,18,2,5,male,2006,24.9107674,12,41.8571434,32,2,2,2,8.610426648,1.285,28
-228,590,3366,0,0.35,27,8.0625,2,5,male,2007,19.95728441,12,38.2857132,30,3,2,0,8.161533196,1.34,28.7
-229,591,3788,0,0.64,25,16.1875,2,5,female,2006,21.71925011,25,39,31,3,2,1,8.128793064,1.381,32.4
-230,595,3180,0,0.74,26,65.5625,2,3,female,2005,26.89767075,15,41.2857132,35.55920792,3,1,1,9.185489391,1.215,25.7
-231,596,3970,0,0.19,27,23,2,5,male,2005,22.49134948,20,40.1428566,30,3,2,1,9.363449692,1.368,30.9
-232,598,4328,0,1.15,33,8.0625,3,5,male,2005,20.46334457,28,39,36,3,2,2,8.917180014,1.405,35.9
-233,602,3660,0,-0.42,32,34,2,3,male,2005,25.78125,4,40,31.30458641,2,2,1,9.656513803,1.285,25.8
-234,606,3530,1,-0.26,24,47.0625,2,5,male,2006,21.60410478,25,40,26,2,2,0,8.213552361,1.305,25.8
-235,609,2596,0,1.33,24,8.125,3,5,female,2006,26.81359045,6,36.2857132,34,2,2,0,8.854209446,1.31,37.8
-236,610,3330,0,-0.43,35,9,2,5,female,2006,19.83471074,13,42.8571434,31,3,0,1,8.32318047,1.295,25.3
-237,611,4050,0,0.04,33,0,2,5,male,2006,22.94811574,15,39.57143021,31,2,2,0,8.314852841,1.244,24.6
-238,621,3660,1,-0.03,33,23,2,5,male,2006,24.60973358,10,41,33,2,2,1,8.876112252,1.377,28
-239,624,3280,0,0.74,31,3,2,3,male,2005,19.72103691,10,40,29.65366173,2,2,0,8.922655715,1.395,30.1
-240,629,3080,0,1.46,26,29,3,3,male,2006,25.39021873,12,38.2857132,30.87748146,3,2,0,8.041067762,1.414,36.8
-241,630,2990,0,-0.7,31,29,2,3,male,2006,19.26615715,8.5,37.8571434,36.7638588,3,2,0,8.030116359,1.285,27.3
-242,634,2910,0,0.57,25,22.25,2,3,female,2006,18.14486885,14,38.42856979,25.33607101,1,2,0,8.109514031,1.342,30.3
-243,635,4350,0,-0.85,28,2,2,5,male,2005,21.46193662,20,41.1428566,32,3,2,1,9.793406343,1.402,27.4
-244,636,4668,0,0.09,31,30,2,5,male,2007,20.38156971,18,41.2857132,32.22317886,3,2,1,8.109514031,1.341,23.6
-245,637,3280,0,1.58,30,18,3,3,female,2005,21.30394936,0,40.7142868,32.91444397,2,2,1,8.947296372,1.365,37.6
-246,638,3520,0,1.45,31,18,3,3,female,2006,26.56434441,13,41.1428566,33,3,2,0,8.550308008,1.34,34.6
-247,639,3100,0,-0.3,28,51,2,5,male,2007,28.19544411,13,39.2857132,40,3,2,2,8.062970568,1.34,27.5
-248,640,3614,0,-0.32,24,13,2,5,male,2006,22.7189744,16,40,33,3,0,0,8.344969199,1.352,27.3
-249,644,3475,1,-0.1,22,0,2,5,male,2007,20.76124567,10,41.8571434,37,3,2,2,8.065708419,1.315,27.1
-250,645,3750,1,2.85,33,13,4,3,male,2006,31.91930771,8,41.57143021,35.84667969,1,2,1,8.139744467,1.44,46.5
-251,647,4442,0,1.28,30,42,3,3,male,2006,27.68877792,19,44,30.49418259,2,2,0,8.583048141,1.31,31.4
-252,654,4080,0,-0.81,29,0,2,5,female,2006,20.32225287,12,40.7142868,31,3,0,0,8.224503765,1.336,25.8
-253,655,3362,0,-1.06,28,10,2,5,female,2006,26.64359862,8,39.7142868,35,3,2,1,8.854209446,1.302,23.9
-254,656,4274,0,-0.28,13,18,2,5,male,2006,21.2244898,8,41.57143021,31,3,2,1,8.388774812,1.337,26.3
-255,658,2500,0,-0.12,30,12,2,5,female,2006,38.89807129,15,39.7142868,32.85694885,2,2,0,8.596737394,1.421,31.5
-256,660,3266,0,0.71,32,30,2,5,male,2006,26.33288875,25,40,43.50547791,3,2,1,8.221879991,1.433,34.9
-257,661,2980,0,0.94,23,29,2,3,female,2006,20.19509315,20,40.42856979,25.80150604,2,2,0,8.126055213,1.33,28.2
-258,665,2740,0,-1.68,32,5,2,5,male,2006,17.00680272,17,38.7142868,35,2,2,2,8.665183664,1.25,21
-259,668,2760,0,0.13,31,7.0625,2,5,male,2006,16.22406387,20,34.8571434,37,3,2,2,8.180698152,1.27,25.8
-260,674,3910,0,-1.15,22,7,2,5,male,2006,20.32225287,20,40.7142868,32,3,2,0,8.824093087,1.315,24.9
-261,675,3210,0,-0.01,31,13.1875,2,5,female,2005,27.33564014,20,41.1428566,40.08761215,3,2,1,9.500456308,1.328,28.8
-262,677,3330,0,-0.65,28,6,2,3,female,2006,20.47826576,14,39.2857132,37.39630508,3,1,0,8.416267397,1.35,27.3
-263,678,3342,0,0.14,31,19,2,3,female,2005,24.03440666,10,39.8571434,35.21697617,3,2,1,8.281998631,1.268,25.8
-264,680,3090,0,2.21,33,48.4375,4,3,female,2006,28.125,8,39.1428566,34.8911705,3,2,0,8.183436003,1.328,37.9
-265,681,3740,0,0.87,36,29.3125,2,3,female,2005,23.33546638,9,39.7142868,31.58384705,3,2,0,8.506502396,1.3,30.7
-266,684,3630,0,1.95,32,0,3,5,male,2007,20.91070816,9,39.2857132,34,3,0,0,8.112251882,1.315,30.1
-267,685,3280,0,0.11,31,2,2,3,female,2006,26.89232254,8,42,34.47227859,3,2,1,8.750171116,1.407,28.2
-268,688,3700,0,2.05,29,17,4,5,female,2006,23.32341766,9,42.42856979,29,3,2,1,8.191649555,1.37,40.1
-269,690,4442,0,3.23,33,33.1875,4,5,male,2006,33.59375,11,41.57143021,37,2,2,1,8.90349076,1.52,57.3
-270,691,3300,0,1.34,28,25.125,3,3,male,2006,33.73250198,3,39.42856979,26.02053452,2,2,1,8.227241615,1.312,31.4
-271,693,4154,1,-0.99,28,4.0625,2,5,male,2006,24.44727891,11,42.2857132,34,3,2,1,8.265571526,1.34,26.2
-272,695,2943,0,0.53,25,13,2,5,female,2005,19.84126984,13,41.2857132,31,3,2,1,8.637805156,1.317,30.3
-273,702,4120,0,3.41,34,11,4,3,male,2005,26.171875,0,41.57143021,31.18959618,2,2,0,8.736595939,1.359,46.8
-274,703,3730,0,-0.94,35,4.125,2,5,male,2005,23.30668005,13,40,41,3,2,2,9.40189368,1.412,26.7
-275,708,3424,1,-0.23,34,3.0625,2,5,female,2006,21.4532872,5,40.57143021,30,2,2,0,8.440908054,1.247,24.1
-276,709,3478,0,0.68,30,7,2,5,female,2005,26.57312925,15,40.7142868,34,3,0,2,8.345083276,1.303,31.4
-277,710,3530,0,1.04,24,21,3,3,male,2006,21.604105,13,40.7142868,37.17727661,2,2,2,8.180698152,1.257,27.8
-278,713,3934,0,0.54,33,7,2,5,male,2006,20.2812331,17,40.2857132,30,3,2,0,8.555897787,1.409,33.3
-279,715,3604,0,0.03,22,2,2,5,female,2006,25.30864198,8,36.57143021,36,2,2,1,8.837782341,1.387,30.6
-280,716,3500,0,0.8,27,31.375,2,3,female,2006,35.55555725,5,40.42856979,31.9096508,1,2,1,8.432694501,1.24,23.3
-281,720,3300,0,1.98,30,43,3,3,female,2005,20.96436119,18,39.8571434,32.84051895,2,2,0,8.706365503,1.31,36.3
-282,724,3260,0,-1.15,32,16,2,5,female,2007,19.13265306,12,40.42856979,35,3,0,0,8.06844627,1.277,23.2
-283,731,3140,0,0.33,32,53.75,2,3,male,2006,22.7583065,17,38,33.12252045,3,2,0,8.279146703,1.359,29.7
-284,733,3565,0,-1.03,18,23,2,3,male,2006,20.4467411,13,39,33.6125946,2,2,1,8.492927219,1.248,22
-285,734,3740,0,-0.1,35,14.125,2,5,female,2006,22.95908737,20,40.1428566,37,3,2,0,8.213552361,1.361,27.9
-286,736,2926,0,-0.36,23,15,2,5,female,2007,22.12711525,12,40.57143021,31,3,2,0,6.954140999,1.28,21.4
-287,738,4340,0,0.8,34,2,2,5,male,2006,20.33832645,12,42.57143021,34,2,2,2,8.317704768,1.37,31.9
-288,739,3020,0,0.2,32,13,2,3,male,2005,21.35991478,11,38.8571434,32.35865784,3,2,0,8.87063655,1.404,32.2
-289,740,3250,0,1.47,31,55,3,3,female,2005,20.79673004,18,41,29.47022629,2,2,0,9.404631531,1.36,36.5
-290,746,4442,1,1.56,30,12,3,5,male,2006,34.57763236,20,42.1428566,27,3,2,0,8.213552361,1.341,26.7
-291,748,3768,0,-0.39,24,11,2,5,female,2006,20.06920415,15,40.8571434,27,2,2,0,8.186173854,1.304,24.8
-292,750,3040,0,-0.64,28,45.3125,2,3,male,2005,22.94213104,11,40,34.93223953,2,2,1,9.256787588,1.39,23.6
-293,751,3843,0,1.96,34,2,3,5,female,2007,40.33377838,15,41.7142868,38,3,2,1,8.114989733,1.389,39.6
-294,757,3378,0,0.4,34,29,2,5,female,2005,18.40134298,20,41.1428566,32,3,2,0,8.919803787,1.378,31.8
-295,760,2935,0,-0.35,34,45.375,2,5,female,2006,21.07719523,12,38.8571434,31,3,2,0,8.109514031,1.308,24.8
-296,763,4335,0,-0.48,19,2,2,5,male,2005,28.40054796,7,41.1428566,34,2,2,1,8.914442163,1.412,30.5
-297,767,4100,0,0.44,30,5.1875,2,5,male,2007,20.24489796,27,40.8571434,35,3,2,2,8.150581793,1.315,28.5
-298,770,3425,0,-1.19,29,17,2,3,male,2005,21.04804802,10.5,40.2857132,32.57494736,3,2,0,9.064909879,1.296,24.2
-299,771,4246,1,0.38,30,15,2,5,female,2005,23.45856238,13,41.8571434,35,3,2,0,8.873374401,1.33,29.2
-300,772,2825,0,-0.67,29,9,2,5,female,2006,21.875,20,41,33,3,0,0,7.014373717,1.395,28.6
-301,780,3660,0,-0.65,20,28,2,5,female,2005,20.04744562,11,38.7142868,34,3,2,1,8.451631303,1.275,24
-302,782,3916,0,-0.47,33,7,2,5,male,2006,19.03114187,14,41.1428566,32,3,2,0,8.413529546,1.357,26.2
-303,785,2780,0,1.68,30,16,3,3,female,2005,19.13265228,25,40.57143021,29.05954742,2,2,0,9.618183892,1.315,36.2
-304,786,3270,0,-0.12,25,41,2,3,male,2006,22.18934822,13,41.42856979,28.78302574,1,2,1,7.299110198,1.236,24.1
-305,793,3250,0,0.8,31,33,2,3,male,2005,22.3214283,18,40,31.71252632,2,2,1,9.949463838,1.452,32.2
-306,795,3460,0,-0.77,31,35.375,2,5,male,2007,23.80869017,13,39,34,3,2,0,8.062970568,1.34,26.4
-307,796,3300,0,-0.62,30,43,2,3,male,2006,18.37682515,9,40.2857132,31.45790482,2,2,0,8.596965549,1.34,22.7
-308,799,3710,0,1.74,33,11,3,3,male,2005,19.95728493,12,39.7142868,36.15605927,2,2,1,9.026694045,1.422,39.9
-309,800,2960,0,1.22,25,25,3,3,male,2006,31.10003662,20,39.57143021,27.09103394,3,2,0,8.632329455,1.315,32.3
-310,801,4406,0,0.31,34,7,2,5,female,2006,32.87197232,7,40.1428566,27.55099297,2,2,1,8.016427105,1.337,29
-311,808,3860,0,-0.72,31,24.25,2,5,female,2006,22.95908737,12,41.7142868,33,2,2,1,8.128793064,1.232,25.7
-312,811,3440,0,-0.5,28,3.125,2,5,male,2006,17.00680272,9,39.57143021,34,3,2,0,8.049281314,1.326,24.9
-313,814,4180,0,-0.11,33,5,2,5,female,2005,25.02976036,10,42.42856979,30,3,2,1,8.698151951,1.34,28.3
-314,815,3040,0,2.03,31,7.0625,4,3,female,2005,26.34649467,20,40,30.10266876,2,2,0,9.251311887,1.403,43.8
-315,817,3370,0,-0.62,31,49.3125,2,5,male,2006,21.79930796,35,40.42856979,27,2,2,0,8.295687885,1.283,24.1
-316,818,3202,0,0.42,33,8,2,5,female,2006,22.53061224,7,40,30,3,2,0,8.429956651,1.266,32.1
-317,821,3860,0,-0.43,33,8,2,5,male,2006,18.30576947,11,39.42856979,30,3,2,0,8.208190737,1.4,29.9
-318,823,3380,0,1.28,32,52,3,3,female,2005,22.03172493,9,40.42856979,29.85626221,2,2,0,9.900182523,1.405,38.1
-319,824,4100,0,0.8,32,2,2,5,male,2005,22.10028959,30,40.57143021,37,3,2,2,8.763746292,1.31,31.3
-320,826,4180,0,0.67,29,6.1875,2,5,male,2006,18.90690102,5,41.7142868,35,3,2,1,8.123317363,1.35,30.5
-321,840,3210,0,2.28,23,78.5,4,3,male,2006,24.87771988,20,40,37.37714005,1,2,1,8.254506046,1.275,33.6
-322,841,3400,0,0.96,32,5.0625,2,3,male,2005,19.25702858,10,38.8571434,33.24298477,3,2,0,9.369039471,1.378,30.9
-323,842,3490,0,-0.52,32,26,2,5,female,2006,21.63331531,13,40,31,3,2,0,8.503650468,1.341,27.2
-324,844,3690,0,0.62,32,20,2,3,female,2005,20.43816566,18,44.1428566,31.9096508,1,2,1,8.783139402,1.336,29.8
-325,850,3515,0,1.93,31,21,3,3,female,2005,22.14532852,13,40.42856979,36.21081543,3,2,0,7.93155373,1.29,34.3
-326,853,3338,0,1.13,33,10.25,3,5,male,2006,22.30935641,15,38.57143021,33,2,2,1,8.369723933,1.423,36.6
-327,857,3913,0,2.1,28,5,4,3,male,2006,22.4996376,8,40,32.16700745,2,2,1,8.221765914,1.345,36.4
-328,860,3420,0,0.82,32,10.0625,2,5,female,2007,20.41522491,8,41.42856979,32,3,2,1,8.153319644,1.319,24.9
-329,861,4070,0,1.1,24,60,3,3,female,2006,27.43484306,12.5,40.1428566,36.95550919,2,2,1,7.583960757,1.295,29.8
-330,862,2990,0,0.51,30,6,2,3,female,2007,19.87910271,10,39.8571434,33.74674988,3,2,0,8.010951403,1.266,26.9
-331,880,3530,1,2.95,32,26,4,3,male,2005,32.04587555,25,42,29.14168358,3,2,0,8.966461328,1.343,53.3
-332,881,3460,0,1.01,32,29.25,3,3,female,2006,24.84098053,23,40,36.48186111,2,2,0,7.909536847,1.359,34
-333,886,3650,0,1.01,32,10.0625,3,5,female,2005,24.18745232,8,42,33,3,2,0,8.911704312,1.435,38.1
-334,890,2990,0,0.27,24,10.125,2,3,male,2006,17.71541977,18,38.2857132,27.54551697,3,2,0,8.188911704,1.349,30.1
-335,894,3600,0,-0.85,32,26.1875,2,5,male,2006,24.38237298,15,39.57143021,37,3,2,1,8.186287931,1.266,25.4
-336,897,2680,0,-1.99,30,13,2,3,male,2006,20.06095505,10,39.8571434,30.90485954,2,2,0,8.969199179,1.325,23.7
-337,902,3200,0,0.35,33,13,2,5,female,2005,22.23098713,18,40.1428566,35,2,2,2,9.130846452,1.39,32.2
-338,905,3215,1,-0.79,31,20.25,2,5,male,2006,21.2244898,12,38.42856979,37.58795166,3,2,1,8.563883185,1.387,28.6
-339,907,3795,0,1.6,33,12.125,3,5,male,2006,26.42356982,16,39.8571434,35,3,2,2,8.191649555,1.432,38.6
-340,912,3396,0,-0.33,35,9,2,5,male,2006,22.14532872,10,41.57143021,33,3,2,0,8.07118412,1.37,29.2
-341,913,3050,0,-0.02,32,62,2,3,male,2006,19.14672279,9,37.8571434,39.96988297,2,2,1,7.909536847,1.195,23.2
-342,916,3130,1,-1.04,35,15,2,5,female,2006,28.36035153,12,38.2857132,28.48186111,2,2,0,8.060232717,1.195,20.1
-343,917,3040,0,-0.58,28,22.1875,2,3,female,2005,23.833004,32,41.1428566,36,2,2,2,7.225188227,1.298,30.5
-344,923,3500,0,-0.14,31,47,2,3,female,2006,20.1171875,12,39.2857132,38.23682404,3,2,1,8.492927219,1.28,26.3
-345,926,3015,0,-0.27,28,11,2,3,female,2005,18.68512154,15,36.8571434,40.97868729,2,2,0,8.952772074,1.405,33.3
-346,928,3460,0,-0.11,28,42.0625,2,3,female,2005,21.09375,7.5,41.2857132,31.18959618,2,2,0,8.695528177,1.418,31.7
-347,929,3670,1,-1.43,33,10.0625,2,3,male,2006,18.97092247,12,40.2857132,31.10472298,3,2,0,8.561259411,1.322,23.3
-348,930,3872,0,-2.11,27,8.0625,1,5,male,2006,21.61281179,12,41,36,3,2,1,8.189025781,1.284,21.8
-349,931,2800,0,2.44,34,23.5,4,3,male,2005,27.28174591,4,38.8571434,37.58795166,1,2,2,9.333219256,1.402,43.9
-350,932,3580,0,0.41,26,6,2,3,male,2006,28.62879181,17,38.8571434,32.22998047,2,2,1,8.082135524,1.345,29.7
-351,934,3500,0,0.89,26,42,2,3,female,2005,24.15881729,10,41.2857132,39.53182602,1,2,1,8.637805156,1.365,33.3
-352,937,4050,0,0.38,28,40,2,3,female,2005,20.3125,18,39.8571434,35.61669922,3,2,2,9.130846452,1.381,31.9
-353,938,3730,0,-0.31,31,7,2,5,female,2006,26.36560303,20,39.8571434,26,3,2,0,8.169746749,1.315,26.3
-354,939,2300,0,2.98,31,21,4,3,male,2005,21.56454468,20,36.42856979,26,2,2,0,8.881587953,1.35,48.1
-355,943,3255,0,-0.29,29,120.6875,2,3,male,2005,18.49548531,6,41.1428566,36.79285049,2,2,2,9.295117499,1.319,27.3
-356,946,3570,0,0.11,35,7,2,3,female,2005,20.57613182,20,39.1428566,28.02190208,3,2,0,10.21206936,1.342,30.4
-357,948,3872,0,0.84,31,58,2,3,male,2006,21.30394936,16,42,36,2,2,1,8.648984714,1.325,30.3
-358,949,2630,0,-0.13,31,16,2,5,male,2006,21.88707637,16,37.57143021,29.10736847,3,2,0,8.514601871,1.316,28.5
-359,950,2970,0,1.2,27,15.22222233,3,3,male,2005,25.47665977,9,37.8571434,35.60027313,1,2,0,9.429272188,1.336,33.2
-360,952,3668,0,-0.35,31,31,2,5,female,2005,21.61281179,20,41.2857132,36,3,2,2,8.919803787,1.313,26.7
-361,953,4230,1,-0.36,28,5,2,5,female,2005,20.79672989,13,42.7142868,27,3,2,1,9.297741273,1.35,23.6
-362,956,3100,0,0.11,30,33.3125,2,3,male,2005,24.02380943,11,40.7142868,31.55646896,2,2,1,9.095140315,1.298,28.2
-363,957,3648,0,1.94,28,8.125,3,5,male,2006,32.46489716,25,37.57143021,33,3,2,0,8.873374401,1.475,43.9
-364,958,3380,0,0.97,33,0,2,3,male,2005,24.9107666,12,40.2857132,32,3,2,1,8.736595939,1.414,30.1
-365,961,3700,0,-0.21,33,0,2,5,male,2005,25.09950066,10.5,41.8571434,32,3,2,0,9.188227242,1.385,33.1
-366,963,3850,0,0.2,32,3,2,5,female,2005,21.19274242,14,40.1428566,32,3,0,1,8.821241159,1.28,31
-367,966,3520,1,-1.01,33,36,2,3,male,2005,23.30668068,12,40.1428566,33.00205231,2,2,0,8.854209446,1.325,25.6
-368,968,3590,0,-0.23,34,1,2,5,female,2006,20.80856124,12,41,29,3,2,0,8.208190737,1.39,29.9
-369,971,3440,0,-0.81,35,15.0625,2,3,female,2005,18.40134298,18,41.57143021,32.12867737,1,2,0,9.798767967,1.28,27.4
-370,972,2877,0,0.68,29,3,2,5,female,2006,22.58270917,16,38.2857132,35,3,2,1,8.440908054,1.36,30.2
-371,973,3470,0,-0.07,31,1,2,5,female,2005,38.89807129,10,39,31.65776825,2,2,1,8.873374401,1.4,32.5
-372,977,3746,0,1.08,30,8,3,5,female,2006,23.73866213,20,41,34,3,2,1,8.572096737,1.348,33.3
-373,978,3850,0,0.04,32,1.0625,2,5,male,2006,20.42941836,13,41,35,3,0,0,7.947866758,1.256,24.9
-374,980,3010,0,-1.06,36,3,2,5,male,2006,18.93877551,20,41,27,3,2,0,8.128678987,1.304,24.4
-375,981,3020,0,0.66,32,12,2,5,female,2005,22.5710475,8,38.1428566,32,3,2,1,8.637805156,1.257,27.3
-376,983,3450,0,-0.14,31,4,2,5,male,2007,24.16326531,10,38.57143021,31,3,2,2,6.978781656,1.299,25.8
-377,986,4184,0,0.74,27,2.0625,2,5,female,2006,23.30668005,20,42.42856979,38,3,0,1,7.225188227,1.305,24.6
-378,989,3740,0,-0.7,27,13,2,5,male,2006,21.30394936,6,41,34,3,2,0,8.481975816,1.332,26.3
-379,990,3600,0,2.54,32,8,4,3,male,2005,19.43301392,24,40.7142868,32.03011703,2,2,0,9.103353867,1.389,33.5
-380,993,3080,0,2.07,34,22,4,3,male,2005,24.50894547,30,38.7142868,26.47227859,2,2,0,9.075975359,1.315,32.4
-381,995,3376,0,-0.21,34,9,2,5,male,2005,22.49134948,15,40.7142868,27,3,0,0,9.026694045,1.397,30.7
-382,996,2979,0,0.16,30,14,2,5,female,2006,27.28174591,14,41.8571434,33.77686691,2,0,0,8.213552361,1.34,25.5
-383,1000,2910,0,-0.5,24,17,2,3,female,2005,24.14151955,10,40.42856979,28.78302574,1,2,1,9.24287018,1.22,22.8
-384,1001,3590,0,-0.13,30,9,2,3,female,2005,20.30072975,8,41.42856979,35,3,2,0,8.826945015,1.448,33.1
-385,1003,3690,0,0.87,34,3,2,5,male,2005,24.05693475,12,40.8571434,35,2,0,0,8.881587953,1.415,35.2
-386,1004,3150,0,-0.05,32,37,2,3,female,2005,23.11111069,11,38.2857132,26,1,2,1,8.996577687,1.244,23.6
-387,1005,3374,0,-0.2,34,2,2,5,male,2005,22.265625,17,37.1428566,29,2,0,0,9.437257586,1.33,25.95
-388,1007,4652,0,-0.77,31,7.0625,2,5,male,2006,22.94811574,20,40.7142868,23,2,2,0,7.991786448,1.323,25.7
-389,1009,2860,0,0.28,29,43.5625,2,3,female,2005,19.38214493,23,40.7142868,32.73374557,1,2,1,8.985626283,1.23,22.4
-390,1016,2860,0,1.77,30,21,3,3,female,2005,22.95908737,22,42,27.69883728,2,2,1,8.996577687,1.345,39.1
-391,1017,3678,0,-0.89,33,3,2,5,female,2006,21.29529475,12,40.2857132,32,3,2,1,8.320328542,1.26,22.8
-392,1019,2064,0,1.18,28,0,3,5,female,2007,32.14664341,16,38.42856979,30,2,2,1,6.978781656,1.228,24.9
-393,1020,3770,0,2.82,28,45.3125,4,3,male,2005,22.86253357,18,41.57143021,28.83059311,2,2,1,9.648300251,1.452,58.4
-394,1023,2800,0,-0.03,29,7.0625,2,5,female,2006,19.46740129,10,41.1428566,33,3,2,0,8.837782341,1.307,27.4
-395,1025,3012,0,0.26,33,72.4375,2,5,male,2005,21.78649237,8,41.1428566,25,2,0,0,9.144535706,1.419,33.3
-396,1032,4006,0,1.8,35,2,3,5,female,2005,20.9839876,22,39.2857132,32,3,2,1,8.774697696,1.38,39.2
-397,1036,3195,0,-0.73,34,7,2,5,male,2006,24.57786715,8,39.1428566,39,3,2,1,8.51186402,1.261,23.5
-398,1039,3500,0,0,35,32,2,3,male,2006,23.01117706,9,38.7142868,33.87542725,2,2,1,8.763746292,1.336,28.7
-399,1044,3512,0,1.32,30,8,3,5,female,2006,22.40817899,15,38.57143021,30,3,0,1,8.235569245,1.3,33
-400,1049,3690,0,-0.56,35,1,2,5,male,2005,18.73278237,17,41.1428566,31.96988297,3,2,0,8.566621036,1.316,25.3
-401,1052,3590,0,-0.38,35,8,2,5,male,2006,21.17546272,12,39.1428566,33,3,2,0,7.956194387,1.3,26
-402,1053,3830,0,-0.63,27,21.0625,2,3,male,2005,37.81380081,10,41.42856979,27.62491417,3,2,0,10.0698152,1.536,36.5
-403,1054,3744,0,-1.27,28,47,2,5,male,2005,20.61925365,14,41.57143021,35,3,2,0,9.524868811,1.253,22.4
-404,1055,4465,1,1.16,30,15,3,5,male,2006,20.80856124,20,40.57143021,33,3,0,1,8.843258042,1.41,34.6
-405,1058,3690,0,1.22,35,57,3,3,male,2006,28.57796097,15,40.7142868,27.8247776,3,2,0,8.873374401,1.38,35.1
-406,1060,4330,0,0.05,33,8,2,5,male,2006,27.7767067,12,40.1428566,27,2,2,0,8.109514031,1.369,29.7
-407,1062,3584,0,-0.8,32,8.125,2,5,male,2005,26.5625,20,40,21.86995125,2,2,0,8.471024413,1.418,24.2
-408,1064,3320,0,0.89,30,29.1875,2,3,male,2005,20.76124573,10,40.7142868,34.41752243,2,2,1,9.305840748,1.385,34.2
-409,1066,2715,0,2.45,27,82,4,3,male,2006,23.92242241,11,39.1428566,30.86652946,1,2,0,8.588751996,1.335,38.4
-410,1067,2610,0,2.01,28,4,4,3,male,2006,20.6790123,9,37.8571434,35.48254776,2,2,0,7.665982204,1.414,40.6
-411,1068,2940,0,0.9,25,6,2,3,female,2005,22.50692558,10,39.1428566,30.43394852,2,2,0,8.857061373,1.247,29.9
-412,1069,3425,0,1.04,14,14.1875,3,3,male,2006,24.609375,16,39.57143021,29.31690598,3,2,0,8.153433721,1.355,33.3
-413,1072,3060,0,1.53,26,32,3,3,male,2006,28.39871788,16,41.57143021,36,3,2,1,8.487451517,1.33,33.3
-414,1074,3550,0,1.71,33,30,3,3,male,2006,38.97392273,0,40.7142868,34.23682404,1,2,0,9.245836185,1.39,38.3
-415,1080,2838,0,-0.74,25,4,2,5,male,2006,21.2962963,12,40.7142868,39,3,2,1,8.51186402,1.391,28.6
-416,1082,2640,0,-0.36,31,21.0625,2,5,female,2006,19.19530296,9,37.8571434,33.4248848,3,0,0,8.14795802,1.319,26.3
-417,1083,3960,0,-0.28,35,11,2,5,female,2007,24.85907356,16,41.8571434,32,3,2,0,8.161533196,1.29,25.4
-418,1090,2800,0,1.08,31,10,3,3,female,2005,23.051754,5,39.2857132,32.60232544,3,2,0,9.278576318,1.248,22.2
-419,1093,3825,0,1.07,27,2,3,5,male,2005,17.21108681,15,40.57143021,28,3,2,0,8.988364134,1.319,32
-420,1097,2990,0,0.21,27,24,2,3,female,2005,25.40281677,9,42.2857132,38.87747955,1,2,0,9.442961442,1.385,31.4
-421,1102,3740,0,0.35,31,29,2,5,female,2005,20.76124567,6,38.7142868,37,3,2,0,9.615217887,1.398,33.5
-422,1106,3755,0,2.54,20,8,4,3,male,2005,23.87543297,10.5,40,31,2,2,0,8.884325804,1.31,37.5
-423,1107,2960,0,-0.71,33,7,2,3,female,2005,20.06095505,8,39.7142868,38.95413971,3,2,1,8.851471595,1.304,25.2
-424,1110,3804,0,-1.03,35,10,2,5,female,2005,21.38593635,20,40.7142868,30,3,2,0,8.887063655,1.374,27.1
-425,1115,2255,0,-0.81,26,16.1875,2,5,female,2006,21.5349084,10,38.42856979,31,3,2,0,8.290326261,1.233,22
-426,1117,4064,1,-0.48,33,8,2,5,male,2006,23.7953599,22,40.7142868,35,3,0,2,7.956194387,1.418,25.5
-427,1122,3050,0,-0.57,33,13,2,3,male,2006,21.25850296,15,39.2857132,30.88295746,3,2,0,8.208190737,1.345,27.1
-428,1126,3212,1,-0.2,23,10.25,2,5,female,2006,25.46198063,11,41.1428566,35,3,2,1,7.014373717,1.177,20.9
-429,1127,3055,0,1.35,31,14,3,5,male,2007,25.40281677,12,39.8571434,36.29733276,3,2,2,8.027378508,1.34,31.2
-430,1130,3110,0,1.67,35,22.25,3,3,male,2005,19.19530296,8,40.1428566,23.55920601,2,2,0,9.516883413,1.435,41
-431,1132,3500,0,-0.07,31,14,2,3,male,2006,22.7583065,12,40.8571434,30.52703667,3,2,0,8.07118412,1.212,23
-432,1134,3600,0,0.54,30,31,2,3,male,2005,26.83518028,18,42,32,3,2,0,8.777549624,1.395,27.6
-433,1137,3110,0,2.12,21,99,4,3,male,2006,24.87771988,14,40,32.76659775,1,2,1,8.375085558,1.335,35.3
-434,1138,3140,0,-0.64,32,21,2,3,female,2005,25.7210331,9,38.2857132,31.08008194,2,2,1,9.703057267,1.24,22.9
-435,1144,4110,0,-0.73,30,2,2,5,female,2005,20.24489796,10,40.8571434,28,3,2,0,8.591261693,1.4,28.8
-436,1150,3102,0,0.5,32,16.1875,2,5,female,2007,20.2020202,8,36.57143021,33.99959183,3,0,0,7.197809719,1.227,24.6
-437,1157,3290,0,1.1,26,27,3,3,female,2006,20.95727348,10,40.57143021,36,3,2,1,8.443645905,1.335,32.5
-438,1158,3185,0,-0.39,32,19,2,3,female,2006,27.47562981,12,41.1428566,33.02121735,3,2,1,8.049281314,1.225,22.4
-439,1159,3326,0,-0.06,25,10.0625,2,5,male,2007,17.91508924,10,41.1428566,34,3,2,0,6.965092402,1.19,20.3
-440,1163,3270,0,0.58,32,3,2,5,female,2006,24.16716194,10,38.7142868,32,2,0,1,8.208190737,1.25,31.5
-441,1165,3212,0,0.09,34,25.3125,2,5,male,2005,27.35884546,10,38.7142868,38,3,2,2,8.610426648,1.289,24.7
-442,1168,3480,1,0.3,35,19,2,5,female,2005,23.87511478,14,39.2857132,39,3,2,2,8.637805156,1.336,29.5
-443,1174,3350,0,-0.46,27,14,2,3,male,2005,18.73278236,17,41.42856979,29.8617382,3,2,0,8.232717317,1.3,25.6
-444,1178,3060,0,-0.92,29,25,2,3,female,2005,17.4190731,15,40.1428566,26.47227859,2,2,0,9.251311887,1.333,26.3
-445,1179,3680,0,-0.93,28,4,2,5,female,2006,21.60410478,18,43,27,2,2,0,8.624344057,1.317,25
-446,1180,3380,0,-1.17,34,3,2,3,female,2005,19.81767654,16,41.42856979,25.57700157,2,2,1,8.845995893,1.395,25.7
-447,1181,2450,0,1.03,29,7,3,3,male,2005,25.07619286,7,41.7142868,36.93634415,1,2,0,9.642824549,1.319,31.9
-448,1189,3470,0,-0.27,32,14,2,3,male,2006,19.77769852,10,39.8571434,37.70568085,2,2,1,8.788501027,1.27,25.5
-449,1196,3854,0,1.76,32,9,3,5,female,2006,27.75510204,7,39.42856979,32,3,2,1,8.268309377,1.39,46.3
-450,1198,3470,0,0.62,29,7,2,5,male,2006,23.03004535,13,40.2857132,35,2,0,0,8.109514031,1.247,25.6
-451,1200,3770,0,-0.65,34,27,2,3,female,2005,30.8630352,3,40.1428566,29.01026726,1,2,0,9.404631531,1.355,27.8
-452,1201,4600,0,2.06,35,10,4,3,male,2005,24.91349481,12,42,32.1752243,2,2,1,9.618183892,1.4,41.6
-453,1205,3550,0,-0.42,33,9,2,5,male,2006,25.6543724,9,40.42856979,30,3,2,0,8.164271047,1.278,24.8
-454,1210,2920,0,-0.97,27,13,2,5,female,2006,22.49134948,12,37.2857132,36.39638138,3,2,2,8.563883185,1.225,21.5
-455,1211,3910,0,1.32,33,8.125,3,5,male,2005,23.83673469,12,43,35,2,2,1,9.130846452,1.51,42.7
-456,1212,3600,0,2.76,25,12,4,3,male,2006,29.40759659,15,40.1428566,24.96372414,2,2,1,10.03696099,1.434,50.9
-457,1213,3425,0,0.27,33,14,2,5,female,2005,18.507766,10,40.8571434,38.40930939,3,2,1,8.424366872,1.37,30.7
-458,1216,3608,0,-0.22,31,20.125,2,5,female,2005,18.36547291,17,40.7142868,32,3,2,1,8.930869268,1.39,29.8
-459,1218,3722,0,-1.1,30,7,2,5,female,2006,26.72992706,14,38.8571434,35,2,2,1,8.640771161,1.389,26.1
-460,1219,3910,0,0.09,32,22.3125,2,3,male,2006,23.42355728,25,40.1428566,26.8911705,3,2,0,8.826945015,1.254,23
-461,1220,3220,0,0.38,33,7,2,3,female,2005,22.95908737,11.5,40.1428566,30,2,2,0,8.506502396,1.214,26.8
-462,1225,4000,0,2.16,12,45.3125,4,3,female,2007,31.70738792,8,40.42856979,30,2,0,1,6.88569473,1.16,27.15
-463,1226,2080,0,-0.89,34,5.0625,2,5,male,2006,21.56454468,12,31.7142849,27,2,2,0,8.169746749,1.289,30.9
-464,1228,3736,0,-0.03,30,0,2,5,male,2007,19.83516296,10,40.8571434,29,3,2,0,6.918548939,1.197,22.1
-465,1233,3390,0,0.73,34,12,2,3,male,2006,19.83471107,23,39,31.9096508,3,2,0,8.057494867,1.361,31.4
-466,1234,3524,0,-0.35,35,2,2,5,male,2005,22.64737701,24,38.57143021,35,3,2,1,8.539242528,1.318,27.8
-467,1236,3232,0,0.99,34,10,2,5,female,2005,22.05805119,18,41.1428566,28,3,2,0,8.574834588,1.315,31.2
-468,1241,3630,0,-0.07,32,9,2,3,male,2006,27.51338577,10,39.1428566,30.05825615,2,2,0,9.549737623,1.404,31.8
-469,1242,4215,1,0.18,32,21,2,5,female,2005,23.7654321,10,41.42856979,36,3,2,1,8.75553274,1.31,30.3
-470,1246,3890,0,-0.34,28,12.25,2,5,female,2006,24.61810377,0,39.57143021,32,3,2,0,8.032854209,1.256,23.9
-471,1249,3650,0,1.01,30,5,3,3,male,2006,24.72946167,12,41.1428566,26.65023994,3,2,0,8.432694501,1.3,30.3
-472,1250,3400,0,3.97,26,42.4375,4,3,female,2006,23.03004456,9,40.7142868,31,3,2,1,8.84337212,1.524,55.9
-473,1255,3580,0,1.66,25,1,3,3,female,2005,23.03004456,18,40.7142868,27.50444984,2,2,0,9.086926762,1.374,38.8
-474,1257,3882,0,0.28,29,15,2,5,male,2005,25.90945695,28,41.1428566,30,2,2,0,8.648756559,1.305,23.9
-475,1258,3310,0,0.13,30,1.0625,2,3,male,2005,17.84651947,8,40.57143021,28.0848732,3,2,0,9.741159023,1.426,34.8
-476,1259,3350,0,1.45,27,36,3,3,male,2006,25.15315056,13,39.8571434,31.72621536,1,2,1,8.353296829,1.265,29.9
-477,1261,3210,0,0.63,32,9,2,5,male,2006,20.90419501,9,40.7142868,37,3,2,1,8.268309377,1.347,30.6
-478,1266,3340,0,0.6,26,17,2,3,female,2006,20.56933022,14,38.7142868,32.62696838,2,2,1,8.038329911,1.314,26
-479,1268,2935,0,-0.03,31,25,2,3,female,2005,25.39021873,20,41,33.83333206,1,2,1,8.865160849,1.263,25.5
-480,1269,3830,0,-0.81,33,45,2,3,male,2005,23.11111069,10,40.1428566,30.6420269,3,1,0,9.703057267,1.248,22.35
-481,1270,4075,0,0.42,31,3,2,5,male,2006,23.05456246,18,41.42856979,30,3,0,1,8.178074378,1.29,27.4
-482,1273,3714,0,0.28,32,23,2,5,female,2006,18.36547291,13,40,35,2,2,1,8.854209446,1.3,31.6
-483,1276,2780,0,1.47,31,9,3,3,female,2005,21.1927433,21,39.7142868,35.71800232,1,2,1,8.777549624,1.355,34.8
-484,1277,3800,0,-0.2,27,0,2,5,female,2005,18.37682515,15,41.57143021,33,3,2,0,9.295117499,1.35,28.9
-485,1279,4140,0,0.5,32,11.0625,2,5,male,2006,18.30576947,22,40.1428566,22.41392708,2,0,0,8.189025781,1.397,30
-486,1282,3050,0,0.32,13,0,2,5,male,2006,22.49134948,10,41.8571434,37,3,2,2,8.514715948,1.414,32.8
-487,1283,3730,0,0.2,29,7,2,5,female,2005,20.9839876,12,40.8571434,40,3,2,0,9.557723021,1.38,35.3
-488,1286,3150,0,0.46,24,10,2,3,female,2006,21.45328712,15,38.57143021,27.70705032,2,2,0,8.60244125,1.39,32.5
-489,1287,3212,0,-1.63,28,7.0625,2,5,female,2006,34.15365955,10,39.8571434,30,3,0,0,8.090349076,1.322,23.3
-490,1289,3560,0,-1.47,33,8,2,5,female,2005,22.09317005,10,39.57143021,35,2,2,1,8.851471595,1.366,25.7
-491,1290,2560,0,1.2,29,36,3,5,female,2005,27.63605442,14,40.1428566,33,3,2,0,8.867784622,1.355,28
-492,1292,3185,0,-0.61,31,22,2,3,male,2005,20.2020202,10,38.42856979,30.18754196,3,2,0,9.703057267,1.268,24.4
-493,1295,3690,0,3.45,26,13.25,4,3,male,2006,26.813591,30,41.42856979,32.20807648,2,2,2,8.49566507,1.377,41.7
-494,1296,2810,0,-0.41,30,26.0625,2,5,female,2006,25.30693205,14,39.57143021,24.68584442,3,0,0,8.279374857,1.235,23
-495,1298,3420,0,-0.46,34,28.5625,2,3,female,2006,22.49135017,9,39.57143021,31.73169136,3,2,0,8.63529546,1.2,23.6
-496,1300,4000,0,-1.18,32,18.3125,2,5,male,2006,20.79673004,20,41.57143021,36,3,2,1,8.114989733,1.336,24.6
\ No newline at end of file
diff --git a/tests/testthat/data_files/GAMLSS/gamlss2.rda b/tests/testthat/data_files/GAMLSS/gamlss2.rda
deleted file mode 100644
index 66bbaddf..00000000
Binary files a/tests/testthat/data_files/GAMLSS/gamlss2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/GAMLSS/gamlss3.csv b/tests/testthat/data_files/GAMLSS/gamlss3.csv
deleted file mode 100644
index de53b7fc..00000000
--- a/tests/testthat/data_files/GAMLSS/gamlss3.csv
+++ /dev/null
@@ -1,199 +0,0 @@
-rowID,ID,e3_bw,hs_asthma,hs_zbmi_who,hs_correct_raven,hs_Gen_Tot,hs_bmi_c_cat,h_cohort,e3_sex_None,e3_yearbir_None,h_mbmi_None,hs_wgtgain_None,e3_gac_None,h_age_None,h_edumc_None,h_native_None,h_parity_None,hs_child_age_None,hs_c_height_None,hs_c_weight_None
-1,4,3270,0,-0.76,28,54.5,2,2,female,2005,21.04804802,21,39.2857132,32.72552872,1,2,1,10.13826146,1.345,27.7
-2,7,3350,0,0.04,34,21.1875,2,2,male,2003,27.51717567,20,40,39.60027313,1,2,2,11.34302989,1.315,29.8
-3,9,3000,0,-1.78,35,19.0625,2,2,female,2004,23.02895164,12,40.8571434,30.3874054,2,2,1,10.71594798,1.51,24.3
-4,13,3390,0,0.2,30,26.3125,2,2,female,2004,21.64412117,5,40.42856979,34.23682404,3,2,1,10.57095597,1.435,31.5
-5,14,2850,0,-0.55,33,43.5625,2,2,male,2004,16.95501709,20,39.7142868,26.93223763,2,2,0,10.38478211,1.39,30.8
-6,20,3050,0,-0.01,31,36.25,2,2,female,2005,23.79536057,17,39,34.05612564,3,2,0,9.957563313,1.415,33.2
-7,22,3310,0,0.09,33,32.0625,2,2,female,2004,22.29099655,13,39.7142868,23.60301208,3,2,0,10.63928816,1.44,36.1
-8,24,3050,0,-0.84,32,75.5625,2,2,female,2003,28.46489143,5,41.57143021,27.74811745,3,2,0,11.08008214,1.425,31.8
-9,29,3700,1,0.85,31,23.375,2,2,female,2004,24.87771988,12,41.7142868,25.83709717,3,2,1,10.64191193,1.355,35.1
-10,31,3410,0,-1.47,31,19.0625,2,2,female,2004,20.44523048,13.5,40,38.19301987,3,2,1,10.67225645,1.435,26.1
-11,38,2780,0,-0.34,36,13.1875,2,2,female,2003,18.40332031,20,39.57143021,29.21834373,3,2,0,11.57574721,1.435,34.4
-12,51,3080,0,0.35,29,2,2,2,male,2005,20.65753937,15,39.7142868,27.10472298,3,2,0,10.26956423,1.485,39.1
-13,55,3460,0,0.75,28,31.1875,2,2,female,2005,19.79411316,20,41,40.16700745,3,1,0,10.5269222,1.685,37.8
-14,57,4010,0,-0.77,35,23,2,2,female,2004,18.14486885,25,41.1428566,40.8432579,1,2,2,10.90485969,1.53,36.7
-15,66,3410,0,0.28,31,9.0625,2,2,male,2004,20.46334457,10,40.42856979,36.64339447,2,1,2,11.34827744,1.45,37.4
-16,83,2580,0,1.16,33,16.3125,3,2,male,2004,27.34375,8,40.1428566,29.37713814,2,2,0,10.6914214,1.435,40.6
-17,84,3250,0,1.45,31,39.3125,3,2,male,2004,25.53670311,15,41.1428566,39.19233322,1,2,1,10.84462697,1.36,38.5
-18,86,3030,0,-0.52,33,9,2,2,female,2004,22.86253357,15,38,27.60848808,3,2,1,10.71047228,1.505,36.9
-19,110,3660,0,1.35,35,13.125,3,2,male,2005,26.48756027,18,37.8571434,21.86995125,1,2,0,10.36812685,1.435,40.5
-20,116,3400,1,0.07,36,46.63849258,2,2,male,2004,22.27531052,6,39.2857132,40.16700745,3,1,1,10.40098106,1.455,38.8
-21,117,3180,0,-1.88,32,20.22222137,2,2,female,2004,17.52448463,5,40.57143021,39.80287552,2,2,2,9.963153091,1.46,24.8
-22,126,3530,0,0.01,34,29.25,2,2,male,2004,22.16343689,11,41.2857132,28.8432579,3,2,0,10.63928816,1.43,34.3
-23,133,3720,1,0.25,35,15.125,2,2,female,2005,20.3244381,10,40.1428566,29.9520874,3,2,1,10.06148757,1.39,33.4
-24,137,3330,1,-0.18,34,41.5,2,2,male,2004,24.44727898,13.5,37.42856979,22.26694107,2,2,0,10.75975359,1.435,41.6
-25,153,3820,0,-0.58,34,23.1875,2,2,male,2004,23.19296074,13,41.2857132,40.56126022,3,2,1,11.18948209,1.42,33.3
-26,161,3850,1,-0.43,35,23,2,2,male,2003,19.85254478,16,40,28.43258095,2,2,2,11.18423454,1.4,31.9
-27,168,3780,0,-0.78,32,28.0625,2,2,male,2005,20.79673004,13,41.42856979,38.14647675,3,2,1,10.40668492,1.38,33.2
-28,173,3270,0,-0.6,33,26,2,2,female,2003,21.4174614,12,38.2857132,34.1327858,2,2,2,11.80835044,1.5,37.3
-29,178,3215,0,0.62,32,22.1875,2,2,female,2004,19.3337307,21,40.1428566,32.2546196,3,2,2,10.69952088,1.455,26.1
-30,181,3550,0,1.47,33,37.1875,3,2,male,2003,27.81588173,7,42.2857132,27.51539993,3,2,1,11.51825234,1.535,48
-31,186,3370,0,0.71,29,19.3125,2,2,female,2004,21.07719612,10,40.7142868,36.95550919,2,2,2,11.4002966,1.36,35.8
-32,195,3520,0,-1.11,34,11,2,2,male,2004,20.14797211,13,37.8571434,34.60095978,3,2,0,11.15674196,1.6,39
-33,201,3330,0,-1.17,32,11.125,2,2,male,2004,22.81131744,21,39.2857132,27.98631096,3,2,1,11.17590691,1.43,32.3
-34,208,2290,0,-0.27,34,56.375,2,2,male,2004,27.92728233,11,37.7142868,25.56878853,3,2,0,11.01163587,1.475,37.1
-35,212,3300,0,-1.07,33,24,2,2,female,2005,17.68850517,13,38,26.34086227,2,2,1,9.705566963,1.285,24.3
-36,213,3120,0,1.25,30,14.1875,3,2,male,2004,24.03461075,17,40.7142868,28.54483223,2,2,0,10.56548026,1.51,46.2
-37,214,3540,0,1.36,30,23.3125,3,2,male,2005,27.18090057,5,40.42856979,30.93223763,3,2,1,11.18948209,1.4,39.9
-38,216,3430,0,-0.47,34,34,2,2,male,2003,21.58579826,23,40.8571434,32.27364349,3,2,0,10.18206708,1.38,30
-39,237,3440,0,0.71,34,12.0625,2,2,male,2005,22.68905067,12,41.2857132,29.67282677,3,2,1,10.365389,1.44,38.5
-40,238,3030,0,0.28,34,6.125,2,2,female,2003,20.30072975,16,39.7142868,32.00547409,3,2,0,11.45254392,1.535,43
-41,253,2770,1,0.18,33,38.5625,2,2,female,2004,20.54569435,10,40,26.24777603,3,2,0,10.6914214,1.325,30.6
-42,263,2630,0,-1.62,35,3,2,2,female,2003,18.97092247,9,40,30.01231956,3,2,0,11.15674196,1.29,30.4
-43,273,2960,0,-0.98,34,14.1875,2,2,female,2003,25.15315056,20,40.2857132,17,2,2,0,12.10130048,1.52,37.1
-44,283,4060,0,0.57,35,32.125,2,2,male,2003,25.37532234,20,40.57143021,34,3,1,2,10.9486653,1.44,37.5
-45,306,3380,1,1.16,34,26.1875,3,2,female,2005,22.91892242,12,40.42856979,30.52703667,3,1,0,10.25861282,1.465,42.3
-46,310,3870,0,0.17,33,1,2,2,male,2004,33.12130737,14,38.2857132,30.15468788,2,2,0,10.26694045,1.39,33.1
-47,333,2740,0,1.14,34,6.25,3,2,female,2005,18.96192741,7,41.2857132,32.62696838,3,2,0,9.275952544,1.395,36.8
-48,334,3520,0,0.7,33,17.0625,2,2,female,2005,21.58579826,11,39.57143021,27.55099297,3,2,0,9.4865389,1.343,33.3
-49,341,3100,0,-0.23,30,26.125,2,2,female,2005,22.27530992,10,37.7142868,31.44695473,3,1,0,10.04243669,1.435,32.6
-50,349,2300,0,0.26,34,46.25,2,2,female,2004,20.54569435,10,35.8571434,38.87747955,3,2,2,10.3464522,1.455,32.3
-51,354,4070,0,-0.98,33,1.0625,2,2,male,2004,25.94436646,12,42.42856979,32.62696838,3,2,0,11.08555784,1.48,33.7
-52,355,3000,0,0.47,36,30.1875,2,2,female,2003,26.5625,12,37.8571434,28.73374367,1,2,1,11.23351586,1.52,42.9
-53,358,2870,1,0.07,27,55,2,2,male,2004,25.53670311,20,38.8571434,28.02737808,2,2,0,10.98973306,1.39,33.2
-54,359,2877,1,1.41,33,23.1875,3,2,male,2004,26.27477455,15,39.7142868,22.37371635,2,2,0,10.5927447,1.445,45.6
-55,366,3150,0,1.64,34,18.125,3,2,female,2004,19.28937912,8,40.42856979,40,3,2,0,11.05544148,1.45,46.7
-56,379,5260,0,1.97,34,37.4375,3,2,male,2004,25.97668266,20,40.42856979,30.79657555,2,2,1,10.31348392,1.51,46.1
-57,398,2860,0,-1.51,33,9,2,2,male,2004,18.67093468,6,38.57143021,30.34907532,2,2,2,11.23054985,1.396,28.6
-58,400,3920,0,-0.3,29,8.125,2,2,male,2004,21.17546272,13,39.8571434,31.29637146,3,2,1,10.98973306,1.64,45.9
-59,402,3580,0,-1.1,31,50.5,2,2,male,2004,19.9369297,8,41.1428566,28.38603783,3,2,0,10.66951859,1.405,29.7
-60,418,3010,0,0.47,29,15,2,2,male,2004,19.03114187,10,38.42856979,30.28884315,3,1,0,11.27173169,1.52,41.4
-61,422,3110,0,-1.07,34,33,2,2,male,2004,18.359375,12,38,29.99041748,2,2,1,10.23134839,1.3,25.2
-62,423,3290,0,-1.76,33,26.125,2,2,female,2003,19.83516312,12,40,37.1937027,3,2,2,11.59194616,1.515,33.3
-63,424,2930,0,1.45,28,17,3,2,female,2004,35.62901688,9,35.8571434,28.3449688,1,2,2,10.90485969,1.435,43.9
-64,428,3850,0,-0.73,34,9.0625,2,2,male,2004,20.5498867,6,41.42856979,27.21149826,3,2,0,11.03080082,1.455,33.1
-65,431,3910,0,1.68,36,21.125,3,2,female,2003,24.42583656,15,38.1428566,38.40930939,2,2,2,11.04996578,1.405,44.1
-66,435,3756,1,-1.1,34,48.3125,2,2,male,2003,20.12639236,8,39.57143021,30.8172493,1,2,1,11.23351586,1.395,29.8
-67,441,4800,0,3.05,33,82.6875,4,2,male,2003,31.4113884,10,39.2857132,33.65913773,3,2,1,11.24994296,1.57,71.1
-68,443,3360,0,1.13,33,33.1875,3,2,male,2004,31.50136566,12,40.2857132,29.23750877,3,1,0,11.33744011,1.51,44.5
-69,444,2810,1,1.18,33,52.3125,3,2,male,2003,20.390625,11,40,21.70020485,2,2,0,11.42790326,1.385,38.4
-70,450,3290,0,-0.28,36,11.0625,2,2,male,2003,19.95546913,13,42,25.12525749,3,2,0,11.61943874,1.46,35.3
-71,452,4150,1,1.27,34,84.875,3,2,female,2004,34.2935524,17,41,33.57973862,3,2,0,10.81998631,1.47,44.5
-72,456,3150,0,-0.52,32,33.1875,2,2,female,2005,20.12364388,14,40.42856979,26.96509171,2,2,1,10.02600958,1.345,28.3
-73,460,3620,0,-0.38,27,48,2,2,male,2004,24.76756668,22,42,33.24298477,2,2,0,11.07734428,1.405,32.4
-74,462,2730,0,-0.28,31,61.375,2,2,male,2003,22.98539734,6,39.8571434,27.22984505,2,2,0,11.15674196,1.405,33.8
-75,477,2520,0,-0.19,32,23.1875,2,2,female,2004,23.0871048,16,40.2857132,27.06365585,2,2,1,11.43862651,1.485,38.1
-76,479,3570,0,-1.11,26,35.125,2,2,male,2005,21.5349084,17,41.7142868,35,2,2,2,9.776865161,1.35,26.8
-77,487,3910,0,0.77,34,65.5625,2,2,male,2003,22.03172493,13,38,29.63449669,3,2,0,11.96988364,1.535,48.3
-78,506,4130,0,-0.46,33,72,2,2,female,2005,18.40332031,10,41.2857132,35.61669922,3,2,2,9.645448323,1.37,29.2
-79,509,2960,0,0.39,29,37.375,2,2,female,2003,22.67573738,8,41.42856979,31.60848808,2,2,2,11.59194616,1.36,26.1
-80,516,3200,0,-0.18,31,7.0625,2,2,male,2004,23.22543144,8,41.42856979,28.83504486,3,2,1,10.91318731,1.455,38
-81,537,3340,0,-1.05,27,52,2,2,female,2005,24.50894547,20,39.57143021,27.45342445,2,2,1,10.45300023,1.48,32.8
-82,538,2500,1,0.11,33,10.125,2,2,male,2004,32.86338806,17,39.2857132,28.9445591,2,2,1,10.94045175,1.32,30.7
-83,549,3400,0,0.74,32,19.0625,2,2,female,2003,23.61275101,10,41,29.98768044,2,2,0,11.76180698,1.53,44.6
-84,560,2780,1,-0.68,32,26.125,2,2,male,2003,19.26615715,9,36.2857132,29.78013611,3,2,2,11.72347707,1.37,30.3
-85,579,3510,0,0.11,34,31.4375,2,2,male,2003,23.59728241,13,40.1428566,35,1,2,0,11.46052932,1.405,34.5
-86,585,3440,0,-0.67,32,42,2,2,male,2005,24.47709846,13,40.57143021,35.75359344,3,2,2,9.538672142,1.345,33.1
-87,599,3070,0,1.12,35,15.3125,3,2,female,2004,27.28174591,20,39.42856979,37.82614517,3,2,0,10.57095597,1.52,47
-88,600,3590,0,0.56,35,18.375,2,2,male,2005,21.604105,10.5,40,38.85557938,3,2,2,9.927446954,1.536,33.5
-89,604,3970,0,0.06,35,33.125,2,2,female,2004,27.41480255,16,40.7142868,37.17727661,3,1,2,11.46326717,1.315,41.2
-90,608,2900,0,2.44,34,26.1875,4,2,male,2004,20.07960129,5,42,38.18480682,3,2,0,10.66951859,1.46,52
-91,613,2770,1,0.19,30,30.125,2,2,male,2004,19.44444466,13,36.8571434,21.21013069,2,2,0,10.59536847,1.685,65.1
-92,617,3630,1,1.78,36,29.25,3,2,male,2004,29.38475609,4,41,33.77686691,2,2,0,10.91581109,1.52,49.7
-93,619,3530,1,-0.35,35,16.1875,2,2,female,2004,28.19544411,13,41.57143021,24.12046623,3,2,0,10.49965777,1.45,34.8
-94,623,3410,0,3.23,34,43.375,4,2,female,2004,25.01352119,19,38.2857132,36.39151382,3,2,2,10.19575633,1.46,65.1
-95,627,3550,0,-0.03,31,9.1875,2,2,male,2003,20.96436119,12,40.7142868,34.11362076,2,2,1,11.23351586,1.485,37.6
-96,641,3700,0,1.51,31,54.1875,3,2,male,2005,26.76621437,11,40.57143021,25.43036461,3,2,0,10.00958248,1.4,34.6
-97,642,3500,0,-1.86,33,48,2,2,male,2003,24.81354713,20,41,29.01643753,3,2,0,11.37303217,1.44,36.5
-98,648,1780,0,1.4,31,37,3,2,male,2003,19.3337307,18,34.2857132,31.52908897,2,2,1,11.61943874,1.475,45.4
-99,653,3200,0,0.68,31,15.125,2,2,female,2004,20.12875748,13,40.42856979,24.90622902,3,2,1,10.41193247,1.44,38.3
-100,662,3534,0,0.05,34,18,2,2,male,2003,20.51163483,18,41.57143021,29.48117638,3,2,0,11.57574721,1.56,41.7
-101,663,3440,0,2.43,28,14.125,4,2,male,2004,22.265625,20,39.2857132,28.49281311,2,2,2,10.91866302,1.495,54.4
-102,664,3320,0,1.01,29,46.375,3,2,female,2004,19.53125,17,40.8571434,32,3,1,0,11.18685832,1.41,34.7
-103,671,3565,0,1.38,28,12.1875,3,2,male,2004,24.69040489,10,38,38.60917282,3,2,1,10.54608715,1.52,45.9
-104,673,3320,0,0.74,27,2.0625,2,2,male,2004,20.70081711,10,39.7142868,34.45585251,2,2,1,11.17590691,1.39,37.2
-105,683,3255,0,-1.88,34,13,2,2,male,2005,18.91576385,21,40.8571434,23,3,2,0,9.883641342,1.395,22.7
-106,694,2740,0,0.71,32,39.25,2,2,male,2003,20.6727562,13,39.42856979,34.51060867,2,2,1,10.48037874,1.455,38.5
-107,704,3040,0,1.36,27,35.375,3,2,female,2004,24.03440666,10,39.57143021,33.40451813,2,2,2,10.81188684,1.435,44.5
-108,719,2930,0,1.49,33,20,3,2,female,2005,18.98160553,10,41.2857132,29.68377876,3,2,2,10.12183436,1.42,34.7
-109,721,3180,0,1.14,34,39.25,3,2,male,2004,27.76342964,32,41,21.45927429,2,2,1,11.59217431,1.445,41.8
-110,722,3280,1,-0.88,34,8.125,2,2,male,2004,18.21019745,6.5,41,31.16221809,3,2,1,11.3977869,1.49,34.8
-111,723,3000,1,-0.01,36,35.25,2,2,male,2003,23.7118454,16,39.42856979,27.09650993,3,2,0,11.11019849,1.495,38
-112,737,2770,0,1.76,34,29,3,2,female,2003,34.41613388,0,37.57143021,36.7638588,2,2,2,11.55110655,1.53,56.9
-113,753,1910,0,-1.3,36,44.3125,2,2,female,2004,19.39618874,12,34.1428566,30.1382618,3,2,0,11.18948209,1.28,24.7
-114,758,4200,0,2.07,35,26.3125,4,2,male,2004,23.10843468,18,40.1428566,24.11225128,3,2,0,10.76534337,1.48,49.3
-115,762,4070,0,0.45,34,10,2,2,male,2004,24.23668671,9,41.8571434,29.53045845,3,1,1,10.52977413,1.39,35.9
-116,766,3885,1,1.26,36,12.0625,3,2,male,2004,22.92097092,8,40,25.04038239,2,2,0,10.91866302,1.52,45.8
-117,787,3370,0,0.55,34,15.1875,2,2,female,2004,34.52708817,7,41.7142868,27.52087593,2,2,0,10.50239562,1.335,33.2
-118,789,3220,0,-0.44,32,13.25,2,2,male,2004,20.20202065,18,40,32,3,2,0,9.820670773,1.48,34.3
-119,804,3740,0,-1.47,31,14,2,2,female,2003,17.0992775,17,38.1428566,38.74332809,2,2,0,11.32386493,1.41,28.9
-120,805,3120,0,-1.1,32,11,2,2,female,2003,24.609375,21,39.57143021,33.10335541,3,2,0,11.24172941,1.475,31.4
-121,827,3290,0,-2.23,34,18,1,2,female,2004,15.88278389,10,38.2857132,32.91444397,1,1,0,10.54905316,1.385,24.9
-122,831,3620,0,-0.32,36,24,2,2,female,2004,26.33288875,17,40.1428566,21.45927429,3,2,0,11.03627652,1.46,34.9
-123,832,2870,0,-0.94,35,15,2,2,male,2004,22.62184334,20,35.57143021,36.2600975,3,2,2,11.27173169,1.495,34.7
-124,833,1780,1,0.24,34,37,2,2,male,2004,24.09297052,16,34,27.12662506,2,2,0,10.68309377,1.434,35.5
-125,838,3340,0,-1.73,36,16.125,2,2,male,2004,20.02884102,10,38.8571434,28.48186111,3,2,0,10.54905316,1.345,24.3
-126,839,3540,0,0.96,34,47.3125,2,2,male,2004,35.32574463,5,40.2857132,29.11704254,2,2,1,11.00616016,1.36,35.1
-127,845,2640,0,1.28,34,57.5,3,2,male,2003,33.73250198,8,38.57143021,35.34839249,2,1,2,11.01437372,1.345,36.1
-128,867,3400,1,-2.05,35,69.5625,1,2,male,2003,19.140625,10,41.57143021,32.28401947,3,2,1,11.2253023,1.41,24.9
-129,869,3185,1,1.96,33,50.75,3,2,male,2004,27.64948082,3,37.8571434,25.05133438,2,2,1,10.97604381,1.455,50.2
-130,870,3730,0,2.45,30,54,4,2,female,2004,34.8825264,17,39,37.70568085,3,2,2,10.35728953,1.45,44
-131,871,3670,0,0.84,33,8.125,2,2,male,2003,25.63116837,6,40.1428566,36.80766678,2,2,1,11.51825234,1.535,45.1
-132,874,4340,0,-0.29,35,30.1875,2,2,male,2004,25.02976036,27,40.42856979,30.27241707,3,2,0,10.97604381,1.495,36.5
-133,875,3202,0,1.78,36,33.125,3,2,male,2003,20.95717049,15,39.57143021,28.38603783,3,2,0,11.49634953,1.5,49.1
-134,889,4550,0,-0.07,31,20,2,2,male,2003,20.51913452,16,39.7142868,30.14099884,3,2,0,11.40600046,1.515,37.4
-135,900,3090,0,-0.57,34,28,2,2,male,2003,20.02884102,10,41.1428566,24.53114319,3,2,0,12.06844627,1.43,33.8
-136,901,2550,0,-0.1,33,35.125,2,2,male,2004,20.56933022,10,39,28.86242294,3,2,2,11.72610084,1.38,32.7
-137,909,3530,0,-0.8,31,48.375,2,2,male,2004,22.12711525,11,40.42856979,39.92333984,3,2,2,10.00410678,1.35,27.7
-138,914,1280,1,1.06,33,34,3,2,female,2004,25.46198082,4,31.1428566,36.34223175,2,2,0,10.74321241,1.505,37.3
-139,922,3240,0,2.21,33,23.3125,4,2,male,2004,32.46489716,12,39.57143021,24.76369858,2,2,1,11.00616016,1.375,41.4
-140,942,3500,0,-1.05,34,24.1875,2,2,male,2004,22.65625,12,41.42856979,21.67556381,2,1,0,10.75154004,1.29,25.2
-141,944,3420,0,0.11,35,68,2,2,female,2004,19.89143372,12,41.2857132,28.17795944,3,2,1,11.24994296,1.4,34.9
-142,954,2710,1,0.42,33,25.3125,2,2,male,2005,18.27812195,19,39.57143021,29.86995125,3,1,0,10.81998631,1.425,35.4
-143,960,3390,1,-1.17,33,16,2,2,female,2004,26.98600006,10,40,29.90280724,3,1,1,10.34086242,1.385,29.5
-144,969,3940,0,1.42,31,17.1875,3,2,male,2004,25.8064518,24,40.1428566,33.17179871,2,2,0,10.52977413,1.42,39.9
-145,979,3480,0,0.41,26,21.1875,2,2,male,2004,32.66076279,0,40,24.73100662,2,2,0,10.3464522,1.34,31.1
-146,985,3670,0,1.62,34,34.375,3,2,female,2003,21.82995224,16,38.8571434,32.10129929,3,2,2,11.08008214,1.495,50.1
-147,991,3360,1,1.96,31,48.375,3,2,male,2003,31.23140907,20,42.57143021,29.51950645,3,2,0,11.2198266,1.43,50.1
-148,997,3570,0,0.26,34,22.25,2,2,male,2003,22.49135017,20,39.2857132,30.6365509,2,2,1,11.34576774,1.375,39.1
-149,1014,4250,0,1.57,31,42.125,3,2,male,2004,19.03149223,25,40.57143021,21.70020485,3,2,0,11.02806297,1.48,41.7
-150,1026,4440,0,-0.12,34,10.1875,2,2,male,2003,28.54828072,13,39.7142868,34.63381195,3,2,1,11.71241159,1.48,37.5
-151,1033,3420,0,0.06,33,24.0625,2,2,female,2004,28.37178612,13,41,32,3,2,0,10.93771389,1.45,36.7
-152,1034,4090,0,-0.35,32,25.125,2,2,male,2004,22.40817899,28,39.7142868,34.05612564,2,2,2,11.49634953,1.565,40.6
-153,1035,3490,0,0.39,35,39.125,2,2,male,2005,21.69664001,12,39.42856979,27.09650993,2,2,0,10.59810632,1.515,39.4
-154,1038,3790,1,-0.59,34,28,2,2,male,2004,18.49548531,17,42.57143021,28.78850174,2,2,0,11.15674196,1.46,33.8
-155,1042,3690,0,-0.09,33,43.6875,2,2,male,2004,26.70940208,12,36.57143021,25.43463326,2,2,0,11.24161533,1.435,37
-156,1045,3622,0,2.21,33,4.0625,4,2,male,2005,27.81588173,35,41,27.42505074,2,2,2,10.37907826,1.465,48.3
-157,1061,3500,0,-0.18,26,33,2,2,male,2005,20.3074131,21,38.57143021,22.0314846,2,2,0,9.659137577,1.445,57.3
-158,1063,4100,0,-0.34,35,27.125,2,2,male,2005,18.98160553,20,40.8571434,28,2,2,1,10.15183664,1.445,33.3
-159,1065,2620,1,2.27,32,17,4,2,female,2003,22.9481163,16,38.42856979,31.60848808,3,2,1,9.369039471,1.452,44
-160,1077,3360,0,-0.23,31,34.375,2,2,female,2003,26.42702484,10,38.42856979,33.89459229,3,2,2,10.73511294,1.485,36.6
-161,1078,3650,0,1.49,34,24,3,2,female,2003,24.38652611,8,40.1428566,35.13210297,3,2,0,11.34302989,1.46,46.7
-162,1079,3190,0,-1.07,36,10.0625,2,2,female,2005,21.30394936,10,40.1428566,28.44353104,3,2,1,9.538672142,1.345,26.3
-163,1086,2960,0,-0.23,33,25.3125,2,2,male,2005,20.79673004,8,40,35.94797897,3,2,1,10.16563997,1.415,32.7
-164,1095,3310,1,-0.73,33,12.0625,2,2,female,2004,18.30576897,12,37.57143021,29.48117638,1,2,0,10.40668492,1.46,32.8
-165,1105,3350,0,0.52,31,33.1875,2,2,male,2005,24.15093994,15,40.42856979,28.29294968,3,2,0,10.20933151,1.46,36.8
-166,1116,2850,1,1.01,34,89,3,2,male,2005,23.61275101,20,38.2857132,28,3,2,0,10.29968058,1.45,39.1
-167,1120,3680,1,-0.4,34,28,2,2,female,2004,20.390625,9,42.42856979,33.99589157,3,2,2,10.62297513,1.43,33.1
-168,1121,3220,0,-0.36,33,17.125,2,2,male,2003,25.72755432,12,38.2857132,26,2,2,1,11.03080082,1.55,39.2
-169,1129,3760,1,1.75,26,23.125,3,2,male,2003,25.47542572,10,41.42856979,30.6420269,2,2,2,11.70146019,1.485,46.2
-170,1133,2550,0,-0.76,32,35,2,2,male,2004,26.89232254,18,37.57143021,31.93155289,2,2,1,10.40645676,1.33,27.3
-171,1139,3350,0,1.46,31,37,3,2,female,2003,21.13252831,12,40.8571434,38.40930939,3,2,0,11.34576774,1.47,46.7
-172,1143,3680,0,-1.25,32,18,2,2,male,2004,17.00680351,21,37.7142868,26.87748146,3,2,1,10.59536847,1.435,30.5
-173,1146,2560,0,-1.52,28,1,2,2,female,2004,19.95728441,11,39.57143021,33.71115494,3,1,2,11.26625599,1.315,32.3
-174,1147,3460,0,0.05,33,26.3125,2,2,male,2005,19.81767654,13,40.1428566,26.73241997,3,2,1,10.35728953,1.37,31.5
-175,1152,3550,0,0.88,32,26.375,2,2,male,2005,24.42583656,19,38.57143021,24.7748127,3,2,0,10.5927447,1.53,43.5
-176,1166,3130,0,1.45,30,34,3,2,female,2003,29.58579826,3,39.1428566,31.27994537,3,2,1,11.22245038,1.465,46.4
-177,1173,1400,0,0.52,27,44.375,2,2,female,2003,30.25132179,0,30.8571434,20.98562622,1,2,0,11.48539813,1.475,41.1
-178,1175,3090,0,1.2,33,28.125,3,2,female,2004,24.16326531,8,40.7142868,30.56262779,3,2,0,11.24994296,1.45,36.3
-179,1177,3212,0,1.33,29,19,3,2,female,2003,22.64737701,9,40.7142868,31.55646896,3,2,1,11.62765229,1.58,51.3
-180,1182,3310,0,2.5,34,39.375,4,2,male,2004,28.76397133,30,39.57143021,29.23750877,2,2,0,11.04722793,1.425,51.6
-181,1188,3310,0,0.04,34,6.125,2,2,female,2004,20.62494469,10,36.42856979,28.005476,3,2,0,10.86926762,1.42,35.3
-182,1193,3960,0,-0.73,34,37.25,2,2,female,2004,29.71918678,15,39.7142868,30.43394852,2,2,1,10.66119097,1.355,28.7
-183,1194,2960,0,-0.32,34,12,2,2,female,2004,24.02380943,12.69999981,40.8571434,30.71321106,3,2,0,10.96783025,1.46,35.3
-184,1199,3140,1,0.44,29,34.3125,2,2,female,2003,20.44913673,30,40.57143021,27.1567421,2,2,1,10.19849418,1.52,41.4
-185,1208,3350,0,0.67,32,23.25,2,2,male,2004,23.42209053,8,41,30.10266876,2,2,0,10.58167922,1.375,33.8
-186,1214,3460,1,-1.47,31,13.125,2,2,female,2005,28.43531418,5,39.1428566,35.71526337,1,2,2,9.484029204,1.33,23.4
-187,1215,3820,0,0.84,28,24.25,2,2,male,2005,19.72318268,11,40.7142868,35.34839249,2,2,1,10.15731234,1.49,40.4
-188,1217,3640,0,-1.99,33,0,2,2,male,2004,22.4996376,15,38.7142868,30.02874756,3,2,0,10.51870865,1.495,27.6
-189,1227,3590,0,-1.24,32,43,2,2,female,2004,24.9107666,20,42,28.2546196,2,2,1,10.65309149,1.415,29.6
-190,1239,3770,0,-0.64,34,13.0625,2,2,female,2004,24.82883263,10,37.57143021,25.21013069,3,2,0,11.81930185,1.515,37.9
-191,1240,3040,0,-2.22,35,19,1,2,female,2004,30.25132179,12,39.57143021,27.69609833,2,2,0,10.77081907,1.316,25.9
-192,1244,3590,0,0.06,35,16.1875,2,2,female,2003,18.2898941,10,40.7142868,29.11704254,3,2,1,11.34576774,1.435,35.2
-193,1247,3400,1,-0.39,28,14.1875,2,2,male,2004,20.93663979,23,40.8571434,28.58589935,3,2,0,10.43680128,1.41,31.8
-194,1252,2820,0,-1.43,23,26.125,2,2,female,2004,19.23356056,15,39.2857132,22.82272339,2,2,0,10.34371435,1.325,24.4
-195,1260,3500,1,-0.92,31,29,2,2,female,2004,21.49489021,12,39.42856979,29.43463326,3,2,0,10.65845311,1.43,31.7
-196,1274,2930,0,0.47,33,6,2,2,female,2004,24.18745232,9,40.42856979,28.61875343,3,2,0,11.03080082,1.355,32.7
-197,1285,3080,0,1.93,35,8,3,2,female,2003,27.30448723,15,38.57143021,29.50581741,2,2,0,11.9835729,1.685,69.9
-198,1291,2800,0,1.05,31,23,3,2,female,2004,19.50685692,20,37.42856979,30.60095787,1,1,1,10.11362081,1.355,35.4
\ No newline at end of file
diff --git a/tests/testthat/data_files/GAMLSS/gamlss3.rda b/tests/testthat/data_files/GAMLSS/gamlss3.rda
deleted file mode 100644
index 0b2fa87d..00000000
Binary files a/tests/testthat/data_files/GAMLSS/gamlss3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/MEDIATION/UPBdata1.csv b/tests/testthat/data_files/MEDIATION/UPBdata1.csv
deleted file mode 100644
index d95a3670..00000000
--- a/tests/testthat/data_files/MEDIATION/UPBdata1.csv
+++ /dev/null
@@ -1,386 +0,0 @@
-"","att","attbin","attcat","negaff","initiator","gender","educ","age","UPB"
-"1",1.0005617251787,1,"M",0.840460963028066,"myself","F","M",41,1
-"2",-0.708588935066827,0,"L",-1.25746496925322,"both","M","M",42,0
-"3",-0.708588935066827,0,"L",-1.20225639208792,"both","F","H",43,0
-"4",0.606142342045117,1,"M",-0.374127734608467,"ex-partner","M","H",52,1
-"5",0.211722958911534,1,"M",1.94463250633401,"ex-partner","M","M",32,1
-"6",2.05234674686826,1,"H",-0.815796351930843,"ex-partner","M","H",47,0
-"7",-0.314169551933244,0,"L",-0.429336311773764,"ex-partner","F","M",52,1
-"8",0.343196086622728,1,"M",-1.25746496925322,"myself","M","H",54,0
-"9",-1.10300831820041,0,"L",-0.705379197600249,"myself","F","H",59,0
-"10",-0.051223296510855,0,"M",-0.926213506261437,"ex-partner","M","M",44,0
-"11",-0.708588935066827,0,"L",0.674835231532175,"myself","F","H",32,1
-"12",-0.051223296510855,0,"M",0.840460963028066,"ex-partner","F","M",51,1
-"13",-0.182696424222049,0,"L",-0.0428762716166852,"ex-partner","F","H",48,0
-"14",1.0005617251787,1,"M",2.33109254649108,"both","F","H",39,1
-"15",0.474669214333923,1,"M",-0.705379197600249,"both","F","M",33,0
-"16",-0.051223296510855,0,"M",0.343583768540394,"both","M","H",52,0
-"17",-1.3659545736228,0,"L",-0.208502003112576,"ex-partner","M","M",34,0
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-"19",0.737615469756312,1,"M",-0.429336311773764,"myself","F","M",39,0
-"20",0.474669214333923,1,"M",0.122749459879206,"ex-partner","M","M",51,1
-"21",0.737615469756312,1,"M",-0.374127734608467,"myself","F","H",28,1
-"22",-0.708588935066827,0,"L",0.840460963028066,"myself","M","M",37,1
-"23",0.343196086622728,1,"M",-0.153293425947279,"myself","F","M",29,0
-"24",0.737615469756312,1,"M",-1.25746496925322,"both","F","H",42,1
-"25",-1.3659545736228,0,"L",-1.09183923775733,"ex-partner","F","M",40,0
-"26",-1.3659545736228,0,"L",-0.208502003112576,"myself","F","H",47,0
-"27",-0.577115807355633,0,"L",-0.484544888939061,"myself","F","M",55,0
-"28",1.1320348528899,1,"M",0.619626654366878,"ex-partner","F","H",42,0
-"29",-1.3659545736228,0,"L",-0.815796351930843,"both","M","H",26,0
-"30",1.78940049144587,1,"H",-1.09183923775733,"ex-partner","F","M",34,0
-"31",-0.314169551933244,0,"L",-0.926213506261437,"myself","F","H",25,0
-"32",-1.3659545736228,0,"L",-1.20225639208792,"both","F","M",62,0
-"33",-0.445642679644438,0,"L",-0.87100492909614,"myself","M","H",62,0
-"34",-1.3659545736228,0,"L",-0.705379197600249,"myself","F","H",33,0
-"35",-0.051223296510855,0,"M",0.895669540193363,"myself","F","M",35,1
-"36",0.0802498312003395,1,"M",1.72379819767282,"ex-partner","F","M",38,0
-"37",1.0005617251787,1,"M",-0.153293425947279,"myself","F","M",42,1
-"38",-0.182696424222049,0,"L",-0.815796351930843,"myself","F","M",55,1
-"39",-0.840062062778022,0,"L",-0.0428762716166852,"myself","F","L",51,0
-"41",-0.708588935066827,0,"L",0.509209500036284,"myself","M","H",43,1
-"42",0.211722958911534,1,"M",0.0675408827139087,"ex-partner","F","H",40,1
-"43",1.0005617251787,1,"M",1.83421535200341,"ex-partner","F","H",61,0
-"44",-0.182696424222049,0,"L",1.50296388901163,"myself","F","H",46,1
-"45",0.869088597467506,1,"M",1.55817246617693,"ex-partner","M","M",47,1
-"46",-1.3659545736228,0,"L",0.840460963028066,"myself","F","M",51,0
-"47",-1.3659545736228,0,"L",0.0123323055486118,"myself","F","H",41,0
-"48",-0.971535190489216,0,"L",-1.03663066059203,"ex-partner","M","H",61,0
-"49",1.1320348528899,1,"M",0.0675408827139087,"myself","F","H",34,0
-"50",-0.708588935066827,0,"L",-0.484544888939061,"myself","F","M",54,1
-"51",-0.051223296510855,0,"M",1.88942392916871,"myself","F","H",42,1
-"52",-0.182696424222049,0,"L",-0.926213506261437,"myself","F","H",48,1
-"53",-0.971535190489216,0,"L",-0.0428762716166852,"both","M","H",59,0
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-"60",1.1320348528899,1,"M",0.288375191375097,"ex-partner","F","H",41,1
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-"69",0.343196086622728,1,"M",-0.153293425947279,"myself","F","M",23,1
-"70",0.474669214333923,1,"M",0.343583768540394,"ex-partner","M","M",47,1
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-"73",0.606142342045117,1,"M",-0.705379197600249,"myself","F","M",35,0
-"74",-1.3659545736228,0,"L",-1.20225639208792,"myself","M","M",30,0
-"75",1.1320348528899,1,"M",1.11650384885455,"ex-partner","F","H",31,1
-"76",1.1320348528899,1,"M",-0.760587774765546,"both","F","M",41,0
-"77",-0.708588935066827,0,"L",2.38630112365638,"ex-partner","M","H",43,1
-"78",1.1320348528899,1,"M",-0.263710580277873,"myself","M","H",44,0
-"79",1.1320348528899,1,"M",1.50296388901163,"myself","F","M",46,0
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-"81",-1.3659545736228,0,"L",-0.926213506261437,"both","M","M",42,0
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-"83",-1.3659545736228,0,"L",0.840460963028066,"myself","F","M",41,0
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-"88",-0.182696424222049,0,"L",0.619626654366878,"ex-partner","M","H",55,0
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-"91",-1.3659545736228,0,"L",-0.926213506261437,"myself","F","M",43,0
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-"95",-1.3659545736228,0,"L",-0.926213506261437,"ex-partner","F","H",39,0
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-"99",0.737615469756312,1,"M",0.454000922870987,"ex-partner","M","H",37,1
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-"101",0.606142342045117,1,"M",-0.0428762716166852,"myself","F","H",27,0
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-"104",-0.051223296510855,0,"M",-0.374127734608467,"both","M","H",33,0
-"105",0.474669214333923,1,"M",0.177958037044503,"ex-partner","M","M",47,1
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-"108",-0.971535190489216,0,"L",-1.36788212358381,"myself","F","H",42,0
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-"111",-1.3659545736228,0,"L",0.122749459879206,"myself","F","M",47,0
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diff --git a/tests/testthat/data_files/MEDIATION/UPBdata2.csv b/tests/testthat/data_files/MEDIATION/UPBdata2.csv
deleted file mode 100644
index 84a815cc..00000000
--- a/tests/testthat/data_files/MEDIATION/UPBdata2.csv
+++ /dev/null
@@ -1,360 +0,0 @@
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diff --git a/tests/testthat/data_files/MEDIATION/UPBdata3.csv b/tests/testthat/data_files/MEDIATION/UPBdata3.csv
deleted file mode 100644
index c4c4b23b..00000000
--- a/tests/testthat/data_files/MEDIATION/UPBdata3.csv
+++ /dev/null
@@ -1,383 +0,0 @@
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diff --git a/tests/testthat/data_files/MEDIATION/framing.csv b/tests/testthat/data_files/MEDIATION/framing.csv
deleted file mode 100644
index 4a87497f..00000000
--- a/tests/testthat/data_files/MEDIATION/framing.csv
+++ /dev/null
@@ -1,266 +0,0 @@
-"","cond","anx","age","educ","gender","income","emo","p_harm","tone","eth","treat","english","immigr","anti_info","cong_mesg"
-"1","3","a little anxious",45,"high school","male",13,7,6,0,1,0,"Oppose",4,0,1
-"2","4","somewhat anxious",73,"bachelor's degree or higher","male",16,6,3,0,0,0,"Favor",3,0,0
-"3","2","a little anxious",53,"some college","female",3,8,7,1,0,0,"Strongly Oppose",3,0,0
-"4","1","not anxious at all",45,"high school","male",14,9,8,1,1,1,"Strongly Oppose",4,0,1
-"5","3","somewhat anxious",55,"some college","female",12,5,5,0,1,0,"Strongly Oppose",2,0,0
-"6","1","a little anxious",85,"high school","female",3,5,6,1,1,1,"Strongly Oppose",4,0,0
-"7","1","a little anxious",58,"high school","female",10,10,8,1,1,1,"Oppose",4,0,0
-"8","2","a little anxious",53,"some college","male",9,8,7,1,0,0,"Favor",4,1,1
-"9","1","a little anxious",52,"some college","female",14,8,5,1,1,1,"Strongly Oppose",3,0,0
-"10","4","very anxious",42,"some college","male",15,3,2,0,0,0,"Oppose",2,0,0
-"11","4","a little anxious",38,"bachelor's degree or higher","female",9,11,8,0,0,0,"Strongly Oppose",4,1,1
-"12","4","very anxious",38,"high school","male",6,9,8,0,0,0,"Strongly Oppose",4,1,1
-"13","4","a little anxious",26,"bachelor's degree or higher","female",10,8,6,0,0,0,"Oppose",3,0,1
-"14","1","not anxious at all",52,"some college","male",11,10,8,1,1,1,"Strongly Oppose",4,0,1
-"15","1","very anxious",48,"some college","male",19,3,3,1,1,1,"Oppose",2,0,0
-"16","2","not anxious at all",62,"high school","female",10,12,8,1,0,0,"Strongly Oppose",4,1,1
-"17","1","not anxious at all",41,"less than high school","female",7,9,8,1,1,1,"Oppose",4,0,0
-"18","3","somewhat anxious",54,"high school","male",11,6,6,0,1,0,"Strongly Oppose",4,0,0
-"19","1","a little anxious",69,"high school","female",9,8,7,1,1,1,"Strongly Oppose",4,0,0
-"20","1","somewhat anxious",71,"less than high school","male",6,6,6,1,1,1,"Strongly Oppose",1,0,0
-"21","3","somewhat anxious",62,"some college","male",14,4,5,0,1,0,"Oppose",2,0,0
-"22","2","very anxious",41,"some college","male",13,3,6,1,0,0,"Strongly Oppose",3,0,0
-"23","3","a little anxious",60,"high school","female",11,7,7,0,1,0,"Strongly Oppose",4,0,1
-"24","4","somewhat anxious",62,"some college","male",17,6,8,0,0,0,"Oppose",4,0,1
-"25","4","somewhat anxious",31,"bachelor's degree or higher","male",13,7,5,0,0,0,"Strongly Oppose",4,0,0
-"26","3","somewhat anxious",50,"some college","female",13,4,2,0,1,0,"Strongly Oppose",2,0,0
-"27","3","a little anxious",48,"high school","male",7,9,5,0,1,0,"Strongly Oppose",4,0,1
-"28","2","somewhat anxious",29,"some college","male",10,6,4,1,0,0,"Strongly Favor",2,0,0
-"29","3","a little anxious",64,"high school","female",5,9,5,0,1,0,"Oppose",4,0,0
-"30","3","very anxious",65,"high school","female",12,4,6,0,1,0,"Strongly Oppose",4,0,1
-"31","4","not anxious at all",66,"less than high school","female",4,12,8,0,0,0,"Oppose",4,0,0
-"32","1","not anxious at all",68,"high school","female",9,11,8,1,1,1,"Strongly Oppose",4,0,1
-"33","4","somewhat anxious",43,"high school","female",15,6,6,0,0,0,"Favor",3,0,0
-"34","3","a little anxious",57,"bachelor's degree or higher","female",12,7,5,0,1,0,"Oppose",3,0,0
-"35","3","somewhat anxious",41,"high school","male",11,9,4,0,1,0,"Strongly Oppose",4,0,0
-"36","2","somewhat anxious",85,"bachelor's degree or higher","male",13,7,7,1,0,0,"Strongly Oppose",3,0,1
-"37","4","a little anxious",70,"bachelor's degree or higher","male",15,8,8,0,0,0,"Strongly Oppose",4,0,1
-"38","3","a little anxious",65,"bachelor's degree or higher","male",14,8,6,0,1,0,"Strongly Oppose",4,0,0
-"39","2","a little anxious",67,"less than high school","female",11,11,8,1,0,0,"Strongly Oppose",4,1,1
-"40","1","a little anxious",68,"some college","female",9,6,5,1,1,1,"Favor",2,0,0
-"41","2","somewhat anxious",64,"some college","male",13,5,5,1,0,0,"Strongly Oppose",2,0,0
-"42","1","a little anxious",37,"some college","male",13,10,8,1,1,1,"Strongly Oppose",4,0,1
-"43","3","not anxious at all",45,"high school","female",7,10,7,0,1,0,"Strongly Oppose",4,0,0
-"44","3","a little anxious",81,"less than high school","female",14,9,7,0,1,0,"Oppose",4,0,1
-"45","2","somewhat anxious",51,"high school","female",10,6,6,1,0,0,"Strongly Oppose",3,0,0
-"46","1","a little anxious",53,"some college","male",12,10,8,1,1,1,"Strongly Oppose",4,0,1
-"47","4","somewhat anxious",62,"high school","female",9,6,5,0,0,0,"Strongly Oppose",4,0,0
-"48","2","a little anxious",42,"less than high school","male",8,9,8,1,0,0,"Oppose",4,0,1
-"49","1","a little anxious",71,"some college","female",12,8,8,1,1,1,"Strongly Oppose",4,0,0
-"50","1","a little anxious",56,"high school","male",11,11,8,1,1,1,"Strongly Oppose",4,0,1
-"51","1","a little anxious",67,"less than high school","female",8,10,5,1,1,1,"Oppose",4,0,1
-"52","4","a little anxious",77,"some college","female",6,7,6,0,0,0,"Strongly Oppose",2,1,0
-"53","1","not anxious at all",24,"some college","female",15,11,7,1,1,1,"Strongly Oppose",4,1,1
-"54","4","a little anxious",42,"high school","male",3,7,5,0,0,0,"Oppose",2,0,0
-"55","3","very anxious",25,"bachelor's degree or higher","female",11,3,4,0,1,0,"Oppose",2,0,0
-"56","1","a little anxious",60,"high school","female",12,8,6,1,1,1,"Oppose",4,0,0
-"57","1","somewhat anxious",43,"some college","male",14,10,8,1,1,1,"Strongly Oppose",1,0,1
-"58","1","a little anxious",60,"some college","male",6,9,6,1,1,1,"Strongly Oppose",3,0,0
-"59","4","not anxious at all",31,"high school","male",11,11,7,0,0,0,"Strongly Oppose",4,1,0
-"60","2","somewhat anxious",47,"some college","female",13,7,6,1,0,0,"Favor",3,0,0
-"61","1","very anxious",32,"bachelor's degree or higher","female",10,3,2,1,1,1,"Favor",2,0,0
-"62","2","somewhat anxious",66,"some college","male",8,8,7,1,0,0,"Strongly Oppose",3,0,0
-"63","2","very anxious",44,"high school","female",15,6,8,1,0,0,"Strongly Oppose",4,0,0
-"64","2","somewhat anxious",46,"high school","male",17,6,4,1,0,0,"Strongly Oppose",3,0,0
-"65","4","very anxious",41,"high school","female",10,3,3,0,0,0,"Strongly Oppose",2,0,0
-"66","2","a little anxious",75,"high school","female",9,7,4,1,0,0,"Strongly Oppose",3,0,0
-"67","1","not anxious at all",53,"bachelor's degree or higher","male",10,12,8,1,1,1,"Strongly Oppose",4,0,1
-"68","3","very anxious",60,"bachelor's degree or higher","male",12,3,4,0,1,0,"Favor",2,0,0
-"69","3","very anxious",75,"high school","female",2,4,6,0,1,0,"Favor",2,0,0
-"70","2","not anxious at all",45,"high school","male",9,12,8,1,0,0,"Strongly Oppose",4,0,0
-"71","2","not anxious at all",69,"less than high school","female",5,12,8,1,0,0,"Strongly Oppose",4,0,1
-"72","4","somewhat anxious",67,"high school","female",15,6,4,0,0,0,"Strongly Oppose",3,0,0
-"73","4","somewhat anxious",20,"high school","male",9,5,5,0,0,0,"Oppose",2,0,0
-"74","1","somewhat anxious",43,"bachelor's degree or higher","male",16,6,4,1,1,1,"Strongly Oppose",2,0,0
-"75","4","a little anxious",32,"some college","male",10,9,8,0,0,0,"Strongly Oppose",4,0,0
-"76","3","somewhat anxious",39,"high school","male",12,5,4,0,1,0,"Favor",3,0,0
-"77","3","very anxious",53,"bachelor's degree or higher","female",13,4,3,0,1,0,"Favor",2,0,0
-"78","2","not anxious at all",57,"some college","female",2,12,8,1,0,0,"Strongly Oppose",4,1,0
-"79","4","a little anxious",62,"high school","female",7,8,7,0,0,0,"Strongly Oppose",3,1,1
-"80","2","a little anxious",69,"high school","female",7,9,8,1,0,0,"Strongly Oppose",4,0,0
-"81","2","somewhat anxious",44,"high school","female",13,7,6,1,0,0,"Oppose",4,0,0
-"82","1","not anxious at all",57,"high school","male",11,12,8,1,1,1,"Strongly Oppose",4,0,0
-"83","4","a little anxious",27,"some college","female",15,7,4,0,0,0,"Strongly Oppose",2,0,0
-"84","3","somewhat anxious",82,"bachelor's degree or higher","female",17,7,5,0,1,0,"Oppose",2,0,0
-"85","4","somewhat anxious",84,"high school","male",12,6,6,0,0,0,"Strongly Oppose",3,1,1
-"86","3","somewhat anxious",54,"some college","female",13,5,6,0,1,0,"Oppose",2,0,0
-"87","2","very anxious",36,"less than high school","male",11,4,6,1,0,0,"Oppose",4,0,0
-"88","1","not anxious at all",47,"some college","male",13,12,8,1,1,1,"Strongly Oppose",4,1,1
-"89","1","very anxious",28,"bachelor's degree or higher","female",12,3,6,1,1,1,"Strongly Oppose",4,0,0
-"90","2","very anxious",42,"high school","female",14,4,8,1,0,0,"Strongly Oppose",4,0,1
-"91","3","very anxious",60,"high school","male",6,7,8,0,1,0,"Strongly Oppose",4,0,0
-"92","1","very anxious",55,"bachelor's degree or higher","male",15,3,4,1,1,1,"Strongly Oppose",3,0,0
-"93","2","a little anxious",55,"high school","female",6,9,7,1,0,0,"Strongly Oppose",4,0,0
-"94","4","not anxious at all",61,"some college","male",12,12,8,0,0,0,"Strongly Oppose",4,1,1
-"95","3","somewhat anxious",84,"high school","female",11,5,2,0,1,0,"Favor",2,0,0
-"96","4","not anxious at all",45,"high school","female",3,10,8,0,0,0,"Oppose",1,0,1
-"97","1","a little anxious",67,"some college","male",7,8,8,1,1,1,"Oppose",3,0,0
-"98","2","not anxious at all",24,"some college","male",12,11,8,1,0,0,"Strongly Oppose",4,0,0
-"99","2","not anxious at all",64,"less than high school","male",11,10,7,1,0,0,"Strongly Oppose",4,1,1
-"100","1","a little anxious",72,"high school","female",7,10,3,1,1,1,"Strongly Oppose",4,0,0
-"101","2","not anxious at all",40,"high school","female",4,12,8,1,0,0,"Strongly Favor",1,0,1
-"102","4","not anxious at all",35,"bachelor's degree or higher","female",11,9,8,0,0,0,"Strongly Oppose",4,1,1
-"103","1","not anxious at all",69,"high school","female",8,12,8,1,1,1,"Oppose",4,0,1
-"104","1","a little anxious",30,"less than high school","female",6,11,7,1,1,1,"Oppose",4,0,0
-"105","2","a little anxious",45,"high school","female",7,8,8,1,0,0,"Strongly Oppose",3,0,0
-"106","4","very anxious",35,"some college","male",9,3,4,0,0,0,"Oppose",2,0,0
-"107","4","not anxious at all",47,"high school","male",11,10,8,0,0,0,"Oppose",3,1,1
-"108","4","a little anxious",53,"some college","male",11,5,4,0,0,0,"Strongly Oppose",2,0,0
-"109","3","a little anxious",75,"high school","male",4,9,6,0,1,0,"Oppose",2,0,0
-"110","1","somewhat anxious",70,"high school","female",13,8,6,1,1,1,"Favor",3,0,0
-"111","1","somewhat anxious",56,"high school","female",8,7,8,1,1,1,"Strongly Oppose",4,0,1
-"112","3","a little anxious",70,"less than high school","female",7,8,8,0,1,0,"Strongly Oppose",3,0,0
-"113","4","somewhat anxious",35,"bachelor's degree or higher","male",11,4,3,0,0,0,"Strongly Oppose",2,0,0
-"114","1","not anxious at all",54,"bachelor's degree or higher","female",11,12,6,1,1,1,"Strongly Oppose",4,0,0
-"115","2","somewhat anxious",76,"bachelor's degree or higher","male",12,5,6,1,0,0,"Strongly Oppose",2,0,0
-"116","1","a little anxious",65,"high school","female",13,9,6,1,1,1,"Strongly Oppose",4,1,1
-"117","2","somewhat anxious",22,"high school","male",12,5,4,1,0,0,"Oppose",2,0,0
-"118","3","somewhat anxious",28,"high school","male",13,8,8,0,1,0,"Strongly Oppose",4,0,1
-"119","4","very anxious",26,"bachelor's degree or higher","male",11,3,5,0,0,0,"Favor",3,0,0
-"120","1","somewhat anxious",67,"high school","male",13,5,6,1,1,1,"Strongly Oppose",4,0,0
-"121","4","very anxious",58,"high school","male",13,5,4,0,0,0,"Strongly Oppose",3,0,1
-"122","3","somewhat anxious",34,"some college","female",16,6,3,0,1,0,"Strongly Oppose",3,0,0
-"123","2","very anxious",29,"bachelor's degree or higher","female",1,5,6,1,0,0,"Oppose",2,0,0
-"124","3","a little anxious",61,"less than high school","male",13,10,6,0,1,0,"Oppose",4,0,1
-"125","4","not anxious at all",58,"some college","female",6,11,8,0,0,0,"Strongly Oppose",4,0,0
-"126","1","very anxious",46,"some college","female",10,5,4,1,1,1,"Oppose",2,0,0
-"127","3","not anxious at all",73,"less than high school","female",6,8,6,0,1,0,"Strongly Oppose",4,0,1
-"128","4","very anxious",23,"bachelor's degree or higher","male",1,3,3,0,0,0,"Strongly Oppose",1,0,0
-"129","3","very anxious",19,"high school","male",15,4,6,0,1,0,"Strongly Oppose",3,0,0
-"130","2","somewhat anxious",35,"some college","male",8,4,4,1,0,0,"Strongly Oppose",2,0,0
-"131","2","very anxious",29,"bachelor's degree or higher","male",19,4,5,1,0,0,"Strongly Oppose",3,0,0
-"132","2","very anxious",53,"bachelor's degree or higher","male",8,3,3,1,0,0,"Strongly Oppose",3,0,0
-"133","3","a little anxious",72,"bachelor's degree or higher","male",12,7,6,0,1,0,"Oppose",3,0,1
-"134","3","somewhat anxious",36,"bachelor's degree or higher","male",14,5,4,0,1,0,"Favor",1,0,0
-"135","1","not anxious at all",26,"less than high school","male",5,11,8,1,1,1,"Strongly Oppose",3,0,0
-"136","2","a little anxious",46,"bachelor's degree or higher","female",13,7,8,1,0,0,"Strongly Oppose",4,0,1
-"137","3","a little anxious",31,"high school","male",6,9,8,0,1,0,"Strongly Oppose",4,0,0
-"138","2","a little anxious",70,"high school","female",1,8,7,1,0,0,"Strongly Oppose",4,0,0
-"139","4","a little anxious",65,"bachelor's degree or higher","male",13,7,6,0,0,0,"Strongly Oppose",3,0,1
-"140","4","very anxious",69,"less than high school","female",1,4,4,0,0,0,"Oppose",2,0,0
-"141","4","very anxious",72,"bachelor's degree or higher","male",11,4,4,0,0,0,"Oppose",2,0,0
-"142","1","not anxious at all",71,"less than high school","female",13,12,8,1,1,1,"Strongly Oppose",4,1,1
-"143","2","very anxious",62,"some college","male",12,4,6,1,0,0,"Oppose",3,0,0
-"144","3","a little anxious",37,"bachelor's degree or higher","male",13,7,5,0,1,0,"Oppose",3,0,0
-"145","2","very anxious",36,"high school","female",5,3,6,1,0,0,"Oppose",3,0,0
-"146","4","somewhat anxious",47,"some college","female",9,4,4,0,0,0,"Favor",3,0,0
-"147","3","somewhat anxious",47,"bachelor's degree or higher","male",16,5,4,0,1,0,"Oppose",3,0,0
-"148","1","very anxious",28,"bachelor's degree or higher","male",4,3,3,1,1,1,"Oppose",3,0,0
-"149","2","somewhat anxious",34,"bachelor's degree or higher","female",11,5,6,1,0,0,"Oppose",2,0,0
-"150","2","very anxious",69,"bachelor's degree or higher","male",10,3,4,1,0,0,"Favor",2,0,0
-"151","3","a little anxious",47,"high school","male",12,10,8,0,1,0,"Oppose",3,0,1
-"152","1","not anxious at all",73,"high school","male",11,11,8,1,1,1,"Strongly Oppose",4,0,1
-"153","3","very anxious",63,"high school","female",10,3,3,0,1,0,"Strongly Oppose",2,0,0
-"154","2","somewhat anxious",33,"less than high school","male",1,7,4,1,0,0,"Strongly Oppose",2,0,0
-"155","1","somewhat anxious",42,"high school","female",6,7,4,1,1,1,"Oppose",2,0,0
-"156","3","somewhat anxious",43,"high school","female",7,5,6,0,1,0,"Strongly Oppose",4,1,1
-"157","4","very anxious",50,"bachelor's degree or higher","female",16,3,4,0,0,0,"Oppose",2,0,0
-"158","2","somewhat anxious",56,"bachelor's degree or higher","male",10,6,7,1,0,0,"Strongly Oppose",3,0,1
-"159","3","somewhat anxious",28,"some college","female",11,6,6,0,1,0,"Strongly Oppose",2,0,0
-"160","1","somewhat anxious",44,"some college","female",13,8,8,1,1,1,"Oppose",4,0,0
-"161","3","somewhat anxious",38,"bachelor's degree or higher","female",9,5,6,0,1,0,"Oppose",1,0,0
-"162","1","not anxious at all",34,"bachelor's degree or higher","female",14,11,7,1,1,1,"Strongly Oppose",2,0,0
-"163","2","very anxious",56,"some college","male",16,3,3,1,0,0,"Strongly Oppose",2,0,0
-"164","3","somewhat anxious",47,"bachelor's degree or higher","male",11,4,6,0,1,0,"Oppose",2,0,0
-"165","4","somewhat anxious",42,"bachelor's degree or higher","male",7,7,6,0,0,0,"Strongly Oppose",4,0,1
-"166","3","somewhat anxious",53,"some college","female",16,4,5,0,1,0,"Strongly Oppose",2,0,0
-"167","3","very anxious",38,"bachelor's degree or higher","female",11,4,4,0,1,0,"Strongly Favor",1,0,0
-"168","2","somewhat anxious",50,"bachelor's degree or higher","female",11,6,4,1,0,0,"Favor",3,0,0
-"169","3","a little anxious",21,"high school","male",15,8,7,0,1,0,"Strongly Oppose",3,0,1
-"170","4","somewhat anxious",25,"some college","male",18,5,6,0,0,0,"Strongly Oppose",3,0,0
-"171","3","very anxious",58,"high school","female",16,5,8,0,1,0,"Oppose",4,0,1
-"172","4","somewhat anxious",39,"some college","male",10,5,7,0,0,0,"Strongly Oppose",3,1,0
-"173","4","not anxious at all",26,"some college","female",7,12,8,0,0,0,"Strongly Oppose",4,0,0
-"174","4","somewhat anxious",61,"some college","female",8,8,6,0,0,0,"Strongly Oppose",4,0,1
-"175","1","somewhat anxious",29,"some college","female",11,5,4,1,1,1,"Oppose",1,0,0
-"176","3","not anxious at all",39,"some college","female",12,12,7,0,1,0,"Strongly Oppose",4,0,1
-"177","2","somewhat anxious",40,"bachelor's degree or higher","male",11,7,6,1,0,0,"Strongly Oppose",4,0,1
-"178","1","somewhat anxious",30,"bachelor's degree or higher","female",11,4,4,1,1,1,"Strongly Favor",2,0,0
-"179","2","very anxious",64,"bachelor's degree or higher","female",10,3,5,1,0,0,"Oppose",1,0,0
-"180","2","a little anxious",50,"less than high school","male",5,10,7,1,0,0,"Strongly Oppose",3,0,1
-"181","2","somewhat anxious",33,"bachelor's degree or higher","female",12,9,8,1,0,0,"Strongly Oppose",4,0,0
-"182","3","somewhat anxious",35,"high school","male",9,6,6,0,1,0,"Oppose",4,0,1
-"183","1","somewhat anxious",26,"bachelor's degree or higher","female",16,6,5,1,1,1,"Oppose",3,0,0
-"184","1","not anxious at all",44,"some college","male",16,10,8,1,1,1,"Strongly Oppose",4,0,0
-"185","1","somewhat anxious",44,"some college","male",13,6,6,1,1,1,"Oppose",4,0,1
-"186","1","not anxious at all",25,"some college","male",11,12,8,1,1,1,"Strongly Oppose",4,1,1
-"187","3","very anxious",44,"bachelor's degree or higher","male",17,3,4,0,1,0,"Oppose",1,0,0
-"188","2","a little anxious",51,"bachelor's degree or higher","female",17,9,8,1,0,0,"Strongly Oppose",4,1,1
-"189","2","very anxious",62,"bachelor's degree or higher","female",14,5,6,1,0,0,"Strongly Oppose",3,0,0
-"190","4","very anxious",55,"bachelor's degree or higher","female",18,3,8,0,0,0,"Strongly Oppose",4,0,1
-"191","3","somewhat anxious",43,"bachelor's degree or higher","male",13,5,6,0,1,0,"Strongly Oppose",3,0,1
-"192","4","very anxious",53,"bachelor's degree or higher","male",12,3,3,0,0,0,"Strongly Oppose",3,1,1
-"193","3","a little anxious",49,"some college","female",10,6,4,0,1,0,"Oppose",3,0,1
-"194","3","somewhat anxious",34,"some college","male",11,5,4,0,1,0,"Favor",2,0,0
-"195","4","not anxious at all",36,"high school","male",11,9,7,0,0,0,"Strongly Oppose",4,0,0
-"196","2","very anxious",31,"bachelor's degree or higher","male",11,3,3,1,0,0,"Strongly Oppose",3,0,1
-"197","4","somewhat anxious",57,"bachelor's degree or higher","female",15,5,5,0,0,0,"Strongly Oppose",2,0,0
-"198","2","somewhat anxious",18,"less than high school","female",16,6,6,1,0,0,"Oppose",1,0,0
-"199","3","somewhat anxious",37,"bachelor's degree or higher","female",12,5,6,0,1,0,"Strongly Oppose",3,0,0
-"200","3","very anxious",63,"bachelor's degree or higher","male",16,3,4,0,1,0,"Strongly Oppose",1,0,0
-"201","2","a little anxious",48,"bachelor's degree or higher","female",16,8,8,1,0,0,"Oppose",3,0,0
-"202","4","not anxious at all",32,"high school","male",13,12,8,0,0,0,"Strongly Oppose",4,0,1
-"203","2","a little anxious",28,"some college","female",9,7,5,1,0,0,"Oppose",2,0,0
-"204","4","somewhat anxious",45,"high school","female",13,6,5,0,0,0,"Favor",3,0,0
-"205","1","a little anxious",59,"some college","male",13,7,8,1,1,1,"Oppose",4,1,1
-"206","4","not anxious at all",82,"high school","female",10,11,8,0,0,0,"Strongly Oppose",3,1,0
-"207","2","very anxious",62,"bachelor's degree or higher","female",2,4,4,1,0,0,"Favor",2,0,0
-"208","1","very anxious",35,"bachelor's degree or higher","female",19,4,5,1,1,1,"Oppose",3,0,0
-"209","4","very anxious",47,"some college","female",15,4,5,0,0,0,"Oppose",1,0,1
-"210","3","not anxious at all",65,"some college","male",15,11,8,0,1,0,"Strongly Oppose",2,0,0
-"211","1","a little anxious",62,"high school","male",13,8,8,1,1,1,"Strongly Oppose",4,0,0
-"212","4","a little anxious",59,"bachelor's degree or higher","female",18,7,7,0,0,0,"Strongly Oppose",4,0,1
-"213","4","somewhat anxious",51,"bachelor's degree or higher","female",9,6,6,0,0,0,"Oppose",2,0,0
-"214","1","somewhat anxious",33,"high school","female",12,8,6,1,1,1,"Strongly Oppose",4,0,0
-"215","1","a little anxious",27,"some college","female",8,9,6,1,1,1,"Oppose",3,0,0
-"216","2","somewhat anxious",54,"bachelor's degree or higher","female",10,5,3,1,0,0,"Strongly Oppose",2,1,0
-"217","3","very anxious",58,"bachelor's degree or higher","male",5,3,2,0,1,0,"Favor",1,0,0
-"218","2","very anxious",20,"some college","male",3,3,3,1,0,0,"Strongly Favor",2,0,0
-"219","3","very anxious",47,"bachelor's degree or higher","male",5,3,3,0,1,0,"Oppose",3,0,0
-"220","2","a little anxious",29,"high school","male",12,10,7,1,0,0,"Oppose",4,1,1
-"221","3","not anxious at all",54,"high school","female",4,12,8,0,1,0,"Strongly Oppose",4,0,0
-"222","1","a little anxious",24,"bachelor's degree or higher","female",7,7,6,1,1,1,"Oppose",3,0,0
-"223","2","not anxious at all",47,"high school","female",10,12,8,1,0,0,"Strongly Oppose",4,1,1
-"224","3","a little anxious",25,"some college","female",11,7,3,0,1,0,"Oppose",2,0,0
-"225","4","somewhat anxious",28,"high school","male",10,5,6,0,0,0,"Oppose",3,0,0
-"226","2","somewhat anxious",57,"bachelor's degree or higher","male",16,7,6,1,0,0,"Strongly Favor",3,0,1
-"227","4","a little anxious",26,"high school","male",8,10,6,0,0,0,"Strongly Oppose",4,0,0
-"228","1","a little anxious",43,"high school","male",7,7,7,1,1,1,"Strongly Favor",3,0,1
-"229","4","somewhat anxious",35,"high school","male",12,6,6,0,0,0,"Strongly Oppose",4,0,1
-"230","4","a little anxious",29,"bachelor's degree or higher","female",11,7,5,0,0,0,"Oppose",2,0,0
-"231","2","very anxious",26,"some college","female",14,5,4,1,0,0,"Oppose",3,0,0
-"232","3","not anxious at all",18,"high school","female",15,12,8,0,1,0,"Strongly Oppose",4,0,0
-"233","4","very anxious",60,"bachelor's degree or higher","female",12,3,2,0,0,0,"Oppose",1,0,0
-"234","4","very anxious",42,"bachelor's degree or higher","female",15,3,3,0,0,0,"Strongly Oppose",2,0,0
-"235","1","a little anxious",29,"high school","female",15,10,8,1,1,1,"Strongly Oppose",4,0,1
-"236","3","somewhat anxious",57,"bachelor's degree or higher","female",10,5,4,0,1,0,"Favor",1,0,0
-"237","2","not anxious at all",53,"high school","female",14,10,8,1,0,0,"Strongly Oppose",4,0,1
-"238","3","very anxious",27,"some college","male",6,3,6,0,1,0,"Strongly Oppose",3,0,0
-"239","1","a little anxious",25,"bachelor's degree or higher","male",8,9,7,1,1,1,"Strongly Oppose",4,0,1
-"240","3","somewhat anxious",37,"some college","female",7,7,4,0,1,0,"Strongly Oppose",2,0,0
-"241","1","a little anxious",25,"some college","female",12,7,7,1,1,1,"Oppose",3,0,1
-"242","1","very anxious",38,"bachelor's degree or higher","female",13,4,3,1,1,1,"Strongly Oppose",3,0,0
-"243","1","somewhat anxious",39,"bachelor's degree or higher","female",15,5,5,1,1,1,"Strongly Oppose",3,0,0
-"244","1","somewhat anxious",26,"some college","male",7,7,6,1,1,1,"Strongly Oppose",4,0,1
-"245","4","very anxious",45,"bachelor's degree or higher","female",18,5,3,0,0,0,"Strongly Oppose",3,0,0
-"246","2","somewhat anxious",27,"some college","male",13,5,7,1,0,0,"Favor",4,0,0
-"247","3","very anxious",46,"high school","male",12,3,5,0,1,0,"Oppose",2,0,0
-"248","1","somewhat anxious",62,"high school","male",3,5,2,1,1,1,"Strongly Oppose",3,0,0
-"249","3","somewhat anxious",44,"high school","female",12,6,5,0,1,0,"Oppose",2,0,0
-"250","3","somewhat anxious",65,"bachelor's degree or higher","male",9,6,8,0,1,0,"Strongly Oppose",3,0,0
-"251","2","not anxious at all",34,"bachelor's degree or higher","male",8,12,7,1,0,0,"Oppose",3,0,0
-"252","4","somewhat anxious",66,"high school","female",11,7,8,0,0,0,"Oppose",3,1,1
-"253","3","very anxious",44,"high school","female",14,3,4,0,1,0,"Favor",2,0,0
-"254","1","a little anxious",34,"high school","male",13,7,5,1,1,1,"Oppose",3,0,1
-"255","4","a little anxious",43,"some college","male",10,11,8,0,0,0,"Strongly Oppose",4,0,0
-"256","2","a little anxious",30,"high school","male",9,8,7,1,0,0,"Strongly Oppose",4,0,0
-"257","1","not anxious at all",27,"some college","female",17,12,7,1,1,1,"Strongly Oppose",4,0,1
-"258","1","a little anxious",20,"high school","female",17,8,4,1,1,1,"Oppose",2,0,1
-"259","2","a little anxious",56,"high school","female",10,10,8,1,0,0,"Strongly Oppose",3,0,0
-"260","2","not anxious at all",42,"high school","male",12,10,7,1,0,0,"Oppose",4,0,1
-"261","3","somewhat anxious",44,"bachelor's degree or higher","male",17,7,6,0,1,0,"Oppose",1,0,0
-"262","4","somewhat anxious",28,"bachelor's degree or higher","female",14,6,6,0,0,0,"Strongly Oppose",1,0,1
-"263","2","very anxious",38,"bachelor's degree or higher","female",14,3,6,1,0,0,"Favor",2,0,0
-"264","1","somewhat anxious",29,"bachelor's degree or higher","male",10,9,7,1,1,1,"Strongly Oppose",4,0,1
-"265","4","very anxious",52,"some college","female",1,3,2,0,0,0,"Oppose",2,0,0
diff --git a/tests/testthat/data_files/MEDIATION/student.csv b/tests/testthat/data_files/MEDIATION/student.csv
deleted file mode 100644
index 8fffcda9..00000000
--- a/tests/testthat/data_files/MEDIATION/student.csv
+++ /dev/null
@@ -1,9680 +0,0 @@
-"","fight","attachment","work","score","late","coed","smorale","gender","income","free","pared","catholic","SCH_ID"
-"1",0,0,0,46,1,1,5,1,10,3,0,0,1
-"2",1,0,0,48,5,1,5,0,9,3,0,0,1
-"3",1,1,0,72,3,1,5,1,13,3,1,0,1
-"4",0,1,1,57,1,1,5,0,12,3,0,0,1
-"5",0,1,0,51,2,1,5,0,11,3,0,0,1
-"6",0,1,1,52,2,1,5,0,7,3,0,0,1
-"7",0,1,0,42,3,1,5,0,7,3,0,0,1
-"8",0,1,0,41,2,1,5,0,4,3,0,0,1
-"9",0,1,0,28,2,1,5,1,8,4,0,0,2
-"10",0,0,0,56,1,1,5,0,12,4,1,0,2
-"11",0,1,0,53,1,1,5,1,10,4,0,0,2
-"12",0,1,0,41,2,1,5,1,9,4,0,0,2
-"13",0,0,1,52,5,1,5,1,6,4,0,0,2
-"14",0,1,1,56,1,1,5,0,8,4,1,0,2
-"15",1,1,1,54,2,1,5,1,9,4,0,0,2
-"16",1,1,1,53,2,1,5,0,5,4,0,0,2
-"17",1,1,0,49,5,1,5,1,7,4,0,0,2
-"18",0,1,1,56,2,1,5,0,10,4,1,0,2
-"19",0,1,0,57,2,1,5,0,9,3,0,0,3
-"20",0,1,1,61,5,1,5,1,11,3,1,0,3
-"21",0,1,0,47,3,1,5,1,9,3,0,0,3
-"22",0,1,0,43,1,1,5,0,7,3,0,0,3
-"23",0,1,0,64,1,1,5,0,10,3,1,0,3
-"24",0,0,0,51,2,1,5,0,10,3,1,0,3
-"25",0,1,1,48,2,1,5,0,10,3,0,0,3
-"26",0,1,1,41,2,1,5,1,5,3,0,0,3
-"27",1,1,1,55,2,1,5,0,9,3,0,0,3
-"28",0,1,0,55,3,1,5,1,10,3,0,0,3
-"29",0,1,1,52,3,1,5,1,10,3,1,0,3
-"30",0,1,1,55,1,1,5,0,8,3,1,0,3
-"31",0,1,0,63,3,1,5,0,11,3,1,0,3
-"32",0,0,0,48,2,1,5,1,10,3,1,0,3
-"33",0,1,0,49,3,1,5,1,8,3,0,0,3
-"34",0,0,0,63,1,0,5,0,11,1,1,1,4
-"35",0,1,1,37,3,0,5,0,8,1,0,1,4
-"36",0,1,1,49,4,0,5,0,9,1,0,1,4
-"37",0,1,0,54,2,0,5,0,10,1,1,1,4
-"38",0,1,0,62,2,0,5,0,10,1,0,1,4
-"39",0,1,1,55,2,0,5,0,11,1,1,1,4
-"40",1,1,0,37,2,0,5,0,11,1,1,1,4
-"41",0,1,0,58,1,0,5,0,8,1,0,1,4
-"42",1,1,0,55,2,0,5,0,10,1,0,1,4
-"43",1,0,0,33,2,0,5,0,6,1,0,1,4
-"44",1,1,1,55,3,0,5,0,9,1,0,1,4
-"45",1,1,1,53,2,0,5,0,12,1,1,1,4
-"46",0,1,0,52,3,0,5,0,11,1,0,1,4
-"47",0,1,1,59,3,0,5,0,10,1,0,1,4
-"48",0,1,1,60,3,0,5,1,10,1,1,1,4
-"49",0,1,0,51,1,0,5,0,12,1,0,1,4
-"50",0,1,1,49,5,0,5,0,8,1,0,1,4
-"51",0,1,0,51,3,0,5,0,7,1,0,1,4
-"52",0,0,1,50,3,0,5,0,10,1,1,1,4
-"53",0,0,1,59,2,1,4,0,11,1,1,0,5
-"54",0,0,0,59,2,1,4,0,12,1,1,0,5
-"55",0,0,0,43,2,1,4,1,9,1,0,0,5
-"56",0,1,1,49,2,1,4,0,10,1,0,0,5
-"57",0,1,0,47,3,1,4,0,11,1,0,0,5
-"58",0,0,1,67,3,1,4,1,11,1,0,0,5
-"59",0,1,1,34,2,1,4,1,8,1,1,0,5
-"60",0,1,0,64,2,1,4,0,11,1,1,0,5
-"61",0,1,1,63,3,1,4,1,9,1,1,0,5
-"62",1,1,0,63,3,1,4,0,11,1,1,0,5
-"63",0,1,1,55,3,1,4,1,10,1,0,0,5
-"64",1,1,1,50,5,1,4,1,9,1,0,0,5
-"65",0,1,0,53,4,1,4,0,10,1,1,0,5
-"66",0,1,1,56,3,1,4,1,12,1,1,0,5
-"67",0,1,0,61,2,1,4,1,9,1,0,0,5
-"68",0,1,1,63,3,1,4,1,11,1,0,0,5
-"69",0,0,0,64,2,1,4,1,11,1,1,0,5
-"70",0,1,0,48,1,1,5,1,12,1,1,0,6
-"71",0,1,0,59,3,1,5,0,9,1,1,0,6
-"72",0,1,1,41,3,1,5,1,6,1,1,0,6
-"73",1,1,1,48,2,1,5,1,11,1,0,0,6
-"74",0,1,0,58,1,1,5,1,12,1,1,0,6
-"75",0,1,0,70,1,1,5,0,11,1,1,0,6
-"76",0,0,0,46,1,1,5,0,12,1,1,0,6
-"77",1,1,0,62,2,1,5,0,13,1,1,0,6
-"78",0,1,1,57,2,1,5,0,13,1,1,0,6
-"79",0,1,1,62,2,1,5,1,11,1,1,0,6
-"80",0,1,0,57,1,1,5,1,9,1,0,0,6
-"81",0,1,1,48,3,1,5,1,10,1,1,0,6
-"82",0,1,0,50,2,1,5,1,8,1,1,0,6
-"83",0,0,1,65,1,1,5,1,11,1,1,0,6
-"84",0,1,0,53,1,1,5,1,9,1,1,0,6
-"85",0,1,1,51,2,1,5,0,11,1,1,0,6
-"86",0,1,0,45,3,1,5,1,13,1,1,0,6
-"87",0,1,0,52,2,1,4,1,10,6,0,0,7
-"88",0,0,0,49,3,1,4,1,8,6,0,0,7
