From ef247274a3e73004e0aefde0b4f9b017c155fab5 Mon Sep 17 00:00:00 2001
From: gmillot <gael.millot@pasteur.fr>
Date: Wed, 3 Jun 2020 19:15:05 +0200
Subject: [PATCH] fun_slide() function added

---
 cute_little_R_functions.R    | 3334 ++++++++++++++++++++++++++++++++++
 cute_little_R_functions.docx |  Bin 540826 -> 549758 bytes
 scatter.docx                 |  Bin 101386 -> 101481 bytes
 3 files changed, 3334 insertions(+)

diff --git a/cute_little_R_functions.R b/cute_little_R_functions.R
index 5b7dd24..5f1ce78 100644
--- a/cute_little_R_functions.R
+++ b/cute_little_R_functions.R
@@ -3144,6 +3144,148 @@ return(output)
 }
 
 
+######## fun_slide() #### return a computation made on a vector using a sliding window
+
+
+fun_slide <- function(data, window.size, step, fun, args = NULL, boundary = "left", lib.path = NULL){
+# AIM
+# return a computation made on a vector using a sliding window
+# ARGUMENTS
+# data: vector, matrix, table or array of numeric values (mode must be numeric). Inf not allowed. NA will be removed before computation
+# window.size: single numeric value indicating the width of the window sliding across data (in the same unit as data value)
+# step: single numeric value indicating the step between each window (in the same unit as data value). Cannot be larger than window.size
+# fun: function or character string (without brackets) indicating the name of the function to apply in each window. Example: fun = "mean", or fun = mean
+# arg: character string of additional arguments of fun (separated by a comma between the quotes). Example args = "na.rm = TRUE" for fun = mean. Ignored if NULL
+# boundary: either "left" or "right". Indicates if the sliding window includes values equal to left boundary and exclude values equal to right boundary ("left") or the opposite ("right")
+# lib.path: character vector specifying the absolute pathways of the directories containing the required packages if not in the default directories. Ignored if NULL
+# REQUIRED PACKAGES
+# none
+# REQUIRED FUNCTIONS FROM CUTE_LITTLE_R_FUNCTION
+# fun_check()
+# RETURN
+# a data frame containing
+#$left : the left boundary of each window (in the unit of the data argument)
+#$right : the right boundary of each window (in the unit of data argument)
+#$center : the center of each window (in the unit of data argument)
+#$value : the computed value by the fun argument in each window)
+# EXAMPLES
+# fun_slide(data = c(1:10, 100:110, 500), window.size = 5, step = 2, fun = length, boundary = "left")
+# DEBUGGING
+# data = c(1:10, 100:110, 500) ; window.size = 5 ; step = 2 ; fun = length ; args = NULL ; boundary = "left" ; lib.path = NULL
+# function name
+function.name <- paste0(as.list(match.call(expand.dots=FALSE))[[1]], "()")
+instruction <- match.call()
+# end function name
+# required function checking
+req.function <- c(
+"fun_check"
+)
+for(i1 in req.function){
+if(length(find(i1, mode = "function")) == 0){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": REQUIRED ", i1, "() FUNCTION IS MISSING IN THE R ENVIRONMENT\n\n================\n\n")
+stop(tempo.cat)
+}
+}
+# end required function checking
+# argument primary checking
+# arg with no default values
+if(any(missing(data) | missing(window.size) | missing(step) | missing(fun))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ARGUMENTS fun, arg AND val HAVE NO DEFAULT VALUE AND REQUIRE ONE\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# end arg with no default values
+# using fun_check()
+arg.check <- NULL #
+text.check <- NULL #
+checked.arg.names <- NULL # for function debbuging: used by r_debugging_tools
+ee <- expression(arg.check <- c(arg.check, tempo$problem) , text.check <- c(text.check, tempo$text) , checked.arg.names <- c(checked.arg.names, tempo$fun.name))
+tempo <- fun_check(data = data, mode = "numeric", na.contain = TRUE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = window.size, class = "vector", mode = "numeric", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = step, class = "vector", mode = "numeric", length = 1, fun.name = function.name) ; eval(ee)