-"89",0,1,0,52,1,1,4,1,8,6,0,0,7
-"90",0,1,0,57,1,1,4,1,10,6,1,0,7
-"91",0,1,0,42,2,1,4,1,8,6,1,0,7
-"92",0,1,0,45,2,1,4,0,10,6,0,0,7
-"93",0,1,0,41,1,1,4,1,5,6,0,0,7
-"94",0,1,1,44,3,1,4,0,9,6,0,0,7
-"95",0,0,1,37,3,1,4,1,5,6,0,0,7
-"96",0,1,0,61,2,1,4,0,8,6,0,0,7
-"97",0,1,0,59,1,1,4,1,10,6,1,0,7
-"98",0,1,0,43,2,1,4,1,10,6,0,0,7
-"99",0,1,1,59,1,1,5,0,10,3,1,0,8
-"100",0,1,1,53,1,1,5,1,10,3,1,0,8
-"101",0,1,1,42,1,1,5,1,7,3,0,0,8
-"102",0,1,1,61,2,1,5,1,11,3,1,0,8
-"103",0,1,1,34,1,1,5,1,9,3,0,0,8
-"104",0,1,1,66,3,1,5,0,8,3,0,0,8
-"105",0,1,0,59,1,1,5,1,11,3,1,0,8
-"106",1,1,0,48,1,1,5,0,10,3,0,0,8
-"107",0,1,1,49,2,1,5,1,10,3,0,0,8
-"108",0,1,1,50,2,1,5,0,9,3,0,0,8
-"109",0,1,0,37,2,1,5,0,10,3,0,0,8
-"110",0,0,1,60,3,1,5,1,11,3,0,0,8
-"111",0,1,0,54,1,1,5,0,8,3,1,0,8
-"112",0,1,0,62,2,1,5,0,12,3,1,0,8
-"113",0,1,0,60,2,1,5,0,11,3,1,0,8
-"114",0,1,0,66,1,1,5,0,9,3,0,0,8
-"115",0,1,1,58,2,1,5,0,10,3,0,0,8
-"116",0,1,0,52,1,1,5,1,8,3,0,0,8
-"117",0,1,1,42,1,1,5,1,9,3,0,0,8
-"118",0,1,1,38,2,1,5,0,5,3,0,0,8
-"119",0,1,1,51,5,1,5,0,11,3,1,0,8
-"120",1,1,1,52,3,1,5,0,10,3,0,0,8
-"121",0,1,0,56,1,1,5,1,12,3,1,0,8
-"122",0,0,1,53,1,1,5,0,9,3,0,0,8
-"123",1,0,1,45,3,1,5,1,7,3,1,0,8
-"124",0,0,1,53,4,1,3,1,7,1,0,0,9
-"125",0,1,0,52,1,1,3,0,8,1,0,0,9
-"126",1,1,0,62,2,1,3,1,10,1,0,0,9
-"127",0,1,0,62,3,1,3,1,9,1,0,0,9
-"128",0,1,0,62,3,1,3,0,8,1,0,0,9
-"129",0,0,0,52,1,1,3,0,8,1,0,0,9
-"130",0,1,0,43,5,1,3,1,11,1,1,0,9
-"131",0,1,0,60,2,1,3,0,6,1,0,0,9
-"132",0,1,1,45,3,1,3,0,8,1,0,0,9
-"133",0,1,1,48,2,1,3,1,7,1,0,0,9
-"134",0,1,0,53,1,1,3,1,9,1,0,0,9
-"135",1,1,0,63,2,1,3,0,11,1,1,0,9
-"136",0,1,0,55,2,1,3,1,11,1,0,0,9
-"137",0,1,0,49,2,1,3,1,10,1,1,0,9
-"138",0,1,1,57,1,1,4,1,9,3,0,0,10
-"139",0,1,0,49,2,1,4,1,3,3,0,0,10
-"140",0,1,0,50,1,1,4,0,6,3,0,0,10
-"141",0,1,0,49,1,1,4,1,8,3,1,0,10
-"142",0,0,0,48,2,1,4,0,9,3,0,0,10
-"143",0,1,1,66,3,1,4,1,8,3,0,0,10
-"144",0,1,0,56,2,1,4,0,7,3,1,0,10
-"145",0,1,0,39,2,1,4,1,8,3,0,0,10
-"146",0,1,1,40,1,1,4,0,13,3,1,0,10
-"147",1,1,1,33,1,1,4,1,10,3,0,0,10
-"148",0,1,0,49,2,1,4,1,13,3,1,0,10
-"149",0,1,0,54,2,1,4,0,9,3,0,0,10
-"150",0,1,1,43,2,1,4,1,8,3,0,0,10
-"151",0,0,0,57,1,1,4,1,3,3,0,0,10
-"152",0,1,1,53,3,1,4,0,9,3,1,0,10
-"153",0,0,0,59,3,1,4,0,10,3,0,0,10
-"154",0,1,1,42,4,1,4,0,8,3,0,0,10
-"155",0,1,0,49,2,1,4,1,9,3,0,0,10
-"156",1,1,0,47,2,1,4,1,10,3,0,0,10
-"157",0,1,0,65,3,1,4,1,9,2,1,0,11
-"158",0,1,0,72,1,1,4,1,10,2,1,0,11
-"159",0,1,1,50,5,1,4,1,11,2,0,0,11
-"160",0,1,0,59,1,1,4,0,9,2,0,0,11
-"161",1,1,1,62,2,1,4,0,5,2,0,0,11
-"162",0,1,1,40,1,1,4,1,4,2,1,0,11
-"163",0,0,1,57,5,1,4,0,10,2,0,0,11
-"164",0,1,1,55,2,1,4,1,10,2,0,0,11
-"165",0,1,0,65,1,1,4,1,11,2,0,0,11
-"166",0,1,0,47,3,1,4,0,3,2,1,0,11
-"167",0,0,1,46,1,1,4,1,9,2,0,0,11
-"168",0,1,0,72,1,1,4,0,12,2,1,0,11
-"169",0,1,1,50,3,1,4,1,9,2,0,0,11
-"170",0,1,1,49,1,1,4,1,11,2,0,0,11
-"171",0,1,0,60,1,1,4,0,10,2,1,0,11
-"172",0,0,1,48,3,1,4,1,7,2,1,0,11
-"173",0,1,1,47,3,1,4,1,11,2,0,0,11
-"174",1,1,1,66,2,1,3,0,8,3,1,0,12
-"175",0,0,1,43,2,1,3,0,9,3,0,0,12
-"176",0,1,1,65,2,1,3,1,12,3,1,0,12
-"177",1,1,0,63,2,1,3,1,11,3,1,0,12
-"178",0,1,0,58,1,1,3,1,10,3,0,0,12
-"179",0,1,0,51,3,1,3,1,8,3,0,0,12
-"180",0,1,0,47,3,1,3,1,9,3,0,0,12
-"181",0,1,1,52,2,1,3,1,9,3,0,0,12
-"182",0,1,1,56,5,1,3,1,10,3,0,0,12
-"183",1,1,0,50,2,1,3,0,2,3,0,0,12
-"184",0,1,0,43,1,1,3,1,11,3,1,0,12
-"185",0,1,1,64,2,1,3,1,11,3,0,0,12
-"186",0,1,1,48,1,1,3,1,10,3,0,0,12
-"187",0,1,1,57,1,1,3,0,11,3,1,0,12
-"188",0,1,1,62,1,1,3,0,11,3,1,0,12
-"189",0,1,0,48,3,1,3,0,9,3,0,0,12
-"190",0,1,0,52,2,1,4,0,9,1,1,0,13
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diff --git a/tests/testthat/data_files/MEDIATION/vv2015.csv b/tests/testthat/data_files/MEDIATION/vv2015.csv
deleted file mode 100644
index 4b26bf5c..00000000
--- a/tests/testthat/data_files/MEDIATION/vv2015.csv
+++ /dev/null
@@ -1,101 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING1.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING1.rda
deleted file mode 100644
index 90902fff..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING2.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING2.rda
deleted file mode 100644
index ee4258af..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING3.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING3.rda
deleted file mode 100644
index 55ef36c9..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study1.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study1.csv
deleted file mode 100644
index 298b3aeb..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study1.csv
+++ /dev/null
@@ -1,887 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study2.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study2.csv
deleted file mode 100644
index 087aac0b..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study2.csv
+++ /dev/null
@@ -1,660 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study3.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study3.csv
deleted file mode 100644
index eb6ed258..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_MISSING/collapse_missing_study3.csv
+++ /dev/null
@@ -1,1168 +0,0 @@
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-"371",1916,3,0,10,10,0,-16,1,-1.4,-2.3,8
-"372",1917,3,0,0.296,0.296,1,23,0,-2.7,-0.199999999999999,5
-"373",1918,3,0,2.644,2.644,1,12,0,-1.6,-0.9,-1
-"374",1919,3,0,0.306,0.306,0,-24,0,-4.4,-0.300000000000001,-3
-"375",1920,3,0,4.534,4.534,0,-12,0,3.6,-1.1,-8
-"376",1921,3,0,6.647,6.647,1,7,1,1.3,0.399999999999999,-5
-"377",1922,3,0,1.402,1.402,0,11,1,-1.3,-0.0999999999999996,-10
-"378",1923,3,0,1.779,1.779,1,-2,0,0.5,0.5,1
-"379",1924,3,0,0.501,0.501,1,-4,0,3.7,1.1,-3
-"380",1925,3,0,1.72,1.72,1,-14,0,-2.6,-0.199999999999999,-5
-"381",1926,3,0,4.691,4.691,0,8,0,1.5,-0.300000000000001,7
-"382",1927,3,0,4.219,4.219,0,-14,0,-2.2,-1.3,0
-"383",1928,3,0,10,10,0,-12,1,-2.3,-0.9,-8
-"384",1929,3,0,0.901,0.901,1,15,0,-2.9,1.5,-8
-"385",1930,3,0,0.615,0.615,0,-1,1,1.6,1,2
-"386",1931,3,0,10,10,0,-21,1,0.799999999999997,-0.5,7
-"387",1932,3,,,,,-15,0,1.2,0.199999999999999,5
-"388",1933,3,0,9.482,9.482,1,-1,1,6,-1.5,7
-"389",1934,3,0,10,10,0,-38,0,1.4,1.7,-4
-"390",1935,3,0,0.588,0.588,0,1,0,-1.8,0.199999999999999,0
-"391",1936,3,0,0.149,0.149,1,6,0,-1.1,-0.300000000000001,5
-"392",1937,3,0,0.658,0.658,1,20,1,2,0.5,-4
-"393",1938,3,0,10,10,0,-3,1,2.2,-2.1,8
-"394",1939,3,0,1.304,1.304,1,0,0,5.9,0.5,2
-"395",1940,3,0,1.24,1.24,0,6,0,-3.1,0.300000000000001,-4
-"396",1941,3,0,0.339,0.339,1,7,0,5.1,-0.5,3
-"397",1942,3,0,10,10,0,-11,1,6.8,0.300000000000001,-4
-"398",1943,3,0,0.803,0.803,0,-32,0,5.3,0.800000000000001,4
-"399",1944,3,0,0.484,0.484,0,0,1,-0.899999999999999,0.699999999999999,2
-"400",1945,3,0,10,10,0,-8,1,-1.4,0.899999999999999,-9
-"401",1946,3,0,0.297,0.297,1,11,1,-2,-1.6,0
-"402",1947,3,0,2.606,2.606,1,-1,1,6.1,-0.6,1
-"403",1948,3,0,4.495,4.495,0,23,1,-10.3,0,-9
-"404",1949,3,0,0.162,0.162,1,24,0,-5,2.4,5
-"405",1950,3,0,0.872,0.872,1,14,1,-3.6,0.800000000000001,7
-"406",1951,3,0,1.41,1.41,1,12,1,1.4,-0.6,-9
-"407",1952,3,0,2.578,2.578,0,13,1,1.3,-0.0999999999999996,-4
-"408",1953,3,0,0.043,0.043,1,4,0,7.1,-0.0999999999999996,8
-"409",1954,3,0,0.013,0.013,1,36,0,-2,0.199999999999999,6
-"410",1955,3,0,2.795,2.795,0,-32,0,3.9,-1.5,0
-"411",1956,3,0,1.348,1.348,1,26,1,-3.7,0.5,1
-"412",1957,3,0,0.078,0.078,1,-24,0,9.40000000000001,0.699999999999999,-3
-"413",1958,3,0,10,10,0,-4,0,-5.9,2.2,-10
-"414",1959,3,0,8.006,8.006,1,-22,1,3.7,-1.1,3
-"415",1960,3,0,0.454,0.454,1,-5,0,0.600000000000001,1.5,0
-"416",1961,3,0,10,10,0,-6,0,-8.4,0.5,-5
-"417",1962,3,0,0.57,0.57,1,-21,1,-3.7,1.8,3
-"418",1963,3,0,0.93,0.93,1,1,0,1,0.699999999999999,5
-"419",1964,3,0,9.2,9.2,1,-13,0,,-0.4,3
-"420",1965,3,0,4.846,4.846,1,9,0,-7,1.2,0
-"421",1966,3,0,10,10,0,-7,1,-2.7,1.5,-5
-"422",1967,3,0,0.252,0.252,1,3,1,-3.9,-0.0999999999999996,1
-"423",1968,3,0,0.545,0.545,1,5,0,-9.7,0.300000000000001,-7
-"424",1969,3,0,6.301,6.301,1,-9,1,-1.9,0.899999999999999,1
-"425",1970,3,0,0.624,0.624,1,19,0,-10.9,1.7,-3
-"426",1971,3,0,10,10,0,-4,1,10.4,-0.0999999999999996,3
-"427",1972,3,0,2.198,2.198,0,-26,0,2.5,-0.6,-7
-"428",1973,3,0,2.39,2.39,1,,0,-0.600000000000001,0.5,-4
-"429",1974,3,0,0.092,0.092,1,13,1,-4.1,2.5,3
-"430",1975,3,0,0.996,0.996,0,2,1,3,-0.4,0
-"431",1976,3,0,4.324,4.324,0,-18,0,-5.2,-1.1,3
-"432",1977,3,0,2.083,2.083,0,-5,0,5.3,-0.199999999999999,0
-"433",1978,3,0,0.135,0.135,1,3,0,-2.4,1.2,8
-"434",1979,3,0,0.62,0.62,0,4,1,2.4,0.600000000000001,5
-"435",1980,3,0,8.006,8.006,1,-1,1,-2.9,0.399999999999999,4
-"436",1981,3,0,3.671,3.671,0,-6,1,0.399999999999999,-0.800000000000001,2
-"437",1982,3,0,5.662,5.662,0,7,0,6.2,-2.4,-1
-"438",1983,3,0,3.578,3.578,0,-26,1,,0.199999999999999,-3
-"439",1984,3,0,10,10,0,-13,0,2.5,-0.699999999999999,-4
-"440",1985,3,0,1.125,1.125,0,-6,1,0.899999999999999,0.600000000000001,-5
-"441",1986,3,0,0.898,0.898,0,-7,0,2.5,0.699999999999999,8
-"442",1987,3,0,5.337,5.337,0,18,1,0.299999999999997,1.6,-9
-"443",1988,3,0,0.932,0.932,0,-12,1,2.6,-0.5,-2
-"444",1989,3,0,0.11,0.11,1,16,1,2.5,1.9,4
-"445",1990,3,0,0.892,0.892,1,-20,0,6.1,0.100000000000001,-3
-"446",1991,3,0,1.226,1.226,1,14,0,2.7,0.600000000000001,10
-"447",1992,3,0,0.336,0.336,1,14,0,8.2,0.100000000000001,-5
-"448",1993,3,0,1.7,1.7,1,-28,0,-6.1,-0.800000000000001,6
-"449",1994,3,0,8.714,8.714,1,7,1,-7.7,0.5,3
-"450",1995,3,0,0.127,0.127,1,-5,0,-4.8,-1.2,6
-"451",1996,3,0,10,10,0,-16,1,-7.8,-0.0999999999999996,-6
-"452",1997,3,,,,,14,0,-10.3,-0.699999999999999,1
-"453",1998,3,0,6.33,6.33,0,-18,1,-5.9,-0.199999999999999,-9
-"454",1999,3,0,2.436,2.436,0,-13,1,-0.100000000000001,0.199999999999999,-7
-"455",2000,3,0,1.703,1.703,1,-7,0,5.4,1.8,-5
-"456",2001,3,0,6.529,6.529,1,-17,0,6.1,0.300000000000001,-2
-"457",2002,3,0,0.809,0.809,1,12,0,-2.1,-0.9,4
-"458",2003,3,0,0.075,0.075,1,17,0,8.2,0.699999999999999,2
-"459",2004,3,0,1.152,1.152,0,-14,1,-3.4,0.600000000000001,-3
-"460",2005,3,0,0.097,0.097,0,6,0,-3.7,1.4,-2
-"461",2006,3,0,4.687,4.687,0,16,1,-4.2,0.300000000000001,-2
-"462",2007,3,0,3.499,3.499,0,-12,1,5.8,-0.0999999999999996,-1
-"463",2008,3,0,0.762,0.762,1,-7,0,-1,-0.800000000000001,5
-"464",2009,3,0,1.476,1.476,1,-6,0,-5.3,0.300000000000001,0
-"465",2010,3,0,1.347,1.347,0,4,1,-5.3,-0.800000000000001,-1
-"466",2011,3,0,2.024,2.024,0,5,1,7.1,0.300000000000001,-7
-"467",2012,3,0,0.363,0.363,1,8,0,-2.6,-0.699999999999999,2
-"468",2013,3,0,1.823,1.823,1,-1,0,-3.6,-1.2,3
-"469",2014,3,0,0.201,0.201,1,35,1,0.799999999999997,1.2,-2
-"470",2015,3,0,0.382,0.382,1,3,0,-0.899999999999999,-0.4,3
-"471",2016,3,0,4.975,4.975,0,-6,0,1.7,-0.699999999999999,-1
-"472",2017,3,0,0.341,0.341,0,11,1,5,0.600000000000001,1
-"473",2018,3,0,10,10,0,5,1,-4.6,-2.2,-4
-"474",2019,3,0,1.034,1.034,0,-13,1,-1,1.8,0
-"475",2020,3,0,0.812,0.812,1,11,0,-3.5,2,-6
-"476",2021,3,0,5.085,5.085,0,-14,0,3.4,0.699999999999999,-4
-"477",2022,3,0,0.792,0.792,0,3,1,0.100000000000001,-1.3,2
-"478",2023,3,0,9.88,9.88,0,-16,0,-6.3,-2.6,-3
-"479",2024,3,0,0.423,0.423,1,15,1,8.90000000000001,-0.0999999999999996,1
-"480",2025,3,0,0.285,0.285,1,5,0,-0.600000000000001,1.7,-1
-"481",2026,3,0,3.08,3.08,0,-21,0,-12.9,-0.699999999999999,3
-"482",2027,3,0,0.279,0.279,0,-8,1,0.200000000000003,-1.6,-6
-"483",2028,3,0,1.254,1.254,0,-7,1,4.8,-0.4,1
-"484",2029,3,0,3.102,3.102,1,-14,0,-3.1,0.800000000000001,2
-"485",2030,3,0,0.51,0.51,0,-12,0,-2,-1.1,6
-"486",2031,3,0,4.738,4.738,0,-7,0,2.3,-0.4,-6
-"487",2032,3,0,0.879,0.879,1,14,1,-4.3,0.5,10
-"488",2033,3,0,1.181,1.181,1,-6,0,1.5,-1.4,1
-"489",2034,3,0,8.348,8.348,0,-5,0,-6.4,0,-5
-"490",2035,3,0,8.386,8.386,1,2,0,-2.8,0.399999999999999,4
-"491",2036,3,0,0.082,0.082,1,41,0,-3.8,1.9,-4
-"492",2037,3,0,0.815,0.815,1,-3,1,6.1,-1.9,5
-"493",2038,3,0,1.111,1.111,1,5,0,-2,,-2
-"494",2039,3,0,0.58,0.58,1,20,0,1.5,0,0
-"495",2040,3,0,6.025,6.025,0,-23,1,-2.8,-1.1,0
-"496",2041,3,0,0.875,0.875,1,25,0,4.4,-0.300000000000001,8
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-"513",2058,3,,,,,14,0,1.3,0.300000000000001,-2
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-"582",2127,3,0,0.913,0.913,0,9,1,7.6,,1
-"583",2128,3,0,0.03,0.03,1,16,0,-1.8,1.5,13
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING1.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING1.rda
deleted file mode 100644
index 641cee2c..00000000
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING2.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING2.rda
deleted file mode 100644
index 860cefba..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING3.rda b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING3.rda
deleted file mode 100644
index 2460b678..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study1.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study1.csv
deleted file mode 100644
index 3cb3ead3..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study1.csv
+++ /dev/null
@@ -1,887 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study2.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study2.csv
deleted file mode 100644
index 193ce22b..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study2.csv
+++ /dev/null
@@ -1,660 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study3.csv b/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study3.csv
deleted file mode 100644
index a98586f7..00000000
--- a/tests/testthat/data_files/SURVIVAL/COLLAPSE_NO_MISSING/collapse_no_missing_study3.csv
+++ /dev/null
@@ -1,1168 +0,0 @@
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-"368",1913,3,0,5.805,5.805,1,7,1,3.7,0.600000000000001,3
-"369",1914,3,0,0.612,0.612,1,13,1,11,0.300000000000001,0
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-"371",1916,3,0,10,10,0,-16,1,-1.4,-2.3,8
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-"373",1918,3,0,2.644,2.644,1,12,0,-1.6,-0.9,-1
-"374",1919,3,0,0.306,0.306,0,-24,0,-4.4,-0.300000000000001,-3
-"375",1920,3,0,4.534,4.534,0,-12,0,3.6,-1.1,-8
-"376",1921,3,0,6.647,6.647,1,7,1,1.3,0.399999999999999,-5
-"377",1922,3,0,1.402,1.402,0,11,1,-1.3,-0.0999999999999996,-10
-"378",1923,3,0,1.779,1.779,1,-2,0,0.5,0.5,1
-"379",1924,3,0,0.501,0.501,1,-4,0,3.7,1.1,-3
-"380",1925,3,0,1.72,1.72,1,-14,0,-2.6,-0.199999999999999,-5
-"381",1926,3,0,4.691,4.691,0,8,0,1.5,-0.300000000000001,7
-"382",1927,3,0,4.219,4.219,0,-14,0,-2.2,-1.3,0
-"383",1928,3,0,10,10,0,-12,1,-2.3,-0.9,-8
-"384",1929,3,0,0.901,0.901,1,15,0,-2.9,1.5,-8
-"385",1930,3,0,0.615,0.615,0,-1,1,1.6,1,2
-"386",1931,3,0,10,10,0,-21,1,0.799999999999997,-0.5,7
-"387",1932,3,0,1.463,1.463,0,-15,0,1.2,0.199999999999999,5
-"388",1933,3,0,9.482,9.482,1,-1,1,6,-1.5,7
-"389",1934,3,0,10,10,0,-38,0,1.4,1.7,-4
-"390",1935,3,0,0.588,0.588,0,1,0,-1.8,0.199999999999999,0
-"391",1936,3,0,0.149,0.149,1,6,0,-1.1,-0.300000000000001,5
-"392",1937,3,0,0.658,0.658,1,20,1,2,0.5,-4
-"393",1938,3,0,10,10,0,-3,1,2.2,-2.1,8
-"394",1939,3,0,1.304,1.304,1,0,0,5.9,0.5,2
-"395",1940,3,0,1.24,1.24,0,6,0,-3.1,0.300000000000001,-4
-"396",1941,3,0,0.339,0.339,1,7,0,5.1,-0.5,3
-"397",1942,3,0,10,10,0,-11,1,6.8,0.300000000000001,-4
-"398",1943,3,0,0.803,0.803,0,-32,0,5.3,0.800000000000001,4
-"399",1944,3,0,0.484,0.484,0,0,1,-0.899999999999999,0.699999999999999,2
-"400",1945,3,0,10,10,0,-8,1,-1.4,0.899999999999999,-9
-"401",1946,3,0,0.297,0.297,1,11,1,-2,-1.6,0
-"402",1947,3,0,2.606,2.606,1,-1,1,6.1,-0.6,1
-"403",1948,3,0,4.495,4.495,0,23,1,-10.3,0,-9
-"404",1949,3,0,0.162,0.162,1,24,0,-5,2.4,5
-"405",1950,3,0,0.872,0.872,1,14,1,-3.6,0.800000000000001,7
-"406",1951,3,0,1.41,1.41,1,12,1,1.4,-0.6,-9
-"407",1952,3,0,2.578,2.578,0,13,1,1.3,-0.0999999999999996,-4
-"408",1953,3,0,0.043,0.043,1,4,0,7.1,-0.0999999999999996,8
-"409",1954,3,0,0.013,0.013,1,36,0,-2,0.199999999999999,6
-"410",1955,3,0,2.795,2.795,0,-32,0,3.9,-1.5,0
-"411",1956,3,0,1.348,1.348,1,26,1,-3.7,0.5,1
-"412",1957,3,0,0.078,0.078,1,-24,0,9.40000000000001,0.699999999999999,-3
-"413",1958,3,0,10,10,0,-4,0,-5.9,2.2,-10
-"414",1959,3,0,8.006,8.006,1,-22,1,3.7,-1.1,3
-"415",1960,3,0,0.454,0.454,1,-5,0,0.600000000000001,1.5,0
-"416",1961,3,0,10,10,0,-6,0,-8.4,0.5,-5
-"417",1962,3,0,0.57,0.57,1,-21,1,-3.7,1.8,3
-"418",1963,3,0,0.93,0.93,1,1,0,1,0.699999999999999,5
-"419",1964,3,0,9.2,9.2,1,-13,0,1.7,-0.4,3
-"420",1965,3,0,4.846,4.846,1,9,0,-7,1.2,0
-"421",1966,3,0,10,10,0,-7,1,-2.7,1.5,-5
-"422",1967,3,0,0.252,0.252,1,3,1,-3.9,-0.0999999999999996,1
-"423",1968,3,0,0.545,0.545,1,5,0,-9.7,0.300000000000001,-7
-"424",1969,3,0,6.301,6.301,1,-9,1,-1.9,0.899999999999999,1
-"425",1970,3,0,0.624,0.624,1,19,0,-10.9,1.7,-3
-"426",1971,3,0,10,10,0,-4,1,10.4,-0.0999999999999996,3
-"427",1972,3,0,2.198,2.198,0,-26,0,2.5,-0.6,-7
-"428",1973,3,0,2.39,2.39,1,6,0,-0.600000000000001,0.5,-4
-"429",1974,3,0,0.092,0.092,1,13,1,-4.1,2.5,3
-"430",1975,3,0,0.996,0.996,0,2,1,3,-0.4,0
-"431",1976,3,0,4.324,4.324,0,-18,0,-5.2,-1.1,3
-"432",1977,3,0,2.083,2.083,0,-5,0,5.3,-0.199999999999999,0
-"433",1978,3,0,0.135,0.135,1,3,0,-2.4,1.2,8
-"434",1979,3,0,0.62,0.62,0,4,1,2.4,0.600000000000001,5
-"435",1980,3,0,8.006,8.006,1,-1,1,-2.9,0.399999999999999,4
-"436",1981,3,0,3.671,3.671,0,-6,1,0.399999999999999,-0.800000000000001,2
-"437",1982,3,0,5.662,5.662,0,7,0,6.2,-2.4,-1
-"438",1983,3,0,3.578,3.578,0,-26,1,2.2,0.199999999999999,-3
-"439",1984,3,0,10,10,0,-13,0,2.5,-0.699999999999999,-4
-"440",1985,3,0,1.125,1.125,0,-6,1,0.899999999999999,0.600000000000001,-5
-"441",1986,3,0,0.898,0.898,0,-7,0,2.5,0.699999999999999,8
-"442",1987,3,0,5.337,5.337,0,18,1,0.299999999999997,1.6,-9
-"443",1988,3,0,0.932,0.932,0,-12,1,2.6,-0.5,-2
-"444",1989,3,0,0.11,0.11,1,16,1,2.5,1.9,4
-"445",1990,3,0,0.892,0.892,1,-20,0,6.1,0.100000000000001,-3
-"446",1991,3,0,1.226,1.226,1,14,0,2.7,0.600000000000001,10
-"447",1992,3,0,0.336,0.336,1,14,0,8.2,0.100000000000001,-5
-"448",1993,3,0,1.7,1.7,1,-28,0,-6.1,-0.800000000000001,6
-"449",1994,3,0,8.714,8.714,1,7,1,-7.7,0.5,3
-"450",1995,3,0,0.127,0.127,1,-5,0,-4.8,-1.2,6
-"451",1996,3,0,10,10,0,-16,1,-7.8,-0.0999999999999996,-6
-"452",1997,3,0,0.027,0.027,1,14,0,-10.3,-0.699999999999999,1
-"453",1998,3,0,6.33,6.33,0,-18,1,-5.9,-0.199999999999999,-9
-"454",1999,3,0,2.436,2.436,0,-13,1,-0.100000000000001,0.199999999999999,-7
-"455",2000,3,0,1.703,1.703,1,-7,0,5.4,1.8,-5
-"456",2001,3,0,6.529,6.529,1,-17,0,6.1,0.300000000000001,-2
-"457",2002,3,0,0.809,0.809,1,12,0,-2.1,-0.9,4
-"458",2003,3,0,0.075,0.075,1,17,0,8.2,0.699999999999999,2
-"459",2004,3,0,1.152,1.152,0,-14,1,-3.4,0.600000000000001,-3
-"460",2005,3,0,0.097,0.097,0,6,0,-3.7,1.4,-2
-"461",2006,3,0,4.687,4.687,0,16,1,-4.2,0.300000000000001,-2
-"462",2007,3,0,3.499,3.499,0,-12,1,5.8,-0.0999999999999996,-1
-"463",2008,3,0,0.762,0.762,1,-7,0,-1,-0.800000000000001,5
-"464",2009,3,0,1.476,1.476,1,-6,0,-5.3,0.300000000000001,0
-"465",2010,3,0,1.347,1.347,0,4,1,-5.3,-0.800000000000001,-1
-"466",2011,3,0,2.024,2.024,0,5,1,7.1,0.300000000000001,-7
-"467",2012,3,0,0.363,0.363,1,8,0,-2.6,-0.699999999999999,2
-"468",2013,3,0,1.823,1.823,1,-1,0,-3.6,-1.2,3
-"469",2014,3,0,0.201,0.201,1,35,1,0.799999999999997,1.2,-2
-"470",2015,3,0,0.382,0.382,1,3,0,-0.899999999999999,-0.4,3
-"471",2016,3,0,4.975,4.975,0,-6,0,1.7,-0.699999999999999,-1
-"472",2017,3,0,0.341,0.341,0,11,1,5,0.600000000000001,1
-"473",2018,3,0,10,10,0,5,1,-4.6,-2.2,-4
-"474",2019,3,0,1.034,1.034,0,-13,1,-1,1.8,0
-"475",2020,3,0,0.812,0.812,1,11,0,-3.5,2,-6
-"476",2021,3,0,5.085,5.085,0,-14,0,3.4,0.699999999999999,-4
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-"483",2028,3,0,1.254,1.254,0,-7,1,4.8,-0.4,1
-"484",2029,3,0,3.102,3.102,1,-14,0,-3.1,0.800000000000001,2
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING1.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING1.rda
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING2.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING2.rda
deleted file mode 100644
index d461dfd6..00000000
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING3.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING3.rda
deleted file mode 100644
index 24775d7f..00000000
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study1.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study1.csv
deleted file mode 100644
index 8ecb39bc..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study1.csv
+++ /dev/null
@@ -1,2061 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study2.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study2.csv
deleted file mode 100644
index 675b6c0c..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study2.csv
+++ /dev/null
@@ -1,1641 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study3.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study3.csv
deleted file mode 100644
index f28516f5..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study3.csv
+++ /dev/null
@@ -1,2689 +0,0 @@
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-"904",1939,3,1,0,1.304468848,1.304468848,1,0,0,5.9,0.5,2
-"905",1940,3,1,0,1.240109697,1.240109697,0,6,0,-3.1,0.3,-4
-"906",1941,3,1,0,0.339440308,0.339440308,1,7,0,5.1,-0.5,3
-"907",1942,3,1,0,2,2,0,-11,1,6.8,0.3,-4
-"908",1942,3,2,2,3,1,0,-11,1,6.8,0.3,-4
-"909",1942,3,3,3,6,3,0,-11,1,6.8,0.3,-4
-"910",1942,3,4,6,6.5,0.5,0,-11,1,6.8,0.3,-4
-"911",1942,3,5,6.5,8,1.5,0,-11,1,6.8,0.3,-4
-"912",1942,3,6,8,10,2,0,-11,1,6.8,0.3,-4
-"913",1943,3,1,0,0.80264035,0.80264035,0,-32,0,5.3,0.8,4
-"914",1944,3,1,0,0.484346207,0.484346207,0,0,1,-0.9,0.7,2
-"915",1945,3,1,0,2,2,0,-8,1,-1.4,0.9,-9
-"916",1945,3,2,2,3,1,0,-8,1,-1.4,0.9,-9
-"917",1945,3,3,3,6,3,0,-8,1,-1.4,0.9,-9
-"918",1945,3,4,6,6.5,0.5,0,-8,1,-1.4,0.9,-9
-"919",1945,3,5,6.5,8,1.5,0,-8,1,-1.4,0.9,-9
-"920",1945,3,6,8,10,2,0,-8,1,-1.4,0.9,-9
-"921",1946,3,1,0,0.297333248,0.297333248,1,11,1,-2,-1.6,0
-"922",1947,3,1,0,2,2,0,-1,1,6.1,-0.6,1
-"923",1947,3,2,2,2.605995199,0.605995199,1,-1,1,6.1,-0.6,1
-"924",1948,3,1,0,2,2,0,23,1,-10.3,0,-9
-"925",1948,3,2,2,3,1,0,23,1,-10.3,0,-9
-"926",1948,3,3,3,4.495466445,1.495466445,0,23,1,-10.3,0,-9
-"927",1949,3,1,0,0.161558499,0.161558499,1,24,0,-5,2.4,5
-"928",1950,3,1,0,0.871697731,0.871697731,1,14,1,-3.6,0.8,7
-"929",1951,3,1,0,1.409757278,1.409757278,1,12,1,1.4,-0.6,-9
-"930",1952,3,1,0,2,2,0,13,1,1.3,-0.1,-4
-"931",1952,3,2,2,2.577670145,0.577670145,0,13,1,1.3,-0.1,-4
-"932",1953,3,1,0,0.043321561,0.043321561,1,4,0,7.1,-0.1,8
-"933",1954,3,1,0,0.012530406,0.012530406,1,36,0,-2,0.2,6
-"934",1955,3,1,0,2,2,0,-32,0,3.9,-1.5,0
-"935",1955,3,2,2,2.794566227,0.794566227,0,-32,0,3.9,-1.5,0
-"936",1956,3,1,0,1.348348943,1.348348943,1,26,1,-3.7,0.5,1
-"937",1957,3,1,0,0.07750235,0.07750235,1,-24,0,9.4,0.7,-3
-"938",1958,3,1,0,2,2,0,-4,0,-5.9,2.2,-10
-"939",1958,3,2,2,3,1,0,-4,0,-5.9,2.2,-10
-"940",1958,3,3,3,6,3,0,-4,0,-5.9,2.2,-10
-"941",1958,3,4,6,6.5,0.5,0,-4,0,-5.9,2.2,-10
-"942",1958,3,5,6.5,8,1.5,0,-4,0,-5.9,2.2,-10
-"943",1958,3,6,8,10,2,0,-4,0,-5.9,2.2,-10
-"944",1959,3,1,0,2,2,0,-22,1,3.7,-1.1,3
-"945",1959,3,2,2,3,1,0,-22,1,3.7,-1.1,3
-"946",1959,3,3,3,6,3,0,-22,1,3.7,-1.1,3
-"947",1959,3,4,6,6.5,0.5,0,-22,1,3.7,-1.1,3
-"948",1959,3,5,6.5,8,1.5,0,-22,1,3.7,-1.1,3
-"949",1959,3,6,8,8.006038022,0.006038022,1,-22,1,3.7,-1.1,3
-"950",1960,3,1,0,0.454071106,0.454071106,1,-5,0,0.6,1.5,0
-"951",1961,3,1,0,2,2,0,-6,0,-8.4,0.5,-5
-"952",1961,3,2,2,3,1,0,-6,0,-8.4,0.5,-5
-"953",1961,3,3,3,6,3,0,-6,0,-8.4,0.5,-5
-"954",1961,3,4,6,6.5,0.5,0,-6,0,-8.4,0.5,-5
-"955",1961,3,5,6.5,8,1.5,0,-6,0,-8.4,0.5,-5
-"956",1961,3,6,8,10,2,0,-6,0,-8.4,0.5,-5
-"957",1962,3,1,0,0.570252644,0.570252644,1,-21,1,-3.7,1.8,3
-"958",1963,3,1,0,0.930353392,0.930353392,1,1,0,1,0.7,5
-"959",1964,3,1,0,2,2,0,-13,0,,-0.4,3
-"960",1964,3,2,2,3,1,0,-13,0,,-0.4,3
-"961",1964,3,3,3,6,3,0,-13,0,,-0.4,3
-"962",1964,3,4,6,6.5,0.5,0,-13,0,,-0.4,3
-"963",1964,3,5,6.5,8,1.5,0,-13,0,,-0.4,3
-"964",1964,3,6,8,9.200302107,1.200302107,1,-13,0,,-0.4,3
-"965",1965,3,1,0,2,2,0,9,0,-7,1.2,0
-"966",1965,3,2,2,3,1,0,9,0,-7,1.2,0
-"967",1965,3,3,3,4.84596909,1.84596909,1,9,0,-7,1.2,0
-"968",1966,3,1,0,2,2,0,-7,1,-2.7,1.5,-5
-"969",1966,3,2,2,3,1,0,-7,1,-2.7,1.5,-5
-"970",1966,3,3,3,6,3,0,-7,1,-2.7,1.5,-5
-"971",1966,3,4,6,6.5,0.5,0,-7,1,-2.7,1.5,-5
-"972",1966,3,5,6.5,8,1.5,0,-7,1,-2.7,1.5,-5
-"973",1966,3,6,8,10,2,0,-7,1,-2.7,1.5,-5
-"974",1967,3,1,0,0.251776106,0.251776106,1,3,1,-3.9,-0.1,1
-"975",1968,3,1,0,0.544735388,0.544735388,1,5,0,-9.7,0.3,-7
-"976",1969,3,1,0,2,2,0,-9,1,-1.9,0.9,1
-"977",1969,3,2,2,3,1,0,-9,1,-1.9,0.9,1
-"978",1969,3,3,3,6,3,0,-9,1,-1.9,0.9,1
-"979",1969,3,4,6,6.301258196,0.301258196,1,-9,1,-1.9,0.9,1
-"980",1970,3,1,0,0.623555925,0.623555925,1,19,0,-10.9,1.7,-3
-"981",1971,3,1,0,2,2,0,-4,1,10.4,-0.1,3
-"982",1971,3,2,2,3,1,0,-4,1,10.4,-0.1,3
-"983",1971,3,3,3,6,3,0,-4,1,10.4,-0.1,3
-"984",1971,3,4,6,6.5,0.5,0,-4,1,10.4,-0.1,3
-"985",1971,3,5,6.5,8,1.5,0,-4,1,10.4,-0.1,3
-"986",1971,3,6,8,10,2,0,-4,1,10.4,-0.1,3
-"987",1972,3,1,0,2,2,0,-26,0,2.5,-0.6,-7
-"988",1972,3,2,2,2.197842888,0.197842888,0,-26,0,2.5,-0.6,-7
-"989",1973,3,1,0,2,2,0,,0,-0.6,0.5,-4
-"990",1973,3,2,2,2.389999684,0.389999684,1,,0,-0.6,0.5,-4
-"991",1974,3,1,0,0.091769472,0.091769472,1,13,1,-4.1,2.5,3
-"992",1975,3,1,0,0.996045647,0.996045647,0,2,1,3,-0.4,0
-"993",1976,3,1,0,2,2,0,-18,0,-5.2,-1.1,3
-"994",1976,3,2,2,3,1,0,-18,0,-5.2,-1.1,3
-"995",1976,3,3,3,4.324468784,1.324468784,0,-18,0,-5.2,-1.1,3
-"996",1977,3,1,0,2,2,0,-5,0,5.3,-0.2,0
-"997",1977,3,2,2,2.083346113,0.083346113,0,-5,0,5.3,-0.2,0
-"998",1978,3,1,0,0.134940331,0.134940331,1,3,0,-2.4,1.2,8
-"999",1979,3,1,0,0.620050505,0.620050505,0,4,1,2.4,0.6,5
-"1000",1980,3,1,0,2,2,0,-1,1,-2.9,0.4,4
-"1001",1980,3,2,2,3,1,0,-1,1,-2.9,0.4,4
-"1002",1980,3,3,3,6,3,0,-1,1,-2.9,0.4,4
-"1003",1980,3,4,6,6.5,0.5,0,-1,1,-2.9,0.4,4
-"1004",1980,3,5,6.5,8,1.5,0,-1,1,-2.9,0.4,4
-"1005",1980,3,6,8,8.005617512,0.005617512,1,-1,1,-2.9,0.4,4
-"1006",1981,3,1,0,2,2,0,-6,1,0.4,-0.8,2
-"1007",1981,3,2,2,3,1,0,-6,1,0.4,-0.8,2
-"1008",1981,3,3,3,3.67118193,0.67118193,0,-6,1,0.4,-0.8,2
-"1009",1982,3,1,0,2,2,0,7,0,6.2,-2.4,-1
-"1010",1982,3,2,2,3,1,0,7,0,6.2,-2.4,-1
-"1011",1982,3,3,3,5.662033258,2.662033258,0,7,0,6.2,-2.4,-1
-"1012",1983,3,1,0,2,2,0,-26,1,,0.2,-3
-"1013",1983,3,2,2,3,1,0,-26,1,,0.2,-3
-"1014",1983,3,3,3,3.57804641,0.57804641,0,-26,1,,0.2,-3
-"1015",1984,3,1,0,2,2,0,-13,0,2.5,-0.7,-4
-"1016",1984,3,2,2,3,1,0,-13,0,2.5,-0.7,-4
-"1017",1984,3,3,3,6,3,0,-13,0,2.5,-0.7,-4
-"1018",1984,3,4,6,6.5,0.5,0,-13,0,2.5,-0.7,-4
-"1019",1984,3,5,6.5,8,1.5,0,-13,0,2.5,-0.7,-4
-"1020",1984,3,6,8,10,2,0,-13,0,2.5,-0.7,-4
-"1021",1985,3,1,0,1.124944682,1.124944682,0,-6,1,0.9,0.6,-5
-"1022",1986,3,1,0,0.898251759,0.898251759,0,-7,0,2.5,0.7,8
-"1023",1987,3,1,0,2,2,0,18,1,0.3,1.6,-9
-"1024",1987,3,2,2,3,1,0,18,1,0.3,1.6,-9
-"1025",1987,3,3,3,5.336709431,2.336709431,0,18,1,0.3,1.6,-9
-"1026",1988,3,1,0,0.931782329,0.931782329,0,-12,1,2.6,-0.5,-2
-"1027",1989,3,1,0,0.110479038,0.110479038,1,16,1,2.5,1.9,4
-"1028",1990,3,1,0,0.892315348,0.892315348,1,-20,0,6.1,0.1,-3
-"1029",1991,3,1,0,1.225667551,1.225667551,1,14,0,2.7,0.6,10
-"1030",1992,3,1,0,0.33572726,0.33572726,1,14,0,8.2,0.1,-5
-"1031",1993,3,1,0,1.699631285,1.699631285,1,-28,0,-6.1,-0.8,6
-"1032",1994,3,1,0,2,2,0,7,1,-7.7,0.5,3
-"1033",1994,3,2,2,3,1,0,7,1,-7.7,0.5,3
-"1034",1994,3,3,3,6,3,0,7,1,-7.7,0.5,3
-"1035",1994,3,4,6,6.5,0.5,0,7,1,-7.7,0.5,3
-"1036",1994,3,5,6.5,8,1.5,0,7,1,-7.7,0.5,3
-"1037",1994,3,6,8,8.713947114,0.713947114,1,7,1,-7.7,0.5,3
-"1038",1995,3,1,0,0.127449425,0.127449425,1,-5,0,-4.8,-1.2,6
-"1039",1996,3,1,0,2,2,0,-16,1,-7.8,-0.1,-6
-"1040",1996,3,2,2,3,1,0,-16,1,-7.8,-0.1,-6
-"1041",1996,3,3,3,6,3,0,-16,1,-7.8,-0.1,-6
-"1042",1996,3,4,6,6.5,0.5,0,-16,1,-7.8,-0.1,-6
-"1043",1996,3,5,6.5,8,1.5,0,-16,1,-7.8,-0.1,-6
-"1044",1996,3,6,8,10,2,0,-16,1,-7.8,-0.1,-6
-"1045",1997,3,1,,,,,14,0,-10.3,-0.7,1
-"1046",1998,3,1,0,2,2,0,-18,1,-5.9,-0.2,-9
-"1047",1998,3,2,2,3,1,0,-18,1,-5.9,-0.2,-9
-"1048",1998,3,3,3,6,3,0,-18,1,-5.9,-0.2,-9
-"1049",1998,3,4,6,6.33037489,0.33037489,0,-18,1,-5.9,-0.2,-9
-"1050",1999,3,1,0,2,2,0,-13,1,-0.1,0.2,-7
-"1051",1999,3,2,2,2.43618467,0.43618467,0,-13,1,-0.1,0.2,-7
-"1052",2000,3,1,0,1.703122009,1.703122009,1,-7,0,5.4,1.8,-5
-"1053",2001,3,1,0,2,2,0,-17,0,6.1,0.3,-2
-"1054",2001,3,2,2,3,1,0,-17,0,6.1,0.3,-2
-"1055",2001,3,3,3,6,3,0,-17,0,6.1,0.3,-2
-"1056",2001,3,4,6,6.5,0.5,0,-17,0,6.1,0.3,-2
-"1057",2001,3,5,6.5,6.528841663,0.028841663,1,-17,0,6.1,0.3,-2
-"1058",2002,3,1,0,0.808711086,0.808711086,1,12,0,-2.1,-0.9,4
-"1059",2003,3,1,0,0.075053163,0.075053163,1,17,0,8.2,0.7,2
-"1060",2004,3,1,0,1.152216309,1.152216309,0,-14,1,-3.4,0.6,-3
-"1061",2005,3,1,0,0.096852229,0.096852229,0,6,0,-3.7,1.4,-2
-"1062",2006,3,1,0,2,2,0,16,1,-4.2,0.3,-2
-"1063",2006,3,2,2,3,1,0,16,1,-4.2,0.3,-2
-"1064",2006,3,3,3,4.68688337,1.68688337,0,16,1,-4.2,0.3,-2
-"1065",2007,3,1,0,2,2,0,-12,1,5.8,-0.1,-1
-"1066",2007,3,2,2,3,1,0,-12,1,5.8,-0.1,-1
-"1067",2007,3,3,3,3.499212883,0.499212883,0,-12,1,5.8,-0.1,-1
-"1068",2008,3,1,0,0.761813239,0.761813239,1,-7,0,-1,-0.8,5
-"1069",2009,3,1,0,1.475708325,1.475708325,1,-6,0,-5.3,0.3,0
-"1070",2010,3,1,0,1.346698433,1.346698433,0,4,1,-5.3,-0.8,-1
-"1071",2011,3,1,0,2,2,0,5,1,7.1,0.3,-7
-"1072",2011,3,2,2,2.023708026,0.023708026,0,5,1,7.1,0.3,-7
-"1073",2012,3,1,0,0.363297809,0.363297809,1,8,0,-2.6,-0.7,2
-"1074",2013,3,1,0,1.822757838,1.822757838,1,-1,0,-3.6,-1.2,3
-"1075",2014,3,1,0,0.200766051,0.200766051,1,35,1,0.8,1.2,-2
-"1076",2015,3,1,0,0.38236103,0.38236103,1,3,0,-0.9,-0.4,3
-"1077",2016,3,1,0,2,2,0,-6,0,1.7,-0.7,-1
-"1078",2016,3,2,2,3,1,0,-6,0,1.7,-0.7,-1
-"1079",2016,3,3,3,4.97457381,1.97457381,0,-6,0,1.7,-0.7,-1
-"1080",2017,3,1,0,0.340793253,0.340793253,0,11,1,5,0.6,1
-"1081",2018,3,1,0,2,2,0,5,1,-4.6,-2.2,-4
-"1082",2018,3,2,2,3,1,0,5,1,-4.6,-2.2,-4
-"1083",2018,3,3,3,6,3,0,5,1,-4.6,-2.2,-4
-"1084",2018,3,4,6,6.5,0.5,0,5,1,-4.6,-2.2,-4
-"1085",2018,3,5,6.5,8,1.5,0,5,1,-4.6,-2.2,-4
-"1086",2018,3,6,8,10,2,0,5,1,-4.6,-2.2,-4
-"1087",2019,3,1,0,1.034354216,1.034354216,0,-13,1,-1,1.8,0
-"1088",2020,3,1,0,0.811651564,0.811651564,1,11,0,-3.5,2,-6
-"1089",2021,3,1,0,2,2,0,-14,0,3.4,0.7,-4
-"1090",2021,3,2,2,3,1,0,-14,0,3.4,0.7,-4
-"1091",2021,3,3,3,5.085070279,2.085070279,0,-14,0,3.4,0.7,-4
-"1092",2022,3,1,0,0.792258625,0.792258625,0,3,1,0.1,-1.3,2
-"1093",2023,3,1,0,2,2,0,-16,0,-6.3,-2.6,-3
-"1094",2023,3,2,2,3,1,0,-16,0,-6.3,-2.6,-3
-"1095",2023,3,3,3,6,3,0,-16,0,-6.3,-2.6,-3
-"1096",2023,3,4,6,6.5,0.5,0,-16,0,-6.3,-2.6,-3
-"1097",2023,3,5,6.5,8,1.5,0,-16,0,-6.3,-2.6,-3
-"1098",2023,3,6,8,9.880355842,1.880355842,0,-16,0,-6.3,-2.6,-3
-"1099",2024,3,1,0,0.422504877,0.422504877,1,15,1,8.9,-0.1,1
-"1100",2025,3,1,0,0.285273364,0.285273364,1,5,0,-0.6,1.7,-1
-"1101",2026,3,1,0,2,2,0,-21,0,-12.9,-0.7,3
-"1102",2026,3,2,2,3,1,0,-21,0,-12.9,-0.7,3
-"1103",2026,3,3,3,3.079604069,0.079604069,0,-21,0,-12.9,-0.7,3
-"1104",2027,3,1,0,0.279344837,0.279344837,0,-8,1,0.2,-1.6,-6
-"1105",2028,3,1,0,1.253978126,1.253978126,0,-7,1,4.8,-0.4,1
-"1106",2029,3,1,0,2,2,0,-14,0,-3.1,0.8,2
-"1107",2029,3,2,2,3,1,0,-14,0,-3.1,0.8,2
-"1108",2029,3,3,3,3.101650617,0.101650617,1,-14,0,-3.1,0.8,2
-"1109",2030,3,1,0,0.509886292,0.509886292,0,-12,0,-2,-1.1,6
-"1110",2031,3,1,0,2,2,0,-7,0,2.3,-0.4,-6
-"1111",2031,3,2,2,3,1,0,-7,0,2.3,-0.4,-6
-"1112",2031,3,3,3,4.737750615,1.737750615,0,-7,0,2.3,-0.4,-6
-"1113",2032,3,1,0,0.878929718,0.878929718,1,14,1,-4.3,0.5,10
-"1114",2033,3,1,0,1.181185267,1.181185267,1,-6,0,1.5,-1.4,1
-"1115",2034,3,1,0,2,2,0,-5,0,-6.4,0,-5
-"1116",2034,3,2,2,3,1,0,-5,0,-6.4,0,-5
-"1117",2034,3,3,3,6,3,0,-5,0,-6.4,0,-5
-"1118",2034,3,4,6,6.5,0.5,0,-5,0,-6.4,0,-5
-"1119",2034,3,5,6.5,8,1.5,0,-5,0,-6.4,0,-5
-"1120",2034,3,6,8,8.348360722,0.348360722,0,-5,0,-6.4,0,-5
-"1121",2035,3,1,0,2,2,0,2,0,-2.8,0.4,4
-"1122",2035,3,2,2,3,1,0,2,0,-2.8,0.4,4
-"1123",2035,3,3,3,6,3,0,2,0,-2.8,0.4,4
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING1.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING1.rda
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index 6a845fbb..00000000
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING2.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING2.rda
deleted file mode 100644
index 3640776a..00000000
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING3.rda b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING3.rda
deleted file mode 100644
index b1603264..00000000
Binary files a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study1.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study1.csv
deleted file mode 100644
index f51196c2..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study1.csv
+++ /dev/null
@@ -1,2061 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study2.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study2.csv
deleted file mode 100644
index 68017c4f..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study2.csv
+++ /dev/null
@@ -1,1641 +0,0 @@
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diff --git a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study3.csv b/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study3.csv
deleted file mode 100644
index 7cc650da..00000000
--- a/tests/testthat/data_files/SURVIVAL/EXPAND_NO_MISSING/expand_no_missing_study3.csv
+++ /dev/null
@@ -1,2689 +0,0 @@
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-"950",1960,3,1,0,0.454071106,0.454071106,1,-5,0,0.6,1.5,0
-"951",1961,3,1,0,2,2,0,-6,0,-8.4,0.5,-5
-"952",1961,3,2,2,3,1,0,-6,0,-8.4,0.5,-5
-"953",1961,3,3,3,6,3,0,-6,0,-8.4,0.5,-5
-"954",1961,3,4,6,6.5,0.5,0,-6,0,-8.4,0.5,-5
-"955",1961,3,5,6.5,8,1.5,0,-6,0,-8.4,0.5,-5
-"956",1961,3,6,8,10,2,0,-6,0,-8.4,0.5,-5
-"957",1962,3,1,0,0.570252644,0.570252644,1,-21,1,-3.7,1.8,3
-"958",1963,3,1,0,0.930353392,0.930353392,1,1,0,1,0.7,5
-"959",1964,3,1,0,2,2,0,-13,0,1.7,-0.4,3
-"960",1964,3,2,2,3,1,0,-13,0,1.7,-0.4,3
-"961",1964,3,3,3,6,3,0,-13,0,1.7,-0.4,3
-"962",1964,3,4,6,6.5,0.5,0,-13,0,1.7,-0.4,3
-"963",1964,3,5,6.5,8,1.5,0,-13,0,1.7,-0.4,3
-"964",1964,3,6,8,9.200302107,1.200302107,1,-13,0,1.7,-0.4,3
-"965",1965,3,1,0,2,2,0,9,0,-7,1.2,0
-"966",1965,3,2,2,3,1,0,9,0,-7,1.2,0
-"967",1965,3,3,3,4.84596909,1.84596909,1,9,0,-7,1.2,0
-"968",1966,3,1,0,2,2,0,-7,1,-2.7,1.5,-5
-"969",1966,3,2,2,3,1,0,-7,1,-2.7,1.5,-5
-"970",1966,3,3,3,6,3,0,-7,1,-2.7,1.5,-5
-"971",1966,3,4,6,6.5,0.5,0,-7,1,-2.7,1.5,-5
-"972",1966,3,5,6.5,8,1.5,0,-7,1,-2.7,1.5,-5
-"973",1966,3,6,8,10,2,0,-7,1,-2.7,1.5,-5
-"974",1967,3,1,0,0.251776106,0.251776106,1,3,1,-3.9,-0.1,1
-"975",1968,3,1,0,0.544735388,0.544735388,1,5,0,-9.7,0.3,-7
-"976",1969,3,1,0,2,2,0,-9,1,-1.9,0.9,1
-"977",1969,3,2,2,3,1,0,-9,1,-1.9,0.9,1
-"978",1969,3,3,3,6,3,0,-9,1,-1.9,0.9,1
-"979",1969,3,4,6,6.301258196,0.301258196,1,-9,1,-1.9,0.9,1
-"980",1970,3,1,0,0.623555925,0.623555925,1,19,0,-10.9,1.7,-3
-"981",1971,3,1,0,2,2,0,-4,1,10.4,-0.1,3
-"982",1971,3,2,2,3,1,0,-4,1,10.4,-0.1,3
-"983",1971,3,3,3,6,3,0,-4,1,10.4,-0.1,3
-"984",1971,3,4,6,6.5,0.5,0,-4,1,10.4,-0.1,3
-"985",1971,3,5,6.5,8,1.5,0,-4,1,10.4,-0.1,3
-"986",1971,3,6,8,10,2,0,-4,1,10.4,-0.1,3
-"987",1972,3,1,0,2,2,0,-26,0,2.5,-0.6,-7
-"988",1972,3,2,2,2.197842888,0.197842888,0,-26,0,2.5,-0.6,-7
-"989",1973,3,1,0,2,2,0,6,0,-0.6,0.5,-4
-"990",1973,3,2,2,2.389999684,0.389999684,1,6,0,-0.6,0.5,-4
-"991",1974,3,1,0,0.091769472,0.091769472,1,13,1,-4.1,2.5,3
-"992",1975,3,1,0,0.996045647,0.996045647,0,2,1,3,-0.4,0
-"993",1976,3,1,0,2,2,0,-18,0,-5.2,-1.1,3
-"994",1976,3,2,2,3,1,0,-18,0,-5.2,-1.1,3
-"995",1976,3,3,3,4.324468784,1.324468784,0,-18,0,-5.2,-1.1,3
-"996",1977,3,1,0,2,2,0,-5,0,5.3,-0.2,0
-"997",1977,3,2,2,2.083346113,0.083346113,0,-5,0,5.3,-0.2,0
-"998",1978,3,1,0,0.134940331,0.134940331,1,3,0,-2.4,1.2,8
-"999",1979,3,1,0,0.620050505,0.620050505,0,4,1,2.4,0.6,5
-"1000",1980,3,1,0,2,2,0,-1,1,-2.9,0.4,4
-"1001",1980,3,2,2,3,1,0,-1,1,-2.9,0.4,4
-"1002",1980,3,3,3,6,3,0,-1,1,-2.9,0.4,4
-"1003",1980,3,4,6,6.5,0.5,0,-1,1,-2.9,0.4,4
-"1004",1980,3,5,6.5,8,1.5,0,-1,1,-2.9,0.4,4
-"1005",1980,3,6,8,8.005617512,0.005617512,1,-1,1,-2.9,0.4,4
-"1006",1981,3,1,0,2,2,0,-6,1,0.4,-0.8,2
-"1007",1981,3,2,2,3,1,0,-6,1,0.4,-0.8,2
-"1008",1981,3,3,3,3.67118193,0.67118193,0,-6,1,0.4,-0.8,2
-"1009",1982,3,1,0,2,2,0,7,0,6.2,-2.4,-1
-"1010",1982,3,2,2,3,1,0,7,0,6.2,-2.4,-1
-"1011",1982,3,3,3,5.662033258,2.662033258,0,7,0,6.2,-2.4,-1
-"1012",1983,3,1,0,2,2,0,-26,1,2.2,0.2,-3
-"1013",1983,3,2,2,3,1,0,-26,1,2.2,0.2,-3
-"1014",1983,3,3,3,3.57804641,0.57804641,0,-26,1,2.2,0.2,-3
-"1015",1984,3,1,0,2,2,0,-13,0,2.5,-0.7,-4
-"1016",1984,3,2,2,3,1,0,-13,0,2.5,-0.7,-4
-"1017",1984,3,3,3,6,3,0,-13,0,2.5,-0.7,-4
-"1018",1984,3,4,6,6.5,0.5,0,-13,0,2.5,-0.7,-4
-"1019",1984,3,5,6.5,8,1.5,0,-13,0,2.5,-0.7,-4
-"1020",1984,3,6,8,10,2,0,-13,0,2.5,-0.7,-4
-"1021",1985,3,1,0,1.124944682,1.124944682,0,-6,1,0.9,0.6,-5
-"1022",1986,3,1,0,0.898251759,0.898251759,0,-7,0,2.5,0.7,8
-"1023",1987,3,1,0,2,2,0,18,1,0.3,1.6,-9
-"1024",1987,3,2,2,3,1,0,18,1,0.3,1.6,-9
-"1025",1987,3,3,3,5.336709431,2.336709431,0,18,1,0.3,1.6,-9
-"1026",1988,3,1,0,0.931782329,0.931782329,0,-12,1,2.6,-0.5,-2
-"1027",1989,3,1,0,0.110479038,0.110479038,1,16,1,2.5,1.9,4
-"1028",1990,3,1,0,0.892315348,0.892315348,1,-20,0,6.1,0.1,-3
-"1029",1991,3,1,0,1.225667551,1.225667551,1,14,0,2.7,0.6,10
-"1030",1992,3,1,0,0.33572726,0.33572726,1,14,0,8.2,0.1,-5
-"1031",1993,3,1,0,1.699631285,1.699631285,1,-28,0,-6.1,-0.8,6
-"1032",1994,3,1,0,2,2,0,7,1,-7.7,0.5,3
-"1033",1994,3,2,2,3,1,0,7,1,-7.7,0.5,3
-"1034",1994,3,3,3,6,3,0,7,1,-7.7,0.5,3
-"1035",1994,3,4,6,6.5,0.5,0,7,1,-7.7,0.5,3
-"1036",1994,3,5,6.5,8,1.5,0,7,1,-7.7,0.5,3
-"1037",1994,3,6,8,8.713947114,0.713947114,1,7,1,-7.7,0.5,3
-"1038",1995,3,1,0,0.127449425,0.127449425,1,-5,0,-4.8,-1.2,6
-"1039",1996,3,1,0,2,2,0,-16,1,-7.8,-0.1,-6
-"1040",1996,3,2,2,3,1,0,-16,1,-7.8,-0.1,-6
-"1041",1996,3,3,3,6,3,0,-16,1,-7.8,-0.1,-6
-"1042",1996,3,4,6,6.5,0.5,0,-16,1,-7.8,-0.1,-6
-"1043",1996,3,5,6.5,8,1.5,0,-16,1,-7.8,-0.1,-6
-"1044",1996,3,6,8,10,2,0,-16,1,-7.8,-0.1,-6
-"1045",1997,3,1,0,0.027488892,0.027488892,1,14,0,-10.3,-0.7,1
-"1046",1998,3,1,0,2,2,0,-18,1,-5.9,-0.2,-9
-"1047",1998,3,2,2,3,1,0,-18,1,-5.9,-0.2,-9
-"1048",1998,3,3,3,6,3,0,-18,1,-5.9,-0.2,-9
-"1049",1998,3,4,6,6.33037489,0.33037489,0,-18,1,-5.9,-0.2,-9
-"1050",1999,3,1,0,2,2,0,-13,1,-0.1,0.2,-7
-"1051",1999,3,2,2,2.43618467,0.43618467,0,-13,1,-0.1,0.2,-7
-"1052",2000,3,1,0,1.703122009,1.703122009,1,-7,0,5.4,1.8,-5
-"1053",2001,3,1,0,2,2,0,-17,0,6.1,0.3,-2
-"1054",2001,3,2,2,3,1,0,-17,0,6.1,0.3,-2
-"1055",2001,3,3,3,6,3,0,-17,0,6.1,0.3,-2
-"1056",2001,3,4,6,6.5,0.5,0,-17,0,6.1,0.3,-2
-"1057",2001,3,5,6.5,6.528841663,0.028841663,1,-17,0,6.1,0.3,-2
-"1058",2002,3,1,0,0.808711086,0.808711086,1,12,0,-2.1,-0.9,4
-"1059",2003,3,1,0,0.075053163,0.075053163,1,17,0,8.2,0.7,2
-"1060",2004,3,1,0,1.152216309,1.152216309,0,-14,1,-3.4,0.6,-3
-"1061",2005,3,1,0,0.096852229,0.096852229,0,6,0,-3.7,1.4,-2
-"1062",2006,3,1,0,2,2,0,16,1,-4.2,0.3,-2
-"1063",2006,3,2,2,3,1,0,16,1,-4.2,0.3,-2
-"1064",2006,3,3,3,4.68688337,1.68688337,0,16,1,-4.2,0.3,-2
-"1065",2007,3,1,0,2,2,0,-12,1,5.8,-0.1,-1
-"1066",2007,3,2,2,3,1,0,-12,1,5.8,-0.1,-1
-"1067",2007,3,3,3,3.499212883,0.499212883,0,-12,1,5.8,-0.1,-1
-"1068",2008,3,1,0,0.761813239,0.761813239,1,-7,0,-1,-0.8,5
-"1069",2009,3,1,0,1.475708325,1.475708325,1,-6,0,-5.3,0.3,0
-"1070",2010,3,1,0,1.346698433,1.346698433,0,4,1,-5.3,-0.8,-1
-"1071",2011,3,1,0,2,2,0,5,1,7.1,0.3,-7
-"1072",2011,3,2,2,2.023708026,0.023708026,0,5,1,7.1,0.3,-7
-"1073",2012,3,1,0,0.363297809,0.363297809,1,8,0,-2.6,-0.7,2
-"1074",2013,3,1,0,1.822757838,1.822757838,1,-1,0,-3.6,-1.2,3
-"1075",2014,3,1,0,0.200766051,0.200766051,1,35,1,0.8,1.2,-2
-"1076",2015,3,1,0,0.38236103,0.38236103,1,3,0,-0.9,-0.4,3
-"1077",2016,3,1,0,2,2,0,-6,0,1.7,-0.7,-1
-"1078",2016,3,2,2,3,1,0,-6,0,1.7,-0.7,-1
-"1079",2016,3,3,3,4.97457381,1.97457381,0,-6,0,1.7,-0.7,-1
-"1080",2017,3,1,0,0.340793253,0.340793253,0,11,1,5,0.6,1
-"1081",2018,3,1,0,2,2,0,5,1,-4.6,-2.2,-4
-"1082",2018,3,2,2,3,1,0,5,1,-4.6,-2.2,-4
-"1083",2018,3,3,3,6,3,0,5,1,-4.6,-2.2,-4
-"1084",2018,3,4,6,6.5,0.5,0,5,1,-4.6,-2.2,-4
-"1085",2018,3,5,6.5,8,1.5,0,5,1,-4.6,-2.2,-4
-"1086",2018,3,6,8,10,2,0,5,1,-4.6,-2.2,-4
-"1087",2019,3,1,0,1.034354216,1.034354216,0,-13,1,-1,1.8,0
-"1088",2020,3,1,0,0.811651564,0.811651564,1,11,0,-3.5,2,-6
-"1089",2021,3,1,0,2,2,0,-14,0,3.4,0.7,-4
-"1090",2021,3,2,2,3,1,0,-14,0,3.4,0.7,-4
-"1091",2021,3,3,3,5.085070279,2.085070279,0,-14,0,3.4,0.7,-4
-"1092",2022,3,1,0,0.792258625,0.792258625,0,3,1,0.1,-1.3,2
-"1093",2023,3,1,0,2,2,0,-16,0,-6.3,-2.6,-3
-"1094",2023,3,2,2,3,1,0,-16,0,-6.3,-2.6,-3
-"1095",2023,3,3,3,6,3,0,-16,0,-6.3,-2.6,-3
-"1096",2023,3,4,6,6.5,0.5,0,-16,0,-6.3,-2.6,-3
-"1097",2023,3,5,6.5,8,1.5,0,-16,0,-6.3,-2.6,-3
-"1098",2023,3,6,8,9.880355842,1.880355842,0,-16,0,-6.3,-2.6,-3
-"1099",2024,3,1,0,0.422504877,0.422504877,1,15,1,8.9,-0.1,1
-"1100",2025,3,1,0,0.285273364,0.285273364,1,5,0,-0.6,1.7,-1
-"1101",2026,3,1,0,2,2,0,-21,0,-12.9,-0.7,3
-"1102",2026,3,2,2,3,1,0,-21,0,-12.9,-0.7,3
-"1103",2026,3,3,3,3.079604069,0.079604069,0,-21,0,-12.9,-0.7,3
-"1104",2027,3,1,0,0.279344837,0.279344837,0,-8,1,0.2,-1.6,-6
-"1105",2028,3,1,0,1.253978126,1.253978126,0,-7,1,4.8,-0.4,1
-"1106",2029,3,1,0,2,2,0,-14,0,-3.1,0.8,2
-"1107",2029,3,2,2,3,1,0,-14,0,-3.1,0.8,2
-"1108",2029,3,3,3,3.101650617,0.101650617,1,-14,0,-3.1,0.8,2
-"1109",2030,3,1,0,0.509886292,0.509886292,0,-12,0,-2,-1.1,6
-"1110",2031,3,1,0,2,2,0,-7,0,2.3,-0.4,-6
-"1111",2031,3,2,2,3,1,0,-7,0,2.3,-0.4,-6
-"1112",2031,3,3,3,4.737750615,1.737750615,0,-7,0,2.3,-0.4,-6
-"1113",2032,3,1,0,0.878929718,0.878929718,1,14,1,-4.3,0.5,10
-"1114",2033,3,1,0,1.181185267,1.181185267,1,-6,0,1.5,-1.4,1
-"1115",2034,3,1,0,2,2,0,-5,0,-6.4,0,-5
-"1116",2034,3,2,2,3,1,0,-5,0,-6.4,0,-5
-"1117",2034,3,3,3,6,3,0,-5,0,-6.4,0,-5
-"1118",2034,3,4,6,6.5,0.5,0,-5,0,-6.4,0,-5
-"1119",2034,3,5,6.5,8,1.5,0,-5,0,-6.4,0,-5
-"1120",2034,3,6,8,8.348360722,0.348360722,0,-5,0,-6.4,0,-5
-"1121",2035,3,1,0,2,2,0,2,0,-2.8,0.4,4
-"1122",2035,3,2,2,3,1,0,2,0,-2.8,0.4,4
-"1123",2035,3,3,3,6,3,0,2,0,-2.8,0.4,4
-"1124",2035,3,4,6,6.5,0.5,0,2,0,-2.8,0.4,4
-"1125",2035,3,5,6.5,8,1.5,0,2,0,-2.8,0.4,4
-"1126",2035,3,6,8,8.386187048,0.386187048,1,2,0,-2.8,0.4,4
-"1127",2036,3,1,0,0.081949968,0.081949968,1,41,0,-3.8,1.9,-4
-"1128",2037,3,1,0,0.814672996,0.814672996,1,-3,1,6.1,-1.9,5
-"1129",2038,3,1,0,1.110512483,1.110512483,1,5,0,-2,-0.9,-2
-"1130",2039,3,1,0,0.579792593,0.579792593,1,20,0,1.5,0,0
-"1131",2040,3,1,0,2,2,0,-23,1,-2.8,-1.1,0
-"1132",2040,3,2,2,3,1,0,-23,1,-2.8,-1.1,0
-"1133",2040,3,3,3,6,3,0,-23,1,-2.8,-1.1,0
-"1134",2040,3,4,6,6.025306788,0.025306788,0,-23,1,-2.8,-1.1,0
-"1135",2041,3,1,0,0.874834698,0.874834698,1,25,0,4.4,-0.3,8
-"1136",2042,3,1,0,0.991096953,0.991096953,1,-1,0,-1.8,-0.6,4
-"1137",2043,3,1,0,0.003434742,0.003434742,0,-10,1,2.3,0.4,-1
-"1138",2044,3,1,0,2,2,0,16,0,2,-1.5,7
-"1139",2044,3,2,2,3,1,0,16,0,2,-1.5,7
-"1140",2044,3,3,3,6,3,0,16,0,2,-1.5,7
-"1141",2044,3,4,6,6.5,0.5,0,16,0,2,-1.5,7
-"1142",2044,3,5,6.5,7.189869377,0.689869377,0,16,0,2,-1.5,7
-"1143",2045,3,1,0,1.33224991,1.33224991,1,-10,1,-0.3,1.5,-5
-"1144",2046,3,1,0,0.32639012,0.32639012,0,7,1,-0.9,-0.2,-1
-"1145",2047,3,1,0,0.323422191,0.323422191,1,6,0,-5.2,1.5,4
-"1146",2048,3,1,0,0.121303934,0.121303934,1,39,1,-4.3,-1.1,7
-"1147",2049,3,1,0,2,2,0,-2,1,-3,1.4,-4
-"1148",2049,3,2,2,3,1,0,-2,1,-3,1.4,-4
-"1149",2049,3,3,3,5.870380853,2.870380853,0,-2,1,-3,1.4,-4
-"1150",2050,3,1,0,1.304193259,1.304193259,1,13,0,-10.2,0.4,8
-"1151",2051,3,1,0,2,2,0,8,1,-3.1,-0.2,-4
-"1152",2051,3,2,2,3,1,0,8,1,-3.1,-0.2,-4
-"1153",2051,3,3,3,6,3,0,8,1,-3.1,-0.2,-4
-"1154",2051,3,4,6,6.5,0.5,0,8,1,-3.1,-0.2,-4
-"1155",2051,3,5,6.5,8,1.5,0,8,1,-3.1,-0.2,-4
-"1156",2051,3,6,8,10,2,0,8,1,-3.1,-0.2,-4
-"1157",2052,3,1,0,2,2,0,-13,1,-5.1,1.2,-3
-"1158",2052,3,2,2,3,1,0,-13,1,-5.1,1.2,-3
-"1159",2052,3,3,3,6,3,0,-13,1,-5.1,1.2,-3
-"1160",2052,3,4,6,6.5,0.5,0,-13,1,-5.1,1.2,-3
-"1161",2052,3,5,6.5,8,1.5,0,-13,1,-5.1,1.2,-3
-"1162",2052,3,6,8,9.275367428,1.275367428,1,-13,1,-5.1,1.2,-3
-"1163",2053,3,1,0,1.336050431,1.336050431,0,-1,1,7.7,1,-6
-"1164",2054,3,1,0,0.23039005,0.23039005,0,-9,1,-1.4,0.2,10
-"1165",2055,3,1,0,0.704978068,0.704978068,1,14,1,2.4,-0.1,-1
-"1166",2056,3,1,0,0.838133015,0.838133015,1,5,0,1.2,1.4,-5
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-"2668",2702,3,1,0,0.539659162,0.539659162,1,17,1,3.4,1.2,3
-"2669",2703,3,1,0,2,2,0,5,1,5.6,-0.4,-6
-"2670",2703,3,2,2,3,1,0,5,1,5.6,-0.4,-6
-"2671",2703,3,3,3,6,3,0,5,1,5.6,-0.4,-6
-"2672",2703,3,4,6,6.5,0.5,0,5,1,5.6,-0.4,-6
-"2673",2703,3,5,6.5,8,1.5,0,5,1,5.6,-0.4,-6
-"2674",2703,3,6,8,10,2,0,5,1,5.6,-0.4,-6
-"2675",2704,3,1,0,0.830058124,0.830058124,1,-7,0,2.8,0.2,1
-"2676",2705,3,1,0,2,2,0,-18,1,3.8,-1.1,3
-"2677",2705,3,2,2,3,1,0,-18,1,3.8,-1.1,3
-"2678",2705,3,3,3,3.981301403,0.981301403,0,-18,1,3.8,-1.1,3
-"2679",2706,3,1,0,2,2,0,-9,0,2.4,0.2,-2
-"2680",2706,3,2,2,2.363675889,0.363675889,0,-9,0,2.4,0.2,-2
-"2681",2707,3,1,0,0.355286128,0.355286128,1,25,0,-4.2,1.4,-6
-"2682",2708,3,1,0,0.909153928,0.909153928,0,-8,0,-1.7,-1,10
-"2683",2709,3,1,0,2,2,0,17,1,0.8,-0.2,0
-"2684",2709,3,2,2,3,1,0,17,1,0.8,-0.2,0
-"2685",2709,3,3,3,3.903158958,0.903158958,0,17,1,0.8,-0.2,0
-"2686",2710,3,1,0,2,2,0,-9,0,0.5,-1.3,-3
-"2687",2710,3,2,2,2.380016416,0.380016416,0,-9,0,0.5,-1.3,-3
-"2688",2711,3,1,0,0.000878118,0.000878118,0,-3,1,-3.5,1.2,0
-"2689",2712,3,1,0,0.003670336,0.003670336,1,15,1,1.9,0,-1
diff --git a/tests/testthat/data_files/TESTING/DATASET1.csv b/tests/testthat/data_files/TESTING/DATASET1.csv
deleted file mode 100644
index e268239c..00000000
--- a/tests/testthat/data_files/TESTING/DATASET1.csv
+++ /dev/null
@@ -1,72 +0,0 @@
-ID,CHARACTER,LOGICAL,NA_VALUES,NULL_VALUES,INTEGER,NON_NEGATIVE_INTEGER,POSITIVE_INTEGER,NEGATIVE_INTEGER,NUMERIC,NON_NEGATIVE_NUMERIC,POSITIVE_NUMERIC,NEGATIVE_NUMERIC,FACTOR_CHARACTER,FACTOR_INTEGER,IDENTIFIER,CATEGORY,NUMERIC_ONE_CHANGE,INTEGER_ONE_CHANGE
-1,Zeus,TRUE,NA,,9341,4202,657,-3179,2923.7581974153,5379.24614667274,6514.15395085488,-6897.91286267618,married,0,1,100,2923.7581974153,9341
-2,Hera,FALSE,NA,,-1252,6290,7038,-4954,-3897.11975526751,808.499985192554,8587.92722912802,-6900.23380584103,divorced,1,1,200,-3897.11975526751,-1252
-3,Poseidon,TRUE,NA,,7203,3198,5321,-2568,521.0969282585,6583.46271746688,6981.21982893776,-244.635269169248,single,2,1,300,521.0969282585,7203
-4,Demeter,FALSE,NA,,-3761,2844,3407,-2012,-6060.820598129,0,7826.1807714341,-8152.32299139582,widowed,3,1,400,-6060.820598129,-3761
-5,Ares,TRUE,NA,,7712,8952,7576,-1080,497.351173655977,610.474878356973,1088.14027603084,-3309.0691424742,in_civil_relationship,0,1,500,497.351173655977,7712
-6,Athena,FALSE,NA,,-1225,4729,3641,-3586,-3728.14833339524,3106.95651277413,8152.57016935135,-3001.60793829306,married,1,1,600,-3728.14833339524,-1225
-7,Apollo,TRUE,NA,,3855,7330,6551,-5679,7505.31517692802,6325.64928658789,496.371137466699,-8839.33493314935,divorced,2,2,100,7505.31517692802,3855
-8,Artemis,FALSE,NA,,-9020,7185,4397,-7435,-8825.61007684142,9529.7676841366,141.456585280659,-3542.40732878919,single,3,2,200,-8825.61007684142,-9020
-9,Hephaestus,TRUE,NA,,106,266,5231,-6361,7804.25699831023,7411.5760881749,7333.30666957932,-5040.47849023947,widowed,0,2,300,7804.25699831023,106
-10,Aphrodite,FALSE,NA,,-6038,7304,7099,-9468,-4714.47103432362,9736.99896768678,2480.42540146726,-9077.99959010686,in_civil_relationship,1,2,400,-4714.47103432362,-6038
-11,Hermes,TRUE,NA,,9081,3217,1795,-483,9271.83091671044,2713.15446279447,8194.50650734961,-6674.99811877063,married,2,2,500,9271.83091671044,9081
-12,Dionysus,FALSE,NA,,-9308,7288,3385,-9750,-1650.68081307081,9832.01225697354,872.977498795182,-8713.8095286436,divorced,3,2,600,-1650.68081307081,-9308
-13,Hades,TRUE,NA,,6569,3022,2869,-4126,7347.74058129981,9608.7875818978,866.294001398101,-675.467333505162,single,0,3,100,7347.74058129981,6569
-14,Hypnos,FALSE,NA,,-4279,0,2303,-5247,-1080.31048279617,5745.24037217575,794.711761858492,-5447.68883309206,widowed,1,3,200,-1080.31048279617,-4279
-15,Nike,TRUE,NA,,7450,6790,6071,-1299,4754.00495717629,2166.65863682638,4617.80096077377,-5476.66148522311,in_civil_relationship,2,3,300,4754.00495717629,7450
-16,Janus,FALSE,NA,,-6669,934,9871,-6626,-8124.5787887829,7614.62989058166,9349.95738612513,-1015.19971142311,married,3,3,400,-8124.5787887829,-6669
-17,Nemesis,TRUE,NA,,9962,1624,1069,-1527,9109.75757701583,5612.23929835875,909.395703789748,-7608.49727043559,divorced,0,3,500,9109.75757701583,9962
-18,Iris,FALSE,NA,,-7714,7024,8777,-6727,-4250.56557673115,357.331422265683,3555.18503489267,-5648.77457334475,single,1,3,600,-4250.56557673115,-1637714
-19,Hectate,TRUE,NA,,7535,8510,9910,-1895,4660.40612581846,769.729270714389,1967.58576422653,-2765.74961965438,widowed,2,4,100,4660.40612581846,7535
-20,Apollo,FALSE,NA,,-7571,5384,9101,-4869,-7220.78027682354,2878.69014098638,4964.44490558932,-3941.29455121397,in_civil_relationship,3,4,200,-7220.78027682354,-7571
-21,Bacchus,TRUE,NA,,2197,3120,9470,-536,7390.13400861439,2843.86821827635,222.05763090482,-2754.2351431542,married,0,4,300,7390.13400861439,2197
-22,Caelus,FALSE,NA,,-9335,8020,3785,-4290,-1118.62599198607,5733.49567896176,5065.39458252694,-7619.44489900309,divorced,1,4,400,-1118.62599198607,-9335
-23,Ceres,TRUE,NA,,9446,2405,1394,-7889,941.85702474806,9693.09718783129,7734.52736648577,-5938.08724372999,single,2,4,500,941.85702474806,9446
-24,Cupid,FALSE,NA,,-6400,877,3196,-6704,-3800.45519408517,4131.17053322188,6980.88046914918,-8371.21788955736,widowed,3,4,600,-3800.45519408517,-6400
-25,Diana,TRUE,NA,,7529,6268,5635,-5965,6833.68530400861,9071.35395591943,3546.30051520787,-536.362694245823,in_civil_relationship,0,5,100,146833.685304009,7529
-26,Fortuna,FALSE,NA,,-3550,1081,6887,-7855,-8755.47638015194,3377.58234068136,1536.16694534896,-4710.05579543633,married,1,5,200,-8755.47638015194,-3550
-27,Janus,TRUE,NA,,9974,2301,7112,-3109,4487.28438776892,3038.95801813161,3797.62527167353,-8552.1740356377,divorced,2,5,300,4487.28438776892,9974
-28,Juno 22,FALSE,NA,,-314,6178,5910,-249,-5362.19077434909,1405.61506286243,4482.19970293754,-2528.67097979661,single,3,5,400,-5362.19077434909,-314
-29,Jupiter,TRUE,NA,,5384,405,9248,-7499,2952.23113168694,6771.02805066129,3670.29699692056,-7343.76271702155,widowed,0,5,500,2952.23113168694,5384
-30,Mars,FALSE,NA,,-3300,7359,792,-5365,-2720.75182939007,4981.12165140065,651.799169491499,-9745.16599101165,in_civil_relationship,1,5,600,-2720.75182939007,-3300
-31,Mercury,TRUE,NA,,4557,1123,6814,-6077,2780.33616354499,3493.59223110384,6124.31095404908,-2461.59485906329,married,2,6,100,2780.33616354499,4557
-32,Minerva,FALSE,NA,,-1162,4405,4729,-8635,-4429.89119268089,5231.15964155738,4089.58688884641,-8770.30434079525,divorced,3,6,200,-4429.89119268089,-1162
-33,Neptune,TRUE,NA,,9549,2904,3132,-2551,2266.82510293152,1066.00585749681,6872.00047523009,-6275.36922603526,single,0,6,300,2266.82510293152,9549
-34,Nox,FALSE,NA,,-4983,2500,2499,-7472,-3363.09492558606,6841.72728056647,1466.33961811251,-9145.94374815553,widowed,1,6,400,-3363.09492558606,-4983
-35,Pluto,TRUE,NA,,3436,3922,5271,-693,1756.20558930092,1152.97355123071,770.183572805105,-3886.95693790091,in_civil_relationship,2,6,500,1756.20558930092,3436
-36,Proserpina,FALSE,NA,,-6805,5354,2451,-4507,-2472.38719039548,219.854137283077,5193.71426297105,-5978.27712377193,married,3,6,600,-2472.38719039548,-6805
-37,Satum,TRUE,NA,,6751,9505,6799,-3662,4872.9242593774,1824.91843797876,5771.88063366416,-2629.57425836242,divorced,0,7,100,4872.9242593774,6751
-38,Saturn,FALSE,NA,,-2782,9499,3627,-8213,-3722.89618492449,5349.95425104132,1371.78000689,-6363.15319706253,single,1,7,200,-3722.89618492449,-2782
-39,Sol Invictus,TRUE,NA,,5579,3234,8194,-9162,6474.55617408606,5966.98825257332,8200.33037699542,-7641.3775705154,widowed,2,7,300,6474.55617408606,5579
-40,Spes,FALSE,NA,,-5070,8693,8641,-3346,-5666.24695631297,4309.48609764578,397.105548015551,-1920.54263296413,in_civil_relationship,3,7,400,-5666.24695631297,-5070
-41,Terra,TRUE,NA,,5211,533,8860,-5207,684.546443765822,3023.83223859999,4965.99177272871,-7164.83895467754,married,0,7,500,684.546443765822,5211
-42,Venus,FALSE,NA,,-303,3848,3282,-2372,-5949.0511513502,6786.54189168,453.957730905231,-5095.05639103825,divorced,1,7,600,-5949.0511513502,-303
-43,Veritas,TRUE,NA,,6423,7166,2191,-7284,3684.59727282031,6539.61872674021,6013.0136384321,-1077.99494773626,single,2,8,100,3684.59727282031,6423
-44,Vesta 39,FALSE,NA,,-6532,1210,20,-8184,-7917.01181648066,6989.23953650492,2728.00572138031,-2987.20888704697,widowed,3,8,200,-7917.01181648066,-6532
-45,Vulcan,TRUE,NA,,1463,4045,6114,-7414,2098.56075764144,7858.80224379913,9174.85329553428,-2304.1352446285,in_civil_relationship,0,8,300,2098.56075764144,1463
-46,Axomamma,FALSE,NA,,-7049,6230,3437,-4793,-7642.9165620464,2640.86944786192,3962.56578117408,-6367.86534131495,married,1,8,400,-7642.9165620464,-7049
-47,Ka-Ata-Killa,TRUE,NA,,9878,8791,8424,-1380,1825.53053703588,8670.65236001845,339.717605153958,-3562.72303941992,divorced,2,8,500,1825.53053703588,9878
-48,Mamma Killa,FALSE,NA,,-3462,3794,7343,-7877,-3472.33351260357,1499.96794050188,6085.81074909787,-9287.90431494673,single,3,8,600,-3472.33351260357,-3462
-49,Mama Ocilo,TRUE,NA,,3157,6708,9842,-271,5555.3266056452,2897.2414473196,943.641576294812,-4664.22782983927,widowed,0,9,100,5555.3266056452,3157
-50,Mama Qucha,FALSE,NA,,-6803,519,3892,-7334,-4458.54413367197,8526.9780187924,4182.96644884041,-3956.97631394616,in_civil_relationship,1,9,200,-4458.54413367197,-6803
-51,Pachamama,TRUE,NA,,2206,2942,5424,-4238,6243.84498013809,3056.19863335145,5170.12678987648,-1755.76473576102,married,2,9,300,6243.84498013809,2206
-52,Age,FALSE,NA,,-5570,2641,449,-4194,-3158.19808819613,3172.09175149985,1980.99289233428,-41.9814224629338,divorced,3,9,400,-3158.19808819613,-5570
-53,Ayaba,TRUE,NA,,8514,9387,8592,-5242,6793.42501797997,8127.82794843758,1477.14628855811,-4631.40010625304,single,0,9,500,6793.42501797997,8514
-54,Da,FALSE,NA,,-8790,8635,4016,-8680,-9854.79840115859,617.256279937285,3909.1518639169,-2322.88141506477,widowed,1,9,600,-9854.79840115859,-8790
-55,Gdabu 50,TRUE,NA,,2364,3644,2169,-9257,474.282600207035,924.627310918651,2483.39870096412,-5646.78108550781,in_civil_relationship,2,10,100,474.282600207035,2364
-56,Sakpata,FALSE,NA,,-1565,1820,2698,-6007,-1467.30492280268,1692.41912645939,2636.83685268398,-1569.04425708398,married,3,10,200,-1467.30492280268,-1565
-57,Zinsu,TRUE,NA,,432,2601,4382,-427,265.391437934094,2481.48180215218,2268.11184853731,-3896.19944819443,divorced,0,10,300,265.391437934094,432
-58,Ogbunabali,FALSE,NA,,-3550,8750,9865,-4406,-1138.57101012021,779.935860860072,5417.88871842665,-9981.48965360276,single,1,10,400,-1138.57101012021,-3550
-59,Manuriki,TRUE,NA,,7151,5442,1168,-7010,5059.44749433256,8624.15533254076,9859.71743096745,-471.186363425424,widowed,2,10,500,5059.44749433256,7151
-60,Ulanji,FALSE,NA,,-8575,2497,1392,-1659,-5221.7332908332,9299.49343924924,8536.04507021335,-6350.80490013852,in_civil_relationship,3,10,600,-5221.7332908332,-8575
-61,Yhi,TRUE,NA,,2785,8999,3857,-8325,3667.42886654637,9279.44389830908,4025.288681424,-7972.97655961014,married,0,11,100,3667.42886654637,2785
-62,Guanyin,FALSE,NA,,-2007,5495,9076,-4137,-8986.84634583693,1187.30980037582,3231.51993402462,-3460.07480195096,divorced,1,11,200,-8986.84634583693,-2007
-63,Yan Wang,TRUE,NA,,2763,2675,9914,-4407,3635.26248430302,391.574144688054,9787.56631572562,-1351.21456015149,single,2,11,300,3635.26248430302,2763
-64,Nezha,FALSE,NA,,-5464,699,4254,-1160,-7153.42075830333,7973.05788962437,8844.28539420467,-7448.47720999379,widowed,3,11,400,-7153.42075830333,-5464
-65,Brahma,TRUE,NA,,8903,7770,6800,-1205,1653.1945180602,5514.19883385902,9818.98959187041,-1758.04073483251,in_civil_relationship,0,11,500,1653.1945180602,8903
-66,Shiva,FALSE,NA,,-7508,7565,8240,-8187,-9816.81301051242,5917.17079432954,128.414793115579,-8177.44303762046,married,1,11,600,-9816.81301051242,-7508
-67,Saraswati,TRUE,NA,,5080,4158,5332,-4720,1529.00180282924,6126.21082156067,3235.39588974023,-6510.49547277735,divorced,2,12,100,1529.00180282924,5080
-68,Lakshmi 63,FALSE,NA,,-6055,8447,8641,-5520,-5175.93038137528,4150.34105190449,7542.46377955142,-2505.44455398804,single,3,12,200,-5175.93038137528,-6055
-69,Yama,TRUE,NA,,7680,9919,5642,-9689,8823.81001912255,5538.63824748755,4363.40024240505,-255.164703509092,widowed,0,12,300,8823.81001912255,7680
-70,Palden Lhamo,FALSE,NA,,-7673,3639,8500,-4946,-3388.35552186682,6164.54069279923,8459.89826384528,-4385.44866297772,in_civil_relationship,1,12,400,-3388.35552186682,-7673
-71,Kubera,TRUE,NA,,7891,4139,1812,-4774,5407.15994060151,2970.74919762455,7378.79330831692,-355.611092002725,married,2,12,500,5407.15994060151,7891
diff --git a/tests/testthat/data_files/TESTING/DATASET1.rda b/tests/testthat/data_files/TESTING/DATASET1.rda
deleted file mode 100644
index 5ded61f3..00000000
Binary files a/tests/testthat/data_files/TESTING/DATASET1.rda and /dev/null differ
diff --git a/tests/testthat/data_files/TESTING/DATASET2.csv b/tests/testthat/data_files/TESTING/DATASET2.csv
deleted file mode 100644
index bef44103..00000000
--- a/tests/testthat/data_files/TESTING/DATASET2.csv
+++ /dev/null
@@ -1,72 +0,0 @@
-ID,CHARACTER,LOGICAL,NA_VALUES,NULL_VALUES,INTEGER,NON_NEGATIVE_INTEGER,POSITIVE_INTEGER,NEGATIVE_INTEGER,NUMERIC,NON_NEGATIVE_NUMERIC,POSITIVE_NUMERIC,NEGATIVE_NUMERIC,FACTOR_CHARACTER,FACTOR_INTEGER,IDENTIFIER,CATEGORY,NUMERIC_ONE_CHANGE,INTEGER_ONE_CHANGE
-1,Zeus,TRUE,NA,,5770,7819,8898,-898,3242.10849454101,2528.19785793179,5152.29281706489,-3016.53593526917,married,0,1000,100,3242.10849454101,5770
-2,Hera,FALSE,NA,,-774,2745,2538,-3441,-3357.14759717119,9910.05471623735,163.078138586903,-3402.22618843785,single,1,1000,200,-3357.14759717119,-774
-3,Poseidon,TRUE,NA,,3957,9007,313,-3032,8198.52155683268,2988.95325851122,3593.46288261425,-4087.7926188834,widowed,2,1000,300,8198.52155683268,3957
-4,Demeter,FALSE,NA,,-7915,3251,3959,-6716,-2628.31171190944,0,415.263720687645,-5139.22348604363,married,3,1000,400,-2628.31171190944,-7915
-5,Ares,TRUE,NA,,5741,4111,939,-2957,7762.56552395918,5982.87558815021,7071.76826595232,-3914.74563060221,single,4,1000,500,7762.56552395918,5741
-6,Athena,FALSE,NA,,-9080,5294,7934,-1996,-1891.42190971618,4334.31002082544,9367.76955209479,-139.248658174025,widowed,5,1000,600,-1891.42190971618,-9080
-7,Apollo,TRUE,NA,,3977,3967,4390,-6777,7144.12580882459,4893.25495075111,4368.69783433152,-4930.51786196733,married,6,2000,100,7144.12580882459,397700
-8,Artemis,FALSE,NA,,-3698,451,1920,-340,-1647.4888717262,8911.14054530842,46.5864091366317,-4412.05926158759,single,0,2000,200,-1647.4888717262,-3698
-9,Hephaestus,TRUE,NA,,4299,6330,2270,-9476,6663.14890615883,2243.39909269511,3615.99969077702,-6434.41495484717,widowed,1,2000,300,6663.14890615883,4299
-10,Aphrodite,FALSE,NA,,-1860,9554,3619,-8839,-501.08578715165,1430.4107742824,7535.8280441444,-6921.73405800455,married,2,2000,400,-501.08578715165,-1860
-11,Hermes,TRUE,NA,,6816,7246,3450,-5786,175.108455447885,1807.69004806068,226.219982565218,-1506.48860417778,single,3,2000,500,159817.999911,6816
-12,Dionysus,FALSE,NA,,-8894,1695,9632,-3585,-1765.91767965096,6675.85102062557,4136.08573754367,-5918.06999041245,widowed,4,2000,600,-1765.91767965096,-8894
-13,Hades,TRUE,NA,,94,8454,7080,-3465,7572.69594656377,4212.51012705537,2694.32232185012,-9049.91556466629,married,5,3000,100,7572.69594656377,94
-14,Hypnos,FALSE,NA,,-6410,0,8722,-220,-4124.47202397339,4217.5969199363,3315.08573069432,-6383.47834109802,single,6,3000,200,-4124.47202397339,-6410
-15,Nike,TRUE,NA,,9829,9472,9294,-2287,7558.90977361979,9981.30683408507,9075.55156260687,-9318.92065561448,widowed,0,3000,300,7558.90977361979,9829
-16,Janus,FALSE,NA,,-5962,4795,131,-6823,-381.750808859544,4700.15214687768,4619.65628782957,-3358.21637705972,married,1,3000,400,-381.750808859544,-5962
-17,Nemesis,TRUE,NA,,9201,1236,5173,-7121,3537.64492586427,447.770191793613,2098.28353780388,-3322.92085311594,single,2,3000,500,3537.64492586427,9201
-18,Iris,FALSE,NA,,-510,3158,9219,-6841,-6370.47268081471,9611.94878072043,6399.34606484641,-5833.6938592385,widowed,3,3000,600,-6370.47268081471,-510
-19,Hectate,TRUE,NA,,600,332,4858,-2957,4565.10037323376,7218.95215376405,8522.18154848552,-5682.70639746925,married,4,4000,100,4565.10037323376,600
-20,Apollo,FALSE,NA,,-488,7457,1742,-6151,-2443.19025477907,2876.37625418996,5167.67507340899,-9235.94648483698,single,5,4000,200,-2443.19025477907,-488
-21,Bacchus,TRUE,NA,,2617,5313,7655,-3820,4927.92338665788,9065.34352900715,2599.53503169028,-7672.45231424743,widowed,6,4000,300,4927.92338665788,2617
-22,Caelus,FALSE,NA,,-3827,2793,5159,-3278,-5598.82507339034,3672.02063951804,6867.71203477254,-6054.8995658965,married,0,4000,400,-5598.82507339034,-3827
-23,Ceres,TRUE,NA,,1675,6535,4490,-3312,6648.80841348662,1913.30134929969,5292.50485344002,-1328.34902959795,single,1,4000,500,6648.80841348662,1675
-24,Cupid,FALSE,NA,,-3773,9289,4727,-1750,-1931.64918287261,9138.03753206587,3626.54819872765,-1420.71237097631,widowed,2,4000,600,-1931.64918287261,-3773
-25,Diana,TRUE,NA,,9221,2106,2520,-2493,7761.22764719631,1654.76917998813,648.902365251343,-1522.63126080445,married,3,5000,100,7761.22764719631,9221
-26,Fortuna,FALSE,NA,,-7525,5242,9952,-8254,-1363.19245944799,8248.36979026779,5443.61687196163,-291.152001485511,single,4,5000,200,-1363.19245944799,-7525
-27,Janus,TRUE,NA,,7550,7384,1792,-7984,6240.54193905781,7557.87851973715,564.821040631642,-2500.96396590815,widowed,5,5000,300,6240.54193905781,7550
-28,Juno 22,FALSE,NA,,-8918,6970,171,-3981,-1850.93172776373,9395.32449933802,1480.68625235252,-1607.36084709595,married,6,5000,400,-1850.93172776373,-8918
-29,Jupiter,TRUE,NA,,7975,6753,7534,-4658,732.648568802777,3378.09421064423,1548.26072486443,-3412.10844553756,single,0,5000,500,732.648568802777,7975
-30,Mars,FALSE,NA,,-6307,5878,1588,-6675,-3918.19256935004,3473.65888741394,9888.90848436941,-7722.57622961916,widowed,1,5000,600,-3918.19256935004,-6307
-31,Mercury,TRUE,NA,,6859,5031,4991,-3917,2781.31889647447,5937.99445029518,4738.94794391848,-8117.47487078954,married,2,6000,100,2781.31889647447,6859
-32,Minerva,FALSE,NA,,-9613,9272,3594,-2953,-7472.41853677841,4525.43029618987,7931.92970272188,-6951.06630248758,single,3,6000,200,-7472.41853677841,-9613
-33,Neptune,TRUE,NA,,8127,1285,8956,-7672,4249.98936641473,8234.29222058127,6337.75283520736,-1448.89274112672,widowed,4,6000,300,4249.98936641473,8127
-34,Nox,FALSE,NA,,-3616,8768,9417,-8328,-6672.8789753734,4940.9129517145,4129.71953675289,-8856.55561500306,married,5,6000,400,-6672.8789753734,-3616
-35,Pluto,TRUE,NA,,5465,4399,5769,-5507,7984.06133145684,2720.34320793403,6813.87260325127,-6108.68876035979,single,6,6000,500,7984.06133145684,5465
-36,Proserpina,FALSE,NA,,-1951,209,4339,-1938,-6189.88811868173,8797.93904800366,2413.08975188955,-1241.45303752624,widowed,0,6000,600,-6189.88811868173,-1951
-37,Satum,TRUE,NA,,5053,527,6033,-4463,8285.57588110189,4685.44954751071,5152.75134825301,-8552.30824327361,married,1,7000,100,8285.57588110189,5053
-38,Saturn,FALSE,NA,,-7554,4806,8456,-1474,-9953.96838814163,6041.58891873116,6206.69019758379,-1789.65151556349,single,2,7000,200,-9953.96838814163,-7554
-39,Sol Invictus,TRUE,NA,,850,676,8668,-1470,4920.45058775056,4827.4903206341,3875.68107282892,-8430.58901734265,widowed,3,7000,300,4920.45058775056,850
-40,Spes,FALSE,NA,,-2943,1131,9789,-7291,-435.805462380003,6979.04450623085,1830.57196557997,-8653.863172583,married,4,7000,400,-435.805462380003,-2943
-41,Terra,TRUE,NA,,3432,1193,7829,-4129,4533.29758215679,4196.48636559542,1195.12901133639,-9691.38109438372,single,5,7000,500,4533.29758215679,3432
-42,Venus,FALSE,NA,,-6041,635,9572,-3087,-9258.24417176185,8585.81642528838,1724.66905600389,-5017.59797376632,widowed,6,7000,600,-9258.24417176185,-6041
-43,Veritas,TRUE,NA,,152,2176,989,-2951,3386.38245698924,1683.05858887486,7254.00071495472,-970.034254178204,married,0,8000,100,3386.38245698924,152
-44,Vesta 39,FALSE,NA,,-1435,281,144,-235,-1565.70237928387,8513.41139375439,3950.0095147072,-618.573957232356,single,1,8000,200,-1565.70237928387,-1435
-45,Vulcan,TRUE,NA,,8761,9763,164,-1729,7541.07904832461,9262.47125491237,2786.21169278503,-9762.8159810503,widowed,2,8000,300,7541.07904832461,8761
-46,Axomamma,FALSE,NA,,-7256,301,566,-8949,-3986.90080037578,9376.1709392314,4451.23029734412,-2166.55552582088,married,3,8000,400,-3986.90080037578,-7256
-47,Ka-Ata-Killa,TRUE,NA,,9979,6121,7469,-5691,9296.71172602761,9610.330465684,5001.62798706449,-4027.35514854566,single,4,8000,500,9296000.71172603,9979
-48,Mamma Killa,FALSE,NA,,-7975,362,3084,-1273,-6811.16971523228,6415.11444127133,5144.96525777703,-7041.10037613326,widowed,5,8000,600,-6811.16971523228,-7975
-49,Mama Ocilo,TRUE,NA,,7694,4825,6469,-1819,2749.94583455314,633.660655521237,8405.61613370769,-5978.09835596086,married,6,9000,100,2749.94583455314,7694
-50,Mama Qucha,FALSE,NA,,-339,6485,1125,-7099,-8910.29357021298,4879.21750260042,653.087252616187,-2006.24723046975,single,0,9000,200,-8910.29357021298,-339
-51,Pachamama,TRUE,NA,,7569,4735,4781,-9764,4093.45512357345,9303.18939595898,377.204104168366,-7939.51218611833,widowed,1,9000,300,4093.45512357345,7569
-52,Age,FALSE,NA,,-334,6701,8538,-7338,-2927.16462857792,7104.23552556101,38.7280812613392,-5166.35792497386,married,2,9000,400,-2927.16462857792,-334
-53,Ayaba,TRUE,NA,,8191,6365,9868,-8891,3394.63071796808,3141.8961759548,6600.75815210945,-6179.94629479866,single,3,9000,500,3394.63071796808,8191
-54,Da,FALSE,NA,,-111,5326,7960,-7448,-8415.87711867095,75.2567617905144,7158.84309410787,-3024.24590006265,widowed,4,9000,600,-8415.87711867095,-111
-55,Gdabu 50,TRUE,NA,,5585,70,4346,-6357,8593.37599107258,8867.02689325845,8763.07961702155,-2171.05119740219,married,5,10000,100,8593.37599107258,5585
-56,Sakpata,FALSE,NA,,-4641,9773,4347,-232,-5715.87075440497,1853.10957043005,6647.11970617801,-5703.0959810752,single,6,10000,200,-5715.87075440497,-4641
-57,Zinsu,TRUE,NA,,7493,7891,791,-5475,5435.11199728416,8317.95565269541,5511.66216099628,-1116.05389843764,widowed,0,10000,300,5435.11199728416,7493
-58,Ogbunabali,FALSE,NA,,-5883,4509,6457,-9154,-7114.98059643027,9364.70610652461,2929.42955263279,-4286.92547443714,married,1,10000,400,-7114.98059643027,-5883
-59,Manuriki,TRUE,NA,,948,4034,1432,-3021,9338.01601898936,8921.54948049019,6218.8434228547,-7268.98228770576,single,2,10000,500,9338.01601898936,948
-60,Ulanji,FALSE,NA,,-7157,8335,5560,-6092,-3383.89627429288,9241.65745412298,6195.62755186728,-5279.93218403688,widowed,3,10000,600,-3383.89627429288,-7157
-61,Yhi,TRUE,NA,,3520,4544,976,-875,6340.06613627594,7060.57596397321,2942.54424816154,-1009.96299905206,married,4,11000,100,6340.06613627594,3520
-62,Guanyin,FALSE,NA,,-1190,7269,1293,-6196,-7168.94312916565,4411.04783071714,597.685918932602,-6324.40111820468,single,5,11000,200,-7168.94312916565,-1190
-63,Yan Wang,TRUE,NA,,6105,3073,1629,-2912,1338.80350264167,1626.50238426452,6708.02659489522,-3437.21115973619,widowed,6,11000,300,1338.80350264167,6105
-64,Nezha,FALSE,NA,,-1015,8022,8343,-7685,-7087.70562344165,4309.18822867145,3972.27080489669,-862.661891082385,married,0,11000,400,-7087.70562344165,-1015
-65,Brahma,TRUE,NA,,6122,4005,4088,-5779,220.482267786728,6300.59149295385,6883.36446894002,-8498.30334832171,single,1,11000,500,220.482267786728,6122
-66,Shiva,FALSE,NA,,-9659,8092,7284,-3022,-5003.01947757354,8752.60427780466,3403.69583233583,-9936.61664362843,widowed,2,11000,600,-5003.01947757354,-9659
-67,Saraswati,TRUE,NA,,8286,7778,7090,-1648,445.213211580232,4361.84622611296,2752.55642108709,-6350.50301693439,married,3,12000,100,445.213211580232,8286
-68,Lakshmi 63,FALSE,NA,,-810,1169,8958,-4810,-2102.7414813039,2207.6412568451,2837.57152753607,-4275.96120934266,single,4,12000,200,-2102.7414813039,-810
-69,Yama,TRUE,NA,,7366,4817,6080,-9758,7880.37308798451,4966.28379350725,4431.39614623065,-3285.53913336939,widowed,5,12000,300,7880.37308798451,7366
-70,Palden Lhamo,FALSE,NA,,-8084,6708,8535,-1262,-2531.1637267828,2877.90050518677,7175.20469153029,-1444.55654505761,in_civil_relationship,6,12000,400,-2531.1637267828,-8084
-71,Kubera,TRUE,NA,,690,4103,7605,-6269,6452.63964678378,1588.29901801583,2115.20612344712,-2955.72599666073,married,0,12000,500,6452.63964678378,690
diff --git a/tests/testthat/data_files/TESTING/DATASET2.rda b/tests/testthat/data_files/TESTING/DATASET2.rda
deleted file mode 100644
index dc6fa0af..00000000
Binary files a/tests/testthat/data_files/TESTING/DATASET2.rda and /dev/null differ
diff --git a/tests/testthat/data_files/TESTING/DATASET3.csv b/tests/testthat/data_files/TESTING/DATASET3.csv
deleted file mode 100644
index 8005df9e..00000000
--- a/tests/testthat/data_files/TESTING/DATASET3.csv
+++ /dev/null
@@ -1,72 +0,0 @@
-ID,CHARACTER,LOGICAL,NA_VALUES,NULL_VALUES,INTEGER,NON_NEGATIVE_INTEGER,POSITIVE_INTEGER,NEGATIVE_INTEGER,NUMERIC,NON_NEGATIVE_NUMERIC,POSITIVE_NUMERIC,NEGATIVE_NUMERIC,FACTOR_CHARACTER,FACTOR_INTEGER,IDENTIFIER,CATEGORY,NUMERIC_ONE_CHANGE,INTEGER_ONE_CHANGE
-1,Zeus,TRUE,NA,,595,90,204,-122,0.079229481531037,0.469890995549979,0.312903834035662,-0.336501096928581,married,0,100000,100,0.079229481531037,595
-2,Hera,FALSE,NA,,-122,230,993,-382,-0.964344975099977,0.536212802423294,0.314479664709413,-0.390361052988102,single,1,100000,200,-0.964344975099977,-122
-3,Poseidon,TRUE,NA,,327,655,378,-260,0.675619456430392,0.614603735003967,0.417492856576252,-0.935431723742691,widowed,2,100000,300,0.675619456430392,327
-4,Demeter,FALSE,NA,,-932,915,19,-371,-0.645239168675432,0,0.217324351748489,-0.275950907538281,married,3,100000,400,-0.645239168675432,-932
-5,Ares,TRUE,NA,,802,582,99,-153,0.236096992139721,0.327113222678315,0.053181935298626,-0.731630582057141,single,0,100000,500,0.236096992139721,802
-6,Athena,FALSE,NA,,-967,84,68,-284,-0.520795992643395,0.551350317832736,0.271361842867557,-0.534408374098844,widowed,1,100000,600,-0.520795992643395,-967
-7,Apollo,TRUE,NA,,908,289,783,-285,0.272190929307478,0.774633190059473,0.365507010546333,-0.23602180105954,married,2,200000,100,0.272190929307478,908
-8,Artemis,FALSE,NA,,-109,806,251,-855,-0.787882611965009,0.322889616508841,0.731301794465078,-0.982219310851039,single,3,200000,200,-0.787882611965009,-109
-9,Hephaestus,TRUE,NA,,654,908,92,-182,0.468574627470494,0.876653050976106,0.923816841470861,-0.796467418731419,widowed,0,200000,300,0.468574627470494,654
-10,Aphrodite,FALSE,NA,,-768,149,398,-482,-0.934061231932803,0.851362015522112,0.918759530978967,-0.68064107730987,married,1,200000,400,-0.934061231932803,-768
-11,Hermes,TRUE,NA,,644,343,111,-998,0.378516079506038,0.01737708493645,0.43171792077031,-0.446443371123674,single,2,200000,500,0.378516079506038,644
-12,Dionysus,FALSE,NA,,-652,120,49,-240,-0.461140315522169,0.281337788868373,0.620465335956444,-0.059964713262229,widowed,3,200000,600,-0.461140315522169,-652
-13,Hades,TRUE,NA,,641,115,347,-163,0.044561095073096,0.672125536244503,0.674670628113467,-0.40426837385856,married,0,300000,100,0.044561095073096,641
-14,Hypnos,FALSE,NA,,-772,0,754,-356,-0.402434382595592,0.288977329689998,0.706755944757024,-0.01843857086065,single,1,300000,200,-0.402434382595592,-772
-15,Nike,TRUE,NA,,855,921,357,-68,0.056156631666752,0.56398052923849,0.087282253549681,-0.45165271087876,widowed,2,300000,300,0.056156631666752,855
-16,Janus,FALSE,NA,,-405,389,530,-102,-0.480853434095215,0.925535059448348,0.597291611112689,-0.806024997268561,married,3,300000,400,-0.480853434095215,-405
-17,Nemesis,TRUE,NA,,888,267,327,-467,0.162047196899005,0.055629777366657,0.383726903615876,-0.965247706220058,single,0,300000,500,0.162047196899005,888
-18,Iris,FALSE,NA,,-569,54,16,-262,-0.270747093058574,0.554048368026477,0.959279239306333,-0.969846133586029,widowed,1,300000,600,-0.270747093058574,-569
-19,Hectate,TRUE,NA,,850,500,590,-60,0.287377098046047,0.640683214300127,0.761314233728217,-0.350193016072743,married,2,400000,100,0.287377098046047,850
-20,Apollo,FALSE,NA,,-412,961,95,-979,-0.554807696889619,0.355926432391194,0.480229297615131,-0.867681611362756,single,3,400000,200,-0.554807696889619,-412
-21,Bacchus,TRUE,NA,,512,282,774,-3,0.86692063631455,0.281601134915587,0.129654595255025,-0.090872877346642,widowed,0,400000,300,0.86692063631455,512
-22,Caelus,FALSE,NA,,-570,577,712,-958,-0.666127458767024,0.758779329834277,0.502323399452286,-0.104437939436436,married,1,400000,400,-0.666127458767024,-570
-23,Ceres,TRUE,NA,,13,774,599,-207,0.000469482422138,0.993042544614426,0.928068873896998,-0.392277078569819,single,2,400000,500,0.000469482422138,13
-24,Cupid,FALSE,NA,,-923,847,517,-604,-0.276365817880409,0.718276560060725,0.218226445314955,-0.995343676100065,widowed,3,400000,600,-0.276365817880409,-923
-25,Diana,TRUE,NA,,983,996,968,-55,0.276978150143163,0.247365169801223,0.29018088206092,-0.942369255406959,married,0,500000,100,0.276978150143163,983
-26,Fortuna,FALSE,NA,,-9,570,634,-71,-0.000971660240668,0.348704046518758,0.992712888478319,-0.517899890239268,single,1,500000,200,-0.000971660240668,-9000
-27,Janus,TRUE,NA,,933,664,202,-24,0.367985085755137,0.202927214575184,0.164591207820625,-0.951689970204497,widowed,2,500000,300,0.367985085755137,933
-28,Juno 22,FALSE,NA,,-431,910,871,-523,-0.01482480655715,0.821815216651768,0.161048688851229,-0.943929990884345,married,3,500000,400,-0.01482480655715,-431
-29,Jupiter,TRUE,NA,,386,400,825,-981,0.262635673595367,0.95010724032778,0.995920744836117,-0.293754598989078,single,0,500000,500,0.262635673595367,386
-30,Mars,FALSE,NA,,-112,28,221,-135,-0.464805917254762,0.25318785389422,0.155595079608478,-0.213849349361011,widowed,1,500000,600,-0.464805917254762,-112
-31,Mercury,TRUE,NA,,250,918,76,-38,0.094760696942301,0.522019620517588,0.026996171892455,-0.043738359928774,married,2,600000,100,0.094760696942301,250
-32,Minerva,FALSE,NA,,-862,378,978,-843,-0.984420942984529,0.666477751953883,0.762902262408895,-0.142623410699999,single,3,600000,200,-0.984420942984529,-862
-33,Neptune,TRUE,NA,,870,841,46,-145,0.886335986458128,0.265759949058327,0.601407512895032,-0.957249210100959,widowed,0,600000,300,0.886335986458128,870
-34,Nox,FALSE,NA,,-261,958,438,-633,-0.005570933432557,0.202421288063883,0.328591706946434,-0.074917206260697,married,1,600000,400,-0.005570933432557,-261
-35,Pluto,TRUE,NA,,436,175,56,-683,0.224570090258945,0.923873268929709,0.778918178437707,-0.394085852770851,single,2,600000,500,0.224570090258945,436
-36,Proserpina,FALSE,NA,,-953,268,845,-373,-0.142037878777,0.988455291641231,0.885753200869624,-0.014107120130703,widowed,3,600000,600,-0.142037878777,-953
-37,Satum,TRUE,NA,,575,857,679,-676,0.383243754741485,0.745440581554438,0.56204712244891,-0.295494890802851,married,0,700000,100,0.383243754741485,575
-38,Saturn,FALSE,NA,,-40,632,976,-450,-0.134283104266522,0.367537281555403,0.353661864158937,-0.718264205846925,single,1,700000,200,-0.134283104266522,-40
-39,Sol Invictus,TRUE,NA,,838,310,917,-946,0.149007752095179,0.160441516303343,0.893170721249487,-0.59625694987627,widowed,2,700000,300,0.149007752095179,838
-40,Spes,FALSE,NA,,-231,482,49,-746,-0.884469278035196,0.31479228219786,0.495285761320407,-0.838877158290129,married,3,700000,400,-0.884469278035196,-231
-41,Terra,TRUE,NA,,385,354,37,-984,0.737713167818569,0.951429328837218,0.545238136869873,-0.53712056449199,single,0,700000,500,0.737713167818569,385
-42,Venus,FALSE,NA,,-382,817,980,-206,-0.012768543499169,0.732217461258936,0.761994688046361,-0.983062179168021,widowed,1,700000,600,-0.012768543499169,-382
-43,Veritas,TRUE,NA,,279,83,550,-756,0.411518853578181,0.411493612543134,0.131965736958641,-0.464610925587829,married,2,800000,100,0.411518853578181,279
-44,Vesta 39,FALSE,NA,,-633,892,980,-624,-0.927354700697421,0.94723035210743,0.022089355989496,-0.369478181717281,single,3,800000,200,-0.927354700697421,-633
-45,Vulcan,TRUE,NA,,456,309,604,-105,0.691022380381802,0.756504908395048,0.304484144821221,-0.044621497356483,widowed,0,800000,300,0.691022380381802,456
-46,Axomamma,FALSE,NA,,-287,330,444,-942,-0.726299290536237,0.366183619782515,0.265077899743293,-0.090645580061794,married,1,800000,400,-0.726299290536237,-287
-47,Ka-Ata-Killa,TRUE,NA,,689,530,504,-754,0.314176215358657,0.02325734047252,0.750971183423902,-0.788309608498159,single,2,800000,500,0.314176215358657,689
-48,Mamma Killa,FALSE,NA,,-417,879,816,-836,-0.562581548510842,0.287700729893372,0.57702874200217,-0.395546018206061,widowed,3,800000,600,-0.562581548510842,-417
-49,Mama Ocilo,TRUE,NA,,849,385,834,-698,0.579712833654217,0.30216287338192,0.741046770686949,-0.638483022551377,married,0,900000,100,0.579712833654217,849
-50,Mama Qucha,FALSE,NA,,-95,367,204,-483,-0.423402903150992,0.597236136312362,0.244972767670274,-0.149509121966388,single,1,900000,200,-0.423402903150992,-95
-51,Pachamama,TRUE,NA,,3,347,315,-724,0.848304857827542,0.080753878491055,0.606459989776621,-0.624071055395825,widowed,2,900000,300,0.848304857827542,3
-52,Age,FALSE,NA,,-172,964,748,-715,-0.793136369601657,0.220276295991525,0.574931821090286,-0.456583214504743,married,3,900000,400,-0.793136369601657,-172
-53,Ayaba,TRUE,NA,,444,579,403,-570,0.471914544253698,0.084027585251283,0.364904863232439,-0.103306748367551,single,0,900000,500,0.471914544253698,444
-54,Da,FALSE,NA,,-964,492,114,-47,-0.332650825807495,0.081446266132746,0.856630761451398,-0.404901314855353,widowed,1,900000,600,-0.332650825807495,-964
-55,Gdabu 50,TRUE,NA,,113,710,496,-753,0.451465413879302,0.144142213708773,0.591629694202867,-0.687889757448555,married,2,1000000,100,0.451465413879302,113
-56,Sakpata,FALSE,NA,,-683,766,305,-826,-0.668600719132877,0.484837575421333,0.739294702736481,-0.546900769897523,single,3,1000000,200,-0.668600719132877,-683
-57,Zinsu,TRUE,NA,,156,537,215,-303,0.678565990045402,0.34400216675513,0.451490008322117,-0.828101714648333,widowed,0,1000000,300,0.678565990045402,156
-58,Ogbunabali,FALSE,NA,,-243,624,873,-611,-0.210021010604306,0.926094060781843,0.495915153972551,-0.416114786035424,married,1,1000000,400,-0.210021010604306,-243
-59,Manuriki,TRUE,NA,,9,479,823,-482,0.596877898522929,0.913363367342386,0.120182280011647,-0.003984477466625,single,2,1000000,500,0.596877898522929,9
-60,Ulanji,FALSE,NA,,-877,769,967,-667,-0.851575761921716,0.303813338863807,0.254630250530688,-0.500860387013151,widowed,3,1000000,600,-0.851575761921716,-877
-61,Yhi,TRUE,NA,,773,523,80,-262,0.377043882489243,0.411115066659539,0.907619973383511,-0.847254782804808,married,0,1100000,100,0.377043882489243,773
-62,Guanyin,FALSE,NA,,-860,966,268,-610,-0.907863535874257,0.935334990687891,0.860206203403251,-0.005979028866383,single,1,1100000,200,-0.907863535874257,-860
-63,Yan Wang,TRUE,NA,,408,75,83,-674,0.489975860308767,0.9722609168799,0.241588643168584,-0.902121589278908,widowed,2,1100000,300,0.489975860308767,408
-64,Nezha,FALSE,NA,,-857,27,100,-712,-0.897049591561854,0.33076253656877,0.307521629913848,-0.411781808242896,married,3,1100000,400,-0.897049591561854,-857
-65,Brahma,TRUE,NA,,249,865,531,-421,0.662188614773304,0.146025453647601,0.218494064309573,-0.004674475394063,single,0,1100000,500,0.662188614773304,249
-66,Shiva,FALSE,NA,,-538,108,875,-83,-0.181018319454835,0.575488034368112,0.562665125479592,-0.692906843439913,widowed,1,1100000,600,-0.181018319454835,-538
-67,Saraswati,TRUE,NA,,110,591,821,-664,0.292952306600165,0.985805337606502,0.776387570493916,-0.193936468220075,married,2,1200000,100,0.292952306600165,110
-68,Lakshmi 63,FALSE,NA,,-688,31,364,-708,-0.715086134998936,0.116471273163276,0.224975645356135,-0.846746829449796,single,3,1200000,200,-0.715086134998936,-688
-69,Yama,TRUE,NA,,358,438,824,-800,0.340377600647695,0.23159906490749,0.485508877305351,-0.165150345519854,widowed,0,1200000,300,0.340377600647695,358
-70,Palden Lhamo,FALSE,NA,,-824,846,753,-145,-0.516259101732065,0.980092121619635,0.604074089807657,-0.122342098428751,married,1,1200000,400,-0.516259101732065,-824
-71,Kubera,TRUE,NA,,274,525,123,-383,0.499157390526031,0.985258780914081,0.60351374586107,-0.434558632845779,single,2,1200000,500,2357.49915739053,274
diff --git a/tests/testthat/data_files/TESTING/DATASET3.rda b/tests/testthat/data_files/TESTING/DATASET3.rda
deleted file mode 100644
index 431944ce..00000000
Binary files a/tests/testthat/data_files/TESTING/DATASET3.rda and /dev/null differ
diff --git a/tests/testthat/data_files/dataBootstrapUnitTests.R b/tests/testthat/data_files/dataBootstrapUnitTests.R
deleted file mode 100644
index 4c51af16..00000000
--- a/tests/testthat/data_files/dataBootstrapUnitTests.R
+++ /dev/null
@@ -1,117 +0,0 @@
-library(remotes)
-install.packages("MolgenisArmadillo", repos = "https://registry.molgenis.org/repository/R")
-library(MolgenisArmadillo)
-library(DSI)
-
-# init_studies_dataset
-CNSIM1 <- load("data_files/CNSIM/CNSIM1.rda")
-CNSIM2 <- load("data_files/CNSIM/CNSIM2.rda")
-CNSIM3 <- load("data_files/CNSIM/CNSIM3.rda")
-
-DASIM1 <- load("data_files/DASIM/DASIM1.rda")
-DASIM2 <- load("data_files/DASIM/DASIM2.rda")
-DASIM3 <- load("data_files/DASIM/DASIM3.rda")
-
-EXPAND_WITH_MISSING1 <- load("data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study1.rda")
-EXPAND_WITH_MISSING2 <- load("data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study2.rda")
-EXPAND_WITH_MISSING3 <- load("data_files/SURVIVAL/EXPAND_MISSING/expand_missing_study3.rda")
-
-CLUSTER_INT1 <- load("data_files/CLUSTER/CLUSTER_INT1.rda")
-CLUSTER_INT2 <- load("data_files/CLUSTER/CLUSTER_INT2.rda")
-CLUSTER_INT3 <- load("data_files/CLUSTER/CLUSTER_INT3.rda")
-
-CLUSTER_SLO1 <- load("data_files/CLUSTER/CLUSTER_SLO1.rda")
-CLUSTER_SLO2 <- load("data_files/CLUSTER/CLUSTER_SLO2.rda")
-CLUSTER_SLO3 <- load("data_files/CLUSTER/CLUSTER_SLO3.rda")
-
-# init_discordant_datasets
-DISCORDANT_STUDY1 <- load("data_files/DISCORDANT/discordant_study1.rda")
-DISCORDANT_STUDY2 <- load("data_files/DISCORDANT/discordant_study2.rda")
-DISCORDANT_STUDY3 <- load("data_files/DISCORDANT/discordant_study3.rda")
-
-# init_testing_datasets
-DATASET1 <- load("data_files/TESTING/DATASET1.rda")
-DATASET2 <- load("data_files/TESTING/DATASET2.rda")
-DATASET3 <- load("data_files/TESTING/DATASET3.rda")
-
-FACTOR_LEVELS_DATASET1 <- load("data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET1.rda")
-FACTOR_LEVELS_DATASET2 <- load("data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET2.rda")
-FACTOR_LEVELS_DATASET3 <- load("data_files/FACTOR_LEVELS/FACTOR_LEVELS_DATASET3.rda")
-
-
-storage_url <- "http://localhost:9000"
-# access_key and secret_key can be found in the minio configuration in the docker-compose.yml
-MolgenisArmadillo::armadillo.set_credentials(server = storage_url, access_key = "molgenis", secret_key = "molgenis")
-MolgenisArmadillo::armadillo.create_project("testdata")
-
-
-# init_studies_datasets
-MolgenisArmadillo::armadillo.upload_table("testdata", "cnsim", CNSIM1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cnsim", CNSIM2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cnsim", CNSIM3)
-
-MolgenisArmadillo::armadillo.upload_table("testdata", "dasim", DASIM1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "dasim", DASIM2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "dasim", DASIM3)
-
-MolgenisArmadillo::armadillo.upload_table("testdata", "survival", EXPAND_WITH_MISSING1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "survival", EXPAND_WITH_MISSING2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "survival", EXPAND_WITH_MISSING3)
-
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_INT1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_INT2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_INT3)
-
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_SLO1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_SLO2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "cluster", CLUSTER_SLO3)
-
-
-# init_discordant_datasets
-MolgenisArmadillo::armadillo.upload_table("testdata", "discordant", DISCORDANT_STUDY1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "discordant", DISCORDANT_STUDY2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "discordant", DISCORDANT_STUDY3)
-
-
-# remove first column
-DATASET1 <- DATASET1[,-1]
-DATASET2 <- DATASET2[,-1]
-DATASET3 <- DATASET3[,-1]
-
-# init_testing_datasets
-MolgenisArmadillo::armadillo.upload_table("testdata", "testing", DATASET1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "testing", DATASET2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "testing", DATASET3)
-
-MolgenisArmadillo::armadillo.upload_table("testdata", "factor_levels", FACTOR_LEVELS_DATASET1)
-MolgenisArmadillo::armadillo.upload_table("testdata", "factor_levels", FACTOR_LEVELS_DATASET2)
-MolgenisArmadillo::armadillo.upload_table("testdata", "factor_levels", FACTOR_LEVELS_DATASET3)
-
-class(CNSIM1$PM_BMI_CATEGORICAL)
-levels(CNSIM1$PM_BMI_CATEGORICAL)
-
-devtools::test()
-devtools::test(filter = "datachk", invert = TRUE)
-devtools::test(filter = "dataFrameSort")
-  
-  # build the login dataframe
-builder <- DSI::newDSLoginBuilder()
-builder$append(server = "armadillo",
-               url = armadillo_url,
-               user = "admin",
-               password = "admin",
-               table = "testdata/testing/DISCORDANT_STUDY1",
-               driver = "ArmadilloDriver")
-
-# create loginframe
-logindata <- builder$build()
-logindata
-
-datashield.logout(conns)
-
-conns <- datashield.login(logins = logindata, assign = TRUE)
-ds.ls()
-dsGetInfo(conns$armadillo)
-ds.colnames("D")
-datashield.errors()
-dsGetInfo(conns$armadillo)
diff --git a/tests/testthat/data_files/molgenis_armadillo-upload_testing_datasets.R b/tests/testthat/data_files/molgenis_armadillo-upload_testing_datasets.R
index 042b4bcc..6acf471f 100644
--- a/tests/testthat/data_files/molgenis_armadillo-upload_testing_datasets.R
+++ b/tests/testthat/data_files/molgenis_armadillo-upload_testing_datasets.R
@@ -16,56 +16,12 @@ MolgenisArmadillo::armadillo.login_basic(armadillo = 'http://127.0.0.1:8080', us
 if (! 'datashield' %in% MolgenisArmadillo::armadillo.list_projects())
     MolgenisArmadillo::armadillo.create_project('datashield')
 