+tempo1 <- fun_check(data = fun, class = "vector", mode = "character", length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = fun, class = "function", length = 1, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": fun ARGUMENT MUST BE A FUNCTION OR A CHARACTER STRING OF THE NAME OF A FUNCTION")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+if( ! is.null(args)){
+tempo <- fun_check(data = args, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = boundary, options = c("left", "right"), length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(lib.path)){
+tempo <- fun_check(data = lib.path, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+}
+if(any(arg.check) == TRUE){
+stop(paste0("\n\n================\n\n", paste(text.check[arg.check], collapse = "\n"), "\n\n================\n\n"), call. = FALSE) #
+}
+# end using fun_check()
+# source("C:/Users/Gael/Documents/Git_versions_to_use/debugging_tools_for_r_dev-v1.2/r_debugging_tools-v1.2.R") ; eval(parse(text = str_basic_arg_check_dev)) ; eval(parse(text = str_arg_check_with_fun_check_dev)) # activate this line and use the function (with no arguments left as NULL) to check arguments status and if they have been checked using fun_check()
+# end argument primary checking
+# second round of checking and data preparation
+# dealing with NA
+if(any(is.na(window.size)) | any(is.na(step)) | suppressWarnings(any(is.na(fun))) | any(is.na(args)) | any(is.na(boundary)) | any(is.na(lib.path))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": NO ARGUMENT EXCEPT data CAN HAVE NA VALUES\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# end dealing with NA
+# dealing with NULL
+if(is.null(data) | is.null(window.size) | is.null(step) | is.null(fun) | is.null(boundary)){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": THESE ARGUMENTS data, window.size, step, fun AND boundary CANNOT BE NULL\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# end dealing with NULL
+if(any( ! is.finite(data))){
+tempo.cat <- paste0("ERROR IN ", function.name, ": data ARGUMENT CANNOT CONTAIN Inf VALUES")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if(step > window.size){
+tempo.cat <- paste0("ERROR IN ", function.name, ": step ARGUMENT MUST BE LOWER THAN window.size ARGUMENT\nstep: ", paste(step, collapse = " "), "\nwindow.size: ", paste(window.size, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if( ! is.null(lib.path)){
+if( ! all(dir.exists(lib.path))){ # separation to avoid the problem of tempo$problem == FALSE and lib.path == NA
+tempo.cat <- paste0("ERROR IN ", function.name, ": DIRECTORY PATH INDICATED IN THE lib.path ARGUMENT DOES NOT EXISTS:\n", paste(lib.path, collapse = "\n"))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+# end second round of checking and data preparation
+# main code
+fun <- match.fun(fun) # make fun <- get(fun) is fun is a function name written as character string of length 1
+data <- as.vector(data)
+data <- sort(data, na.last = NA) # NA removed
+wind <- data.frame(left = seq(from = min(data, na.rm = TRUE), to = max(data, na.rm = TRUE), by = step))
+wind <- data.frame(wind, right = wind$left + window.size)
+wind <- data.frame(wind, center = (wind$left + wind$right) / 2)
+if(any(wind$center > max(data, na.rm = TRUE))){
+wind <- wind[ ! wind$center > max(data, na.rm = TRUE),]
+}
+if(boundary == "left"){
+left <- ">="
+right <- "<"
+}else if(boundary == "right"){
+left <- ">"
+right <- "<="
+}else{
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 1\n\n============\n\n")
+stop(tempo.cat)
+}
+left.log <- lapply(X = wind$left, Y = data, FUN = function(X, Y){
+res <- get(left)(Y, X)
+return(res)
+})
+right.log <- lapply(X = wind$right, Y = data, FUN = function(X, Y){
+res <- get(right)(Y, X)
+return(res)
+})
+log <- mapply(FUN = "&", left.log, right.log, SIMPLIFY = FALSE)
+output <- eval(parse(text = paste0("sapply(lapply(log, FUN = function(X){(data[X])}), FUN = fun", if( ! is.null(args)){paste0(", ", args)}, ")")))
+output <- data.frame(wind, value = output)
+return(output)
+}
+
+
 ################ Graphics management
 
 
@@ -6993,3 +7135,3195 @@ return(output) # do not use cat() because the idea is to reuse the message
 
 
 
+
+
+
+
+
+# add legend width from scatter. Ok with facet?
+# transfert the 2nd tick part to scatter
+# improve grid -> put secondary grids. Then trasfert to scatter
+# replace .categ.legend.name by box.legend.name
+# replace dot.categ.legend.name by dot.legend.name
+
+fun_gg_boxplot <- function(
+data1, 
+y, 
+categ, 
+categ.class.order = NULL, 
+categ.legend.name = NULL, 
+categ.color = NULL, 
+box.fill = FALSE, 
+box.width = 0.5, 
+box.space = 0.1, 
+box.line.size = 0.5, 
+box.notch = FALSE, 
+box.alpha = 1, 
+box.mean = TRUE, 
+box.whisker.kind = "std", 
+box.whisker.width = 0, 
+dot.color = "black", 
+dot.categ = NULL, 
+dot.categ.class.order = NULL, 
+dot.categ.legend.name = NULL, 
+dot.tidy = FALSE, 
+dot.tidy.bin.nb = 50, 
+dot.jitter = 0.5, 
+dot.size = 3, 
+dot.alpha = 0.5, 
+dot.border.size = 0.5, 
+dot.border.color = NULL, 
+x.lab = NULL, 
+y.lab = NULL, 
+y.lim = NULL, 
+y.log = "no", 
+y.tick.nb = NULL, 
+y.inter.tick.nb = NULL, 
+y.include.zero = FALSE, 
+y.top.extra.margin = 0.05, 
+y.bottom.extra.margin = 0.05, 
+stat.disp = NULL, 
+stat.disp.mean = FALSE, 
+stat.size = 4, 
+stat.dist = 2, 
+vertical = TRUE, 
+text.size = 12, 
+text.angle = 0, 
+title = "", 
+title.text.size = 8, 
+legend.show = TRUE, 
+legend.width = 0.5, 
+article = TRUE, 
+grid = FALSE, 
+return = FALSE, 
+return.ggplot = FALSE,
+plot = TRUE, 
+add = NULL, 
+warn.print = FALSE, 
+lib.path = NULL
+){
+# AIM
+# ggplot2 boxplot with the possibility to add background or foreground dots
+# for ggplot2 specifications, see: https://ggplot2.tidyverse.org/articles/ggplot2-specs.html
+# WARNINGS
+# Rows containing NA in data1[, c(y, categ)] will be removed before processing, with a warning (see below)
+# Hinges are not computed like in the classical boxplot() function of R
+# To have a single box, create a factor column with a single class and specify the name of this column in the categ argument. For a single set of grouped boxs, create a factor column with a single class and specify this column in categ argument as first element (i.e., as categ1, knowing that categ2 must also be specified in this situation). See categ below
+# with separated boxs (categ argument with only one element), box.width argument defines each box width. The box.width argument also defines the space between boxs by using (1 - box.width). In addition, xmin and xmax of the fun_gg_boxplot() output report the box boundaries (around x-axis unit 1, 2, 3, etc., for each box)
+# with grouped boxs (categ argument with two elements), box.width argument defines each set of grouped box width. The box.width argument also defines the space between set of grouped boxs by using (1 - box.width). In addition, xmin and xmax of the fun_gg_boxplot() output report the box boundaries (around x-axis unit 1, 2, 3, etc., for each set of grouped box)
+# The dot.alpha argument can alter the display of the color boxes when using pdf output
+# ARGUMENTS
+# data1: dataframe containing one column of values (see y argument below) and one or two columns of categories (see categ argument below). Duplicated column names are not allowed
+# y: character string of the data1 column name for y-axis (column containing numeric values). Numeric values will be split according to the classes of the column names indicated in the categ argument to generate the boxs and will also be used to plot the dots
+# categ: vector of character strings of the data1 column name for categories (column of characters or factor). Must be either one or two column names. If a single column name (further refered to as categ1), then one box per class of categ1. If two column names (further refered to as categ1 and categ2), then one box per class of categ2, which form a group of boxs in each class of categ1. BEWARE: no empty classes allowed. To have a single box, create a factor column with a single class and specify the name of this column in the categ argument (here, no categ2 in categ argument). For a single set of grouped boxs, create a factor column with a single class and specify this column in categ argument as first element (i.e., as categ1, knowing that categ2 must also be specified in this situation)
+# categ.class.order: list indicating the order of the classes of categ1 and categ2 represented on the boxplot (the first compartment for categ1 and and the second for categ2). If categ.class.order == NULL, classes are represented according to the alphabetical order. Some compartment can be NULL and other not
+# categ.legend.name: character string of the legend title for categ2. If categ.legend.name == NULL, then categ.legend.name <- categ1 if only categ1 is present, and categ.legend.name <- categ2 if categ1 and categ2 are present. Write "" if no legend required