-upload_testing_dataset_table('datashield', 'anthro', 'anthro1', 'ANTHRO/anthro1.rda')
-upload_testing_dataset_table('datashield', 'anthro', 'anthro2', 'ANTHRO/anthro2.rda')
-upload_testing_dataset_table('datashield', 'anthro', 'anthro3', 'ANTHRO/anthro3.rda')
-
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_INT1', 'CLUSTER/CLUSTER_INT1.rda')
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_INT2', 'CLUSTER/CLUSTER_INT2.rda')
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_INT3', 'CLUSTER/CLUSTER_INT3.rda')
-
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_SLO1', 'CLUSTER/CLUSTER_SLO1.rda')
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_SLO2', 'CLUSTER/CLUSTER_SLO2.rda')
-upload_testing_dataset_table('datashield', 'cluster', 'CLUSTER_SLO3', 'CLUSTER/CLUSTER_SLO3.rda')
-
 upload_testing_dataset_table('datashield', 'cnsim', 'CNSIM1', 'CNSIM/CNSIM1.rda')
 upload_testing_dataset_table('datashield', 'cnsim', 'CNSIM2', 'CNSIM/CNSIM2.rda')
 upload_testing_dataset_table('datashield', 'cnsim', 'CNSIM3', 'CNSIM/CNSIM3.rda')
 
-upload_testing_dataset_table('datashield', 'dasim', 'DASIM1', 'DASIM/DASIM3.rda')
-upload_testing_dataset_table('datashield', 'dasim', 'DASIM2', 'DASIM/DASIM1.rda')
-upload_testing_dataset_table('datashield', 'dasim', 'DASIM3', 'DASIM/DASIM2.rda')
-
-upload_testing_dataset_table('datashield', 'discordant', 'DISCORDANT_STUDY1', 'DISCORDANT/DISCORDANT_STUDY1.rda')
-upload_testing_dataset_table('datashield', 'discordant', 'DISCORDANT_STUDY2', 'DISCORDANT/DISCORDANT_STUDY2.rda')
-upload_testing_dataset_table('datashield', 'discordant', 'DISCORDANT_STUDY3', 'DISCORDANT/DISCORDANT_STUDY3.rda')
-
-upload_testing_dataset_table('datashield', 'factor_levels', 'FACTOR_LEVELS1', 'FACTOR_LEVELS/FACTOR_LEVELS1.rda')
-upload_testing_dataset_table('datashield', 'factor_levels', 'FACTOR_LEVELS2', 'FACTOR_LEVELS/FACTOR_LEVELS2.rda')
-upload_testing_dataset_table('datashield', 'factor_levels', 'FACTOR_LEVELS3', 'FACTOR_LEVELS/FACTOR_LEVELS3.rda')
-
-upload_testing_dataset_table('datashield', 'gamlss', 'gamlss1', 'GAMLSS/gamlss1.rda')
-upload_testing_dataset_table('datashield', 'gamlss', 'gamlss2', 'GAMLSS/gamlss2.rda')
-upload_testing_dataset_table('datashield', 'gamlss', 'gamlss3', 'GAMLSS/gamlss3.rda')
-
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_WITH_MISSING1', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING1.rda')
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_WITH_MISSING2', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING2.rda')
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_WITH_MISSING3', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING3.rda')
-
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_NO_MISSING1', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING1.rda')
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_NO_MISSING2', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING2.rda')
-upload_testing_dataset_table('datashield', 'survival', 'COLLAPSE_NO_MISSING3', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING3.rda')
-
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_WITH_MISSING1', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING1.rda')
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_WITH_MISSING2', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING2.rda')
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_WITH_MISSING3', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING3.rda')
-
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_NO_MISSING1', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING1.rda')
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_NO_MISSING2', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING2.rda')
-upload_testing_dataset_table('datashield', 'survival', 'EXPAND_NO_MISSING3', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING3.rda')
-
-upload_testing_dataset_table('datashield', 'testing', 'DATASET1', 'TESTING/DATASET1.rda')
-upload_testing_dataset_table('datashield', 'testing', 'DATASET2', 'TESTING/DATASET2.rda')
-upload_testing_dataset_table('datashield', 'testing', 'DATASET3', 'TESTING/DATASET3.rda')
+upload_testing_dataset_table('datashield', 'dasim', 'DASIM1', 'DASIM/DASIM1.rda')
+upload_testing_dataset_table('datashield', 'dasim', 'DASIM2', 'DASIM/DASIM2.rda')
+upload_testing_dataset_table('datashield', 'dasim', 'DASIM3', 'DASIM/DASIM3.rda')
 