+# categ.color: vector of color character string for box frame
+#If categ.color == NULL, default colors of ggplot2, whatever categ1 and categ2
+# If categ.color is non null and only categ1 in categ argument, categ.color can be either: (1) a single color string (all the boxs will have this color, whatever the number of classes of categ1), (2) a vector of string colors, one for each class of categ1 (each color will be associated according to categ.class.order of categ1), (3) a vector or factor of string colors, like if it was one of the column of data1 data frame (beware: a single color per class of categ1 and a single class of categ1 per color must be respected). Integers are also accepted instead of character strings, as long as above rules about length are respected. Integers will be processed by fun_gg_palette() using the max integer value among all the integers in categ.color
+# If categ.color is non null and categ1 and categ2 specified, all the rules described above will apply to categ2 instead of categ1 (colors will be determined for boxs inside a group of boxs)
+# box.fill: logical. Fill the box? If TRUE, the categ.color argument will be used to generate filled boxplot (the box frames being black) as well as filled outlier dots (the dot border being controled by the dot.border.color argument) and if all the dots are plotted (argument dot.color other than NULL), they will be over the boxes. If FALSE, the categ.color argument will be used to color the box frames and the outlier dot borders, and if all the dots are plotted, they will be beneath the boxes
+# box.width: numeric value (from 0 to 1) of the box or set of grouped box width (see warnings above)
+# box.space: numeric value (from 0 to 1) indicating the box separation in grouped boxes. 0 means no space and 1 means boxes shrinked to a vertical line. Ignored if no grouped boxes
+# box.line.size: numeric value of line size of boxes and whiskers (in mm)
+# box.notch: logical. Notched boxplot? It TRUE, display notched boxplot, the notches corresponding approximately to the 95% confidence interval of the median (the notch interval is exactly 1.58 x Inter Quartile Range (IQR) / sqrt(n), with n the number of values that made the box). If notch intervals between two boxes do not overlap, it can be interpreted as significant median differences
+# box.alpha: numeric value (from 0 to 1) of box transparency (full transparent to full opaque, respectively). BEWARE: work only for the fill of boxplots, not for the frame. See https://github.com/tidyverse/ggplot2/issues/252
+# box.mean: logical. Add mean value? It TRUE, a losange dot, additional to the solid median bar and corresponding to the mean value, is incorporated into each boxplot
+# box.whisker.kind: range of the whiskers. Either "no" (no whiskers), or "std" (length of each whisker equal to 1.5 x Inter Quartile Range (IQR)), or "max" (length of the whiskers up or down to the most distant dot)
+# box.whisker.width: numeric value (from 0 to 1) of the whisker width, with 0 meaning no whiskers and 1 meaning a width equal to the corresponding boxplot width
+# dot.color: vector of color character string for color of dots.
+# If NULL, no dots plotted
+# If "same", the dots will have the same colors as the respective boxplots
+# Otherwise, colors will depend on the dot.categ argument. If dot.categ is NULL, then colors will be applied to each class of the last column name specified in categ. If dot.categ is non NULL, colors will be applied to each class of the column name specified in dot.categ. Color strings can be (1), (2) or (3) of categ.color argument, except that in the possibility (3), the rule "a single color per class of categ and a single class of categ per color", does not have to be respected (for instance, each dot can have a different color). See examples Put in example or leave here? -> Example: with categ = "Group1", dot.color = "red" and dot.categ = NULL, all the dots will be red, whatever the classes in Group1 column of data1, and no legend will be display for dots. With categ = c("Group1", "Group2"), dot.color = c("red", "blue") and dot.categ = NULL, the dots will be red for first class of Group2 and blue for the 2nd class of Group2, and no legend will be display for dots. With categ = c("Group1", "Group2"), dot.color = c("red", "blue") and dot.categ = "Group1", the dots will be red for first class of Group1 and blue for the 2nd class of Group1, and a legend will be display for dots
+# dot.categ: optional single character string of a data1 column name (further refered to as categ3), which is associated to the dot.color argument to generate a legend for dots. If non NULL, then a legend will be created for the dots, in addition to the legend for the boxes. If NULL, no legend created and the colors of dot will depend on dot.color and categ arguments (see the explanation in dot.color)