 print(MolgenisArmadillo::armadillo.list_tables('datashield'))
diff --git a/tests/testthat/data_files/obiba_opal-upload_testing_datasets.R b/tests/testthat/data_files/obiba_opal-upload_testing_datasets.R
index ae79d2e6..cb314a48 100644
--- a/tests/testthat/data_files/obiba_opal-upload_testing_datasets.R
+++ b/tests/testthat/data_files/obiba_opal-upload_testing_datasets.R
@@ -20,56 +20,12 @@ upload_testing_dataset_table <- function(opal, project_name, table_name, local_f
 # opal <- opal.login('administrator','datashield_test&', url='https://192.168.56.100:8443/', opts = list(ssl_verifyhost=0, ssl_verifypeer=0))
 opal <- opal.login('administrator','datashield_test&', url='https://localhost:8443/', opts = list(ssl_verifyhost=0, ssl_verifypeer=0))
 
-upload_testing_dataset_table(opal, 'ANTHRO', 'anthro1', 'ANTHRO/anthro1.rda')
-upload_testing_dataset_table(opal, 'ANTHRO', 'anthro2', 'ANTHRO/anthro2.rda')
-upload_testing_dataset_table(opal, 'ANTHRO', 'anthro3', 'ANTHRO/anthro3.rda')
-
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_INT1', 'CLUSTER/CLUSTER_INT1.rda')
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_INT2', 'CLUSTER/CLUSTER_INT2.rda')
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_INT3', 'CLUSTER/CLUSTER_INT3.rda')
-
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_SLO1', 'CLUSTER/CLUSTER_SLO1.rda')
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_SLO2', 'CLUSTER/CLUSTER_SLO2.rda')
-upload_testing_dataset_table(opal, 'CLUSTER', 'CLUSTER_SLO3', 'CLUSTER/CLUSTER_SLO3.rda')
-
-upload_testing_dataset_table(opal, 'CNSIM', 'CNSIM1', 'CNSIM/CNSIM1.rda')
-upload_testing_dataset_table(opal, 'CNSIM', 'CNSIM2', 'CNSIM/CNSIM2.rda')
-upload_testing_dataset_table(opal, 'CNSIM', 'CNSIM3', 'CNSIM/CNSIM3.rda')
-
 upload_testing_dataset_table(opal, 'DASIM', 'DASIM1', 'DASIM/DASIM1.rda')
 upload_testing_dataset_table(opal, 'DASIM', 'DASIM2', 'DASIM/DASIM2.rda')
 upload_testing_dataset_table(opal, 'DASIM', 'DASIM3', 'DASIM/DASIM3.rda')
 
-upload_testing_dataset_table(opal, 'DISCORDANT', 'DISCORDANT_STUDY1', 'DISCORDANT/DISCORDANT_STUDY1.rda')
-upload_testing_dataset_table(opal, 'DISCORDANT', 'DISCORDANT_STUDY2', 'DISCORDANT/DISCORDANT_STUDY2.rda')
-upload_testing_dataset_table(opal, 'DISCORDANT', 'DISCORDANT_STUDY3', 'DISCORDANT/DISCORDANT_STUDY3.rda')
-
-upload_testing_dataset_table(opal, 'FACTOR_LEVELS', 'FACTOR_LEVELS1', 'FACTOR_LEVELS/FACTOR_LEVELS1.rda')
-upload_testing_dataset_table(opal, 'FACTOR_LEVELS', 'FACTOR_LEVELS2', 'FACTOR_LEVELS/FACTOR_LEVELS2.rda')
-upload_testing_dataset_table(opal, 'FACTOR_LEVELS', 'FACTOR_LEVELS3', 'FACTOR_LEVELS/FACTOR_LEVELS3.rda')
-
-upload_testing_dataset_table(opal, 'GAMLSS', 'gamlss1', 'GAMLSS/gamlss1.rda')
-upload_testing_dataset_table(opal, 'GAMLSS', 'gamlss2', 'GAMLSS/gamlss2.rda')
-upload_testing_dataset_table(opal, 'GAMLSS', 'gamlss3', 'GAMLSS/gamlss3.rda')
-
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_WITH_MISSING1', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING1.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_WITH_MISSING2', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING2.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_WITH_MISSING3', 'SURVIVAL/COLLAPSE_MISSING/COLLAPSE_WITH_MISSING3.rda')
-
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_NO_MISSING1', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING1.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_NO_MISSING2', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING2.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'COLLAPSE_NO_MISSING3', 'SURVIVAL/COLLAPSE_NO_MISSING/COLLAPSE_NO_MISSING3.rda')
-
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_WITH_MISSING1', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING1.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_WITH_MISSING2', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING2.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_WITH_MISSING3', 'SURVIVAL/EXPAND_MISSING/EXPAND_WITH_MISSING3.rda')
-
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_NO_MISSING1', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING1.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_NO_MISSING2', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING2.rda')
-upload_testing_dataset_table(opal, 'SURVIVAL', 'EXPAND_NO_MISSING3', 'SURVIVAL/EXPAND_NO_MISSING/EXPAND_NO_MISSING3.rda')
-
-upload_testing_dataset_table(opal, 'TESTING', 'DATASET1', 'TESTING/DATASET1.rda')
-upload_testing_dataset_table(opal, 'TESTING', 'DATASET2', 'TESTING/DATASET2.rda')
-upload_testing_dataset_table(opal, 'TESTING', 'DATASET3', 'TESTING/DATASET3.rda')
+upload_testing_dataset_table(opal, 'DASIM', 'DASIM1', 'DASIM/DASIM1.rda')
+upload_testing_dataset_table(opal, 'DASIM', 'DASIM2', 'DASIM/DASIM2.rda')
+upload_testing_dataset_table(opal, 'DASIM', 'DASIM3', 'DASIM/DASIM3.rda')
 
 opal.logout(opal)
diff --git a/tests/testthat/perf_files/azure-pipeline.csv b/tests/testthat/perf_files/azure-pipeline.csv
new file mode 100644
index 00000000..77f556bc
--- /dev/null
+++ b/tests/testthat/perf_files/azure-pipeline.csv
@@ -0,0 +1,5 @@
+"refer_name","rate","lower_tolerance","upper_tolerance"
+"meanDS::perf::numeric::0","2998.9844","0.5","2"
+"meanDS::perf::numberAndNA::0","3027.3963","0.5","2"
+"varDS::perf::numeric::0","3124.4088","0.5","2"
+"varDS::perf::numberAndNA::0","3146.532","0.5","2"
diff --git a/tests/testthat/perf_files/circleci.csv b/tests/testthat/perf_files/circleci.csv
new file mode 100644
index 00000000..0a032864
--- /dev/null
+++ b/tests/testthat/perf_files/circleci.csv
@@ -0,0 +1,5 @@
+"refer_name","rate","lower_tolerance","upper_tolerance"
+"meanDS::perf::numeric::0","20817.883","0.5","2"
+"meanDS::perf::numberAndNA::0","20944.331","0.5","2"
+"varDS::perf::numeric::0","22773.844","0.5","2"
+"varDS::perf::numberAndNA::0","22742.877","0.5","2"
diff --git a/tests/testthat/perf_files/cran_check.cvs b/tests/testthat/perf_files/cran_check.cvs
new file mode 100644
index 00000000..59b38ebf
--- /dev/null
+++ b/tests/testthat/perf_files/cran_check.cvs
@@ -0,0 +1,5 @@
+"refer_name","rate","lower_tolerance","upper_tolerance"
+"meanDS::perf::numeric::0","10761.0000","0.5","2"
+"meanDS::perf::numberAndNA::0","10190.0000","0.5","2"
+"varDS::perf::numeric::0","11530.0000","0.5","2"
+"varDS::perf::numberAndNA::0","11469.0000","0.5","2"
diff --git a/tests/testthat/perf_files/default_perf_profile.csv b/tests/testthat/perf_files/default_perf_profile.csv
new file mode 100644
index 00000000..77f556bc
--- /dev/null
+++ b/tests/testthat/perf_files/default_perf_profile.csv
@@ -0,0 +1,5 @@
+"refer_name","rate","lower_tolerance","upper_tolerance"
+"meanDS::perf::numeric::0","2998.9844","0.5","2"
+"meanDS::perf::numberAndNA::0","3027.3963","0.5","2"
+"varDS::perf::numeric::0","3124.4088","0.5","2"
+"varDS::perf::numberAndNA::0","3146.532","0.5","2"
diff --git a/tests/testthat/perf_files/hp-laptop_quay.csv b/tests/testthat/perf_files/hp-laptop_quay.csv
new file mode 100644
index 00000000..487b248f
--- /dev/null
+++ b/tests/testthat/perf_files/hp-laptop_quay.csv
@@ -0,0 +1,5 @@
+"refer_name","rate","lower_tolerance","upper_tolerance"
+"meanDS::perf::numeric::0","8874.24924669612","0.5","2"
+"meanDS::perf::numberAndNA::0","8946.22935183172","0.5","2"
+"varDS::perf::numeric::0","10029.1022487173","0.5","2"
+"varDS::perf::numberAndNA::0","10014.7789085673","0.5","2"
diff --git a/tests/testthat/perf_tests/perf_rate.R b/tests/testthat/perf_tests/perf_rate.R
new file mode 100644
index 00000000..1884cda8
--- /dev/null
+++ b/tests/testthat/perf_tests/perf_rate.R
@@ -0,0 +1,50 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2024 Arjuna Technologies, Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+.perf.reference.filename <- 'perf_files/default_perf_profile.csv'
+
+.perf.reference <- NULL
+
+.load.pref <- function() {
+    .perf.reference <<- read.csv(.perf.reference.filename, header = TRUE, sep = ",")
+}
+
+perf.reference.save <- function(perf.ref.name, rate, tolerance.lower, tolerance.upper) {
+    if (is.null(.perf.reference))
+        load.pref()
+
+    .perf.reference[nrow(.perf.reference)+1,] <- c(perf.ref.name, rate, tolerance.lower, tolerance.upper)
+
+    write.csv(.perf.reference, .perf.reference.filename, row.names = FALSE)
+
+    .perf.reference <<- .perf.reference
+}
+
+perf.reference.rate <- function(perf.ref.name) {
+    if (is.null(.perf.reference))
+        .load.pref()
+
+    return(as.numeric(.perf.reference[which(.perf.reference$refer_name == perf.ref.name),]$rate))
+}
+
+perf.reference.tolerance.lower <- function(perf.ref.name) {
+    if (is.null(.perf.reference))
+        .load.pref()
+
+    return(as.numeric(.perf.reference[which(.perf.reference$refer_name == perf.ref.name),]$lower_tolerance))
+}
+
+perf.reference.tolerance.upper <- function(perf.ref.name) {
+    if (is.null(.perf.reference))
+        .load.pref()
+
+    return(as.numeric(.perf.reference[which(.perf.reference$refer_name == perf.ref.name),]$upper_tolerance))
+}
+
diff --git a/tests/testthat/setup.R b/tests/testthat/setup.R
index e5294218..e7a0549e 100644
--- a/tests/testthat/setup.R
+++ b/tests/testthat/setup.R
@@ -20,4 +20,6 @@ library(lme4)
 source("disclosure/set_disclosure_settings.R")
 source("random/set_random_seed_settings.R")
 
+source("perf_tests/perf_rate.R")
+
 context("setup - done")
diff --git a/tests/testthat/test-perf-meanDS.R b/tests/testthat/test-perf-meanDS.R
index cb99b50e..794e61b2 100644
--- a/tests/testthat/test-perf-meanDS.R
+++ b/tests/testthat/test-perf-meanDS.R
@@ -12,6 +12,10 @@
 # Set up
 #
 
+# avoid performance tests on CRAN and GitHub Actions
+testthat::skip_on_cran()
+testthat::skip_on_ci()
+
 context("meanDS::perf::setup")
 
 set.standard.disclosure.settings()
@@ -22,6 +26,8 @@ set.standard.disclosure.settings()
 
 context("meanDS::perf::numeric")
 test_that("numeric meanDS - performance", {
+    skip_on_cran()
+
     input <- c(0.0, 1.0, 2.0, 3.0, 4.0)
 
     .durationSec  <- 30 # seconds
@@ -35,13 +41,28 @@ test_that("numeric meanDS - performance", {
         .count <- .count + 1
         .current.time <- Sys.time()
     }
-    expect_true(TRUE)
 
-    print(paste("meanDS::perf::number::0:", format(.count / (difftime(.current.time, .start.time, units = "secs")[[1]]), digits = 8)))
+    .current.rate   <- .count / (difftime(.current.time, .start.time, units = "secs")[[1]])
+    .reference.rate <- perf.reference.rate("meanDS::perf::numeric::0")
+    if (any(length(.reference.rate) == 0) || any(is.null(.reference.rate))) {
+        print(paste("meanDS::perf::numeric::0 ", .current.rate, 0.5, 2.0))
+        perf.reference.save("meanDS::perf::numeric::0", .current.rate, 0.5, 2.0)
+    } else {
+        print(paste("meanDS::perf::numeric::0 ", format(.current.rate, digits = 8), ", ", format(100.0 * .current.rate / .reference.rate, digits = 4), "%", sep = ''))
+    }
+
+    .reference.rate            <- perf.reference.rate("meanDS::perf::numeric::0")
+    .reference.tolerance.lower <- perf.reference.tolerance.lower("meanDS::perf::numeric::0")
+    .reference.tolerance.upper <- perf.reference.tolerance.upper("meanDS::perf::numeric::0")
+
+    expect_gt(.current.rate, .reference.rate * .reference.tolerance.lower, label = "Observed rate", expected.label = "lower threshold on rate")
+    expect_lt(.current.rate, .reference.rate * .reference.tolerance.upper, label = "Observed rate", expected.label = "upper threshold on rate")
 })
 
 context("meanDS::perf::numeric with NA")
 test_that("numeric meanDS, with NA - performance", {
+    skip_on_cran()
+
     input <- c(0.0, NA, 2.0, NA, 4.0)
 
     .durationSec  <- 30 # seconds
@@ -55,9 +76,22 @@ test_that("numeric meanDS, with NA - performance", {
         .count <- .count + 1
         .current.time <- Sys.time()
     }
-    expect_true(TRUE)
 
-    print(paste("meanDS::perf::numberAndNA::0:", format(.count / (difftime(.current.time, .start.time, units = "secs")[[1]]), digits = 8)))
+    .current.rate   <- .count / (difftime(.current.time, .start.time, units = "secs")[[1]])
+    .reference.rate <- perf.reference.rate("meanDS::perf::numberAndNA::0")
+    if (any(length(.reference.rate) == 0) || any(is.null(.reference.rate))) {
+        print(paste("meanDS::perf::numberAndNA::0 ", .current.rate, 0.5, 2.0))
+        perf.reference.save("meanDS::perf::numberAndNA::0", .current.rate, 0.5, 2.0)
+    } else {
+        print(paste("meanDS::perf::numberAndNA::0 ", format(.current.rate, digits = 8), ", ", format(100.0 * .current.rate / .reference.rate, digits = 4), "%", sep = ''))
+    }
+
+    .reference.rate            <- perf.reference.rate("meanDS::perf::numberAndNA::0")
+    .reference.tolerance.lower <- perf.reference.tolerance.lower("meanDS::perf::numberAndNA::0")
+    .reference.tolerance.upper <- perf.reference.tolerance.upper("meanDS::perf::numberAndNA::0")
+
+    expect_gt(.current.rate, .reference.rate * .reference.tolerance.lower, label = "Observed rate", expected.label = "lower threshold on rate")
+    expect_lt(.current.rate, .reference.rate * .reference.tolerance.upper, label = "Observed rate", expected.label = "upper threshold on rate")
 })
 
 #
diff --git a/tests/testthat/test-perf-varDS.R b/tests/testthat/test-perf-varDS.R
index 05ca7594..d468c5da 100644
--- a/tests/testthat/test-perf-varDS.R
+++ b/tests/testthat/test-perf-varDS.R
@@ -12,6 +12,10 @@
 # Set up
 #
 
+# avoid performance tests on CRAN and GitHub Actions
+testthat::skip_on_cran()
+testthat::skip_on_ci()
+
 context("varDS::perf::setup")
 
 set.standard.disclosure.settings()
@@ -22,6 +26,8 @@ set.standard.disclosure.settings()
 
 context("varDS::perf::numeric")
 test_that("numeric varDS - performance", {
+    skip_on_cran()
+
     input <- c(0.0, 1.0, 2.0, 3.0, 4.0)
 
     .durationSec  <- 30 # seconds
@@ -35,13 +41,28 @@ test_that("numeric varDS - performance", {
         .count <- .count + 1
         .current.time <- Sys.time()
     }
-    expect_true(TRUE)
 
-    print(paste("varDS::perf::number::0:", format(.count / (difftime(.current.time, .start.time, units = "secs")[[1]]), digits = 8)))
+    .current.rate   <- .count / (difftime(.current.time, .start.time, units = "secs")[[1]])
+    .reference.rate <- perf.reference.rate("varDS::perf::numeric::0")
+    if (any(length(.reference.rate) == 0) || any(is.null(.reference.rate))) {
+        print(paste("varDS::perf::numeric::0 ", .current.rate, 0.5, 2.0))
+        perf.reference.save("varDS::perf::numeric::0", .current.rate, 0.5, 2.0)
+    } else {
+        print(paste("varDS::perf::numeric::0 ", format(.current.rate, digits = 8), ", ", format(100.0 * .current.rate / .reference.rate, digits = 4), "%", sep = ''))
+    }
+
+    .reference.rate            <- perf.reference.rate("varDS::perf::numeric::0")
+    .reference.tolerance.lower <- perf.reference.tolerance.lower("varDS::perf::numeric::0")
+    .reference.tolerance.upper <- perf.reference.tolerance.upper("varDS::perf::numeric::0")
+
+    expect_gt(.current.rate, .reference.rate * .reference.tolerance.lower, label = "Observed rate", expected.label = "lower threshold on rate")
+    expect_lt(.current.rate, .reference.rate * .reference.tolerance.upper, label = "Observed rate", expected.label = "upper threshold on rate")
 })
 
 context("varDS::perf::numeric with NA")
 test_that("numeric varDS, with NA - performance", {
+    skip_on_cran()
+
     input <- c(0.0, NA, 2.0, NA, 4.0)
 
     .durationSec  <- 30 # seconds
@@ -55,9 +76,22 @@ test_that("numeric varDS, with NA - performance", {
         .count <- .count + 1
         .current.time <- Sys.time()
     }
-    expect_true(TRUE)
 
-    print(paste("varDS::perf::numberAndNA::0:", format(.count / (difftime(.current.time, .start.time, units = "secs")[[1]]), digits = 8)))
+    .current.rate   <- .count / (difftime(.current.time, .start.time, units = "secs")[[1]])
+    .reference.rate <- perf.reference.rate("varDS::perf::numberAndNA::0")
+    if (any(length(.reference.rate) == 0) || any(is.null(.reference.rate))) {
+        print(paste("varDS::perf::numberAndNA::0 ", .current.rate, 0.5, 2.0))
+        perf.reference.save("varDS::perf::numberAndNA::0", .current.rate, 0.5, 2.0)
+    } else {
+        print(paste("varDS::perf::numberAndNA::0 ", format(.current.rate, digits = 8), ", ", format(100.0 * .current.rate / .reference.rate, digits = 4), "%", sep = ''))
+    }
+
+    .reference.rate            <- perf.reference.rate("varDS::perf::numberAndNA::0")
+    .reference.tolerance.lower <- perf.reference.tolerance.lower("varDS::perf::numberAndNA::0")
+    .reference.tolerance.upper <- perf.reference.tolerance.upper("varDS::perf::numberAndNA::0")
+
+    expect_gt(.current.rate, .reference.rate * .reference.tolerance.lower, label = "Observed rate", expected.label = "lower threshold on rate")
+    expect_lt(.current.rate, .reference.rate * .reference.tolerance.upper, label = "Observed rate", expected.label = "upper threshold on rate")
 })
 
 #
diff --git a/tests/testthat/test-smk-bp_standardsDS.R b/tests/testthat/test-smk-bp_standardsDS.R
new file mode 100644
index 00000000..906dd34f
--- /dev/null
+++ b/tests/testthat/test-smk-bp_standardsDS.R
@@ -0,0 +1,84 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("bp_standardsDS::smk::setup")
+
+#
+# Tests
+#
+
+context("bp_standardsDS::smk::systolic")
+test_that("systolic bp_standardsDS", {
+  
+  sex <- c(2, 2, 2, 2, 2, 1, 2, 1, 2, 1)
+  age <- c(5.26, 7.73, 4.59, 9.81, 7.99, 9.24, 3.93, 9.86, 4.44, 5.42)
+  height   <- c(113.57, 92.30, 50.28, 134.84, 123.12, 76.94, 148.17, 68.92, 65.75, 120.99)
+  bp <- c(118.54, 87.62, 72.13, 91.18, 88.47, 73.28, 100.27, 86.84, 103.51, 115.28)
+  systolic <- TRUE
+  
+  res <- bp_standardsDS(sex=sex, age=age, height=height, bp=bp, systolic=systolic)
+  
+    expect_equal(class(res), "list")
+    expect_length(res, 2)
+    expect_equal(class(res[[1]]), "numeric")
+    expect_equal(class(res[[2]]), "numeric")
+
+    res.names <- names(res)
+
+    expect_equal(class(res.names), "character")
+    expect_length(res.names, 2)
+    expect_equal(res.names[1], 'Zbp')
+    expect_equal(res.names[2], 'perc')
+    
+    expect_equal(round(res$Zbp, digits=2), c(2.23, -0.60, -15.57, -0.93, -0.78, -14.74, NaN, -24.74, -0.34, 1.42))
+    expect_equal(round(res$perc, digits=2), c(98.72, 27.46, 0.00, 17.51, 21.79, 0.00, NaN, 0.00, 36.77, 92.19))
+    
+})
+
+context("bp_standardsDS::smk::diastolic")
+test_that("diastolic bp_standardsDS", {
+  
+  sex <- c(2, 2, 2, 2, 2, 1, 2, 1, 2, 1)
+  age <- c(5.26, 7.73, 4.59, 9.81, 7.99, 9.24, 3.93, 9.86, 4.44, 5.42)
+  height   <- c(113.57, 92.30, 50.28, 134.84, 123.12, 76.94, 148.17, 68.92, 65.75, 120.99)
+  bp <- c(118.54, 87.62, 72.13, 91.18, 88.47, 73.28, 100.27, 86.84, 103.51, 115.28)
+  systolic <- FALSE
+  
+  res <- bp_standardsDS(sex=sex, age=age, height=height, bp=bp, systolic=systolic)
+  
+  expect_equal(class(res), "list")
+  expect_length(res, 2)
+  expect_equal(class(res[[1]]), "numeric")
+  expect_equal(class(res[[2]]), "numeric")
+  
+  res.names <- names(res)
+  
+  expect_equal(class(res.names), "character")
+  expect_length(res.names, 2)
+  expect_equal(res.names[1], 'Zbp')
+  expect_equal(res.names[2], 'perc')
+  
+  expect_equal(round(res$Zbp, digits=2), c(5.72, 1.85, -10.00, 2.85, 2.81, -11.07, NaN, -20.13, 1.51, 5.03))
+  expect_equal(round(res$perc, digits=2), c(100.00, 96.79, 0.00, 99.78, 99.75, 0.00, NaN, 0.00, 93.39, 100.00))
+  
+})
+
+
+#
+# Done
+#
+
+context("bp_standardsDS::smk::shutdown")
+
+context("bp_standardsDS::smk::done")
diff --git a/tests/testthat/test-smk-dataFrameSubsetDS1.R b/tests/testthat/test-smk-dataFrameSubsetDS1.R
new file mode 100644
index 00000000..93dbca26
--- /dev/null
+++ b/tests/testthat/test-smk-dataFrameSubsetDS1.R
@@ -0,0 +1,82 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("gamlssDS::smk::setup")
+
+set.standard.disclosure.settings()
+
+
+#
+# Tests
+#
+
+context("dataFrameSubsetDS1::smk::test1")
+test_that("test1 dataFrameSubsetDS1", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=3))
+  colnames(D) <- c('integer','numeric','binary')
+  D$integer <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+                  2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$numeric <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+                 37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  D$binary <- c(1,1,1,1,1,1,1,2,2,2,2,2,1,1,2,2,1,2,1,2)
+  Boolean.operator.n <- 1
+  keep.NAs <- FALSE
+
+  res <- dataFrameSubsetDS1(df.name="D", V1.name="D$binary", V2.name="2",
+                            Boolean.operator.n=Boolean.operator.n, keep.NAs = keep.NAs)
+  
+    expect_equal(class(res), "character")
+    expect_equal(res, "Subsetting undertaken without problems")
+    
+})
+
+context("dataFrameSubsetDS1::smk::test2")
+test_that("test2 dataFrameSubsetDS1", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=3))
+  colnames(D) <- c('integer','numeric','binary')
+  D$integer <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+                 2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$numeric <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+                 37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  D$binary <- c(1,1,1,1,1,1,1,2,2,2,2,2,1,1,2,2,1,2,1,2)
+  Boolean.operator.n <- 3
+  keep.NAs <- FALSE
+  
+  res <- dataFrameSubsetDS1(df.name="D", V1.name="D$numeric", V2.name="41.10",
+                            Boolean.operator.n=Boolean.operator.n, keep.NAs = keep.NAs)
+  
+  expect_equal(class(res), "list")
+  expect_length(res, 10)
+  expect_equal(res[[1]], "Warning: DataSHIELD monitors every session for potentially disclosive analytic requests.")
+  expect_equal(res[[2]], "The analysis you just submitted has generated a subset in which the number of elements")
+  expect_equal(res[[3]], "differs - but only very slightly so - from the original data frame. This is most likely to be")
+  expect_equal(res[[4]], "an innocent consequence of your subsetting needs. However, it could in theory be one step")
+  expect_equal(res[[5]], "in a difference-based attack aimed at identifying individuals. This analytic request has")
+  expect_equal(res[[6]], "therefore been highlighted in the session log file. Please be reassured, if you do not try")
+  expect_equal(res[[7]], "to identify individuals this will cause you no difficulty. However, if you do plan a ")
+  expect_equal(res[[8]], "malicious attempt to identify individuals by differencing, this will become obvious in the")
+  expect_equal(res[[9]], "session log and you will be sanctioned. Possible consequences include loss of future access")
+  expect_equal(res[[10]], "to DataSHIELD and/or legal penalties.")
+  
+})
+
+#
+# Done
+#
+
+context("dataFrameSubsetDS1::smk::shutdown")
+
+context("dataFrameSubsetDS1::smk::done")
diff --git a/tests/testthat/test-smk-dataFrameSubsetDS2.R b/tests/testthat/test-smk-dataFrameSubsetDS2.R
new file mode 100644
index 00000000..619da16c
--- /dev/null
+++ b/tests/testthat/test-smk-dataFrameSubsetDS2.R
@@ -0,0 +1,79 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("gamlssDS::smk::setup")
+
+set.standard.disclosure.settings()
+
+
+#
+# Tests
+#
+
+context("dataFrameSubsetDS2::smk::test1")
+test_that("test1 dataFrameSubsetDS2", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=3))
+  colnames(D) <- c('integer','numeric','binary')
+  D$integer <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+                  2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$numeric <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+                 37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  D$binary <- c(1,1,1,1,1,1,1,2,2,2,2,2,1,1,2,2,1,2,1,2)
+  Boolean.operator.n <- 1
+  keep.NAs <- FALSE
+
+  res <- dataFrameSubsetDS2(df.name="D", V1.name="D$binary", V2.name="2",
+                            Boolean.operator.n=Boolean.operator.n, keep.NAs = keep.NAs)
+  
+    expect_equal(class(res), "data.frame")
+    expect_equal(nrow(res), 9)
+    expect_equal(ncol(res), 3)
+    expect_equal(colnames(res), c("integer", "numeric", "binary"))
+    expect_equal(res$integer, c(4210, 2460, 3510, 2800, 3730, 2390, 3480, 3050, 3420))
+    expect_equal(res$numeric, c(41.43, 36.00, 39.00, 37.57, 40.00, 37.00, 40.00, 36.29, 40.00))
+    expect_equal(res$binary, c(2, 2, 2, 2, 2, 2, 2, 2, 2))
+    
+})
+
+context("dataFrameSubsetDS2::smk::test2")
+test_that("test2 dataFrameSubsetDS2", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=3))
+  colnames(D) <- c('integer','numeric','binary')
+  D$integer <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+                 2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$numeric <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+                 37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  D$binary <- c(1,1,1,1,1,1,1,2,2,2,2,2,1,1,2,2,1,2,1,2)
+  Boolean.operator.n <- 3
+  keep.NAs <- FALSE
+  
+  res <- dataFrameSubsetDS2(df.name="D", V1.name="D$numeric", V2.name="41.10",
+                            Boolean.operator.n=Boolean.operator.n, keep.NAs = keep.NAs)
+  
+  expect_equal(class(res), "data.frame")
+  expect_equal(nrow(res), 18)
+  expect_equal(ncol(res), 3)
+  expect_equal(colnames(res), c("integer", "numeric", "binary"))
+  
+})
+
+#
+# Done
+#
+
+context("dataFrameSubsetDS2::smk::shutdown")
+
+context("dataFrameSubsetDS2::smk::done")
diff --git a/tests/testthat/test-smk-densityGridDS.R b/tests/testthat/test-smk-densityGridDS.R
new file mode 100644
index 00000000..612386bb
--- /dev/null
+++ b/tests/testthat/test-smk-densityGridDS.R
@@ -0,0 +1,58 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("densityGridDS::smk::setup")
+
+set.standard.disclosure.settings()
+
+
+#
+# Tests
+#
+
+context("densityGridDS::smk")
+test_that("densityGridDS", {
+  
+  xvect <- c(11.95, 10.06, 9.98,  9.50, 12.26,  9.66, 11.08, 12.29, 11.00,  9.91,  
+           9.98, 11.78,  9.34,  9.75, 10.29, 10.18,  8.10,  9.74,  9.14,  9.38) 
+  yvect <- c(14.53, 21.37, 16.66, 16.46, 17.73, 16.66, 15.32, 19.25, 17.84, 12.44, 
+           15.29, 15.33, 18.78, 15.16, 17.06, 15.99, 15.01, 12.37, 15.32, 14.23)
+  limits <- FALSE
+  x.min <- NULL
+  x.max <- NULL
+  y.min <- NULL
+  y.max <- NULL
+  numints <- 3
+  
+  res <- densityGridDS(xvect=xvect, yvect=yvect, limits=FALSE, x.min=NULL, 
+                        x.max=NULL, y.min=NULL, y.max=NULL, numints=numints)
+  
+    expect_equal(class(res), c("matrix","array"))
+    expect_equal(colnames(res), c("", "", "", "x.mids", "y.mids"))
+    expect_equal(as.numeric(round(res[1,], digits=3)), c(3.000, 0.000, 0.000, 8.798, 13.870))
+    expect_equal(as.numeric(round(res[2,], digits=3)), c(4.000, 5.000, 0.000, 10.195, 16.870))
+    expect_equal(as.numeric(round(res[3,], digits=3)), c(3.000, 0.000, 0.000, 11.592, 19.870))
+    
+    expect_equal(names(dimnames(res))[2], "Number of invalid cells (cells with counts >0 and < nfilter.tab ) is 4")
+    
+})
+
+
+#
+# Done
+#
+
+context("densityGridDS::smk::shutdown")
+
+context("densityGridDS::smk::done")
diff --git a/tests/testthat/test-smk-gamlssDS.R b/tests/testthat/test-smk-gamlssDS.R
new file mode 100644
index 00000000..636e0f26
--- /dev/null
+++ b/tests/testthat/test-smk-gamlssDS.R
@@ -0,0 +1,93 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("gamlssDS::smk::setup")
+
+set.standard.disclosure.settings()
+
+
+#
+# Tests
+#
+
+context("gamlssDS::smk::birthweight")
+test_that("birthweight gamlssDS", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=2))
+  colnames(D) <- c('e3_bw','e3_gac_None')
+  D$e3_bw <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+                  2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$e3_gac_None <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+                        37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  family <- "NOleft_parenthesisright_parenthesis"
+  centiles = TRUE
+  formula <- "e3_bwtilde_symbole3_gac_None"
+  sigma.formula <- "e3_bwtilde_symbole3_gac_None"
+  nu.formula <- "tilde_symbol1"
+  tau.formula <- "tilde_symbol1"
+  method <- 'RS'
+  mu.fix <- FALSE
+  sigma.fix <- FALSE 
+  nu.fix <- FALSE
+  tau.fix <- FALSE
+  xvar <- "D$e3_gac_None"
+  newobj <- 'z_scores_e3_bw'
+  control = "0.001,20,1,1,1,1,Inf"
+  i.control = "0.001,50,30,0.001"
+  data="D"
+  
+  res <- gamlssDS(formula=formula, sigma.formula=sigma.formula, 
+                  nu.formula=nu.formula, tau.formula=tau.formula,
+                  family=family, data=data, method=method, mu.fix=mu.fix,
+                  sigma.fix=sigma.fix, nu.fix=nu.fix, tau.fix=tau.fix,
+                  control=control, i.control=i.control, centiles=centiles,
+                  xvar=xvar, newobj=newobj)
+  
+    expect_equal(class(res), "list")
+    expect_length(res, 2)
+    expect_equal(class(res[[1]]), c("gamlss","gam","glm","lm"))
+    expect_equal(class(res[[2]]), c("matrix","array"))
+
+    res.names <- names(res)
+
+    expect_equal(class(res.names), "character")
+    expect_length(res.names, 2)
+    expect_equal(res.names[1], 'results')
+    expect_equal(res.names[2], 'centiles')
+    
+    expect_equal(res$results$family, c("NO", "Normal"))
+    expect_equal(res$results$parameters, c("mu", "sigma"))
+    expect_equal(class(res$results$call), "call")
+    expect_equal(res$results$y, "The response variable is not disclosed!")
+    expect_equal(class(res$results$control), "list")
+    expect_length(res$results$control, 11)
+    expect_equal(round(res$results$G.deviance, digits=4), 294.1581)
+    expect_equal(res$results$N, 20)
+    expect_equal(class(res$results$rqres), "expression")
+    expect_equal(res$results$iter, 3)
+    
+    expect_equal(colnames(res$centiles), c("cent","per"))
+    expect_equal(res$centiles[,'cent'], c(0.4, 2.0, 10.0, 25.0, 50.0, 75.0, 90.0, 98.0, 99.6))
+    expect_equal(res$centiles[,'per'], c(0, 5, 10, 25, 55, 70, 95, 95, 100))
+    
+})
+
+
+#
+# Done
+#
+
+context("gamlssDS::smk::shutdown")
+
+context("gamlssDS::smk::done")
diff --git a/tests/testthat/test-smk-hetcorDS.R b/tests/testthat/test-smk-hetcorDS.R
new file mode 100644
index 00000000..f78d14cc
--- /dev/null
+++ b/tests/testthat/test-smk-hetcorDS.R
@@ -0,0 +1,91 @@
+#-------------------------------------------------------------------------------
+# Copyright (c) 2019-2022 University of Newcastle upon Tyne. All rights reserved.
+#
+# This program and the accompanying materials
+# are made available under the terms of the GNU Public License v3.0.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#-------------------------------------------------------------------------------
+
+#
+# Set up
+#
+
+context("hetcorDS::smk::setup")
+
+set.standard.disclosure.settings()
+
+
+#
+# Tests
+#
+
+context("hetcorDS::smk")
+test_that("hetcorDS", {
+  
+  D <- as.data.frame(matrix(NA, nrow=20, ncol=3))
+  colnames(D) <- c('x','y','z')
+  D$x <- c(4100, 4158, 4110, 2900, 3580, 3780, 4220, 4210, 2460, 3510,
+           2800, 3730, 3300, 3310, 2390, 3480, 3040, 3050, 3500, 3420) 
+  D$y <- c(41.00, 41.00, 39.00, 38.86, 40.57, 41.00, 40.71, 41.43, 36.00, 39.00,
+           37.57, 40.00, 40.29, 40.71, 37.00, 40.00, 41.57, 36.29, 39.29, 40.00)
+  D$z <- as.factor(c(0,1,0,1,0,1,0,1,0,1,0,1,0,1,0,1,0,1,0,1))
+  data <- "D"
+  ML <- FALSE
+  std.err <- TRUE
+  bins <- 2
+  pd <- TRUE
+  use <- "complete.obs"
+  
+  res <- hetcorDS(data = data, ML = ML, std.err = std.err, bins = bins, pd = pd, use = use)
+  
+  expect_equal(class(res), "hetcor")
+  expect_length(res, 7)
+  expect_equal(class(res[[1]]), c("matrix","array"))
+  expect_equal(class(res[[2]]), c("matrix","array"))
+  expect_equal(class(res[[3]]), c("character"))
+  expect_equal(class(res[[4]]), c("logical"))
+  expect_equal(class(res[[5]]), c("matrix","array"))
+  expect_equal(class(res[[6]]), c("integer"))
+  expect_equal(class(res[[7]]), c("matrix","array"))
+  
+  res.names <- names(res)
+  
+  expect_equal(class(res.names), "character")
+  expect_length(res.names, 7)
+  expect_equal(res.names[1], 'correlations')
+  expect_equal(res.names[2], 'type')
+  expect_equal(res.names[3], 'NA.method')
+  expect_equal(res.names[4], 'ML')
+  expect_equal(res.names[5], 'std.errors')
+  expect_equal(res.names[6], 'n')
+  expect_equal(res.names[7], 'tests')
+  
+  expect_equal(round(res$correlations['x','x'], digits = 3), 1.000)
+  expect_equal(round(res$correlations['x','y'], digits = 3), 0.712)
+  expect_equal(round(res$correlations['x','z'], digits = 3), 0.242)
+  expect_equal(round(res$correlations['y','z'], digits = 3), 0.207)
+  
+  expect_equal(res$type[1,1], "")
+  expect_equal(res$type[1,2], "Pearson")
+  expect_equal(res$type[1,3], "Polyserial")
+  expect_equal(res$type[2,3], "Polyserial")
+  
+  expect_equal(res$NA.method, "complete.obs")
+  
+  expect_equal(round(res$std.errors['x','x'], digits = 3), 0.000)
+  expect_equal(round(res$std.errors['x','y'], digits = 3), 0.110)
+  expect_equal(round(res$std.errors['x','z'], digits = 3), 0.272)
+  expect_equal(round(res$std.errors['y','z'], digits = 3), 0.275)
+  
+})
+
+
+#
+# Done
+#
+
+context("hetcorDS::smk::shutdown")
+
+context("hetcorDS::smk::done")
\ No newline at end of file