+# dot.categ.class.order: optional vector of character strings indicating the order of the classes of categ3. If dot.categ is non NULL and dot.categ.class.order is NULL, classes are displayed in the legend according to the alphabetical order. Ignored if dot.categ is NULL
+# dot.categ.legend.name: optional character string of the legend title for categ3. If dot.categ.legend.name == NULL, categ3 value is used (name of the column in data1). Write "" if no legend required. Ignored if dot.categ is NULL
+# dot.tidy: logical. Nice dot spreading? If TRUE, use the geom_dotplot() function for a nice representation. BEWARE: change the true coordinates of dots that are aligned. Thus the gain in aestheticism is associated with a loss in precision that can be very important. If FALSE, dots are randomly spread, using the dot.jitter argument (see below) keeping the true dot coordinates
+# dot.tidy.bin.nb: positive integer indicating the number of bins (i.e., nb of separations) of the y.lim range. Each dot will then be put in one of the bin, with the size the width of the bin. In other words, increase the number to have smaller dots. Not considered if dot.tidy is FALSE
+# dot.jitter: numeric value (from 0 to 1) of random dot horizontal dispersion, with 0 meaning no dispersion and 1 meaning a dispersion in the corresponding box width interval. Not considered if dot.tidy is TRUE
+# dot.size: numeric value of dot size (in mm). Not considered if dot.tidy is TRUE
+# dot.alpha: numeric value (from 0 to 1) of dot transparency (full transparent to full opaque, respectively)
+# dot.border.size: numeric value of border dot size (in mm). Write zero for no dot border. If dot.tidy is TRUE, value 0 remove the border. Another one leave the border without size control (geom_doplot() feature)
+# dot.border.color: single character color string defining the color of the dot border (same color for all the dots, whatever their categories). If dot.border.color == NULL, the border color will be the same as the dot color. A single integer is also accepted instead of a character string, that will be processed by fun_gg_palette()
+# x.lab: a character string or expression for x-axis legend. If NULL, character string of categ1
+# y.lab: a character string or expression for y-axis legend. If NULL, character string of the y argument
+# y.lim: 2 numeric values indicating the range of the y-axis
+# y.log: either "no" (values in the y argument column of the data1 data frame are not log), "log2" (values in the y argument column of the data1 data frame are log2 transformed) or "log10" (values in the y argument column of the data1 data frame are log10 transformed). BEWARE: do not transform the data, but just display ticks in a log scale manner. Thus, negative or zero values allowed in the y argument when y.log is "log2" or "log10". BEWARE: not possible to have horizontal boxs with a log axis, due to a bug in ggplot2 (see https://github.com/tidyverse/ggplot2/issues/881)
+# y.tick.nb: approximate number of desired label values (i.e., main ticks) on the y-axis (n argument of the the cute::fun_scale() function). BEWARE: provide this number even if y.log is "log2" or "log10", which can be difficult to read (e.g., ..., 2^2, 2^2.5, 2^3, ...). If NULL and if y.log is "no", then the number of label values is set by ggplot2. If NULL and if y.log is "log2" or "log10", then the number of label values correspond to integer units between y.lim (e.g., ..., 2^1, 2^2, 2^3, ...)
+# y.inter.tick.nb: number of desired secondary ticks between main ticks. Ignored if y.log is other than "no" (log scale plotted). Use argument return = TRUE and see $plot$y.inter.tick.values to have the values associated to secondary ticks. IF NULL, no secondary ticks
+# y.include.zero: logical. Does y.lim range include 0? Ok even if y.log == TRUE because y.lim must already be log transformed values
+# y.top.extra.margin: single proportion (between 0 and 1) indicating if extra margins must be added to y.lim. If different from 0, add the range of the axis * y.top.extra.margin (e.g., abs(y.lim[2] - y.lim[1]) * y.top.extra.margin) to the top of y-axis
+# y.bottom.extra.margin: idem as y.top.extra.margin but to the bottom of y-axis
+# stat.disp: add the median number above the corresponding box. Either NULL (no number shown), "top" (at the top of the figure region) or "above" (above each box)
+# stat.disp.mean: logical. Diplay means instead of medians ?
+# stat.size: numeric value of the stat size (in points). Increase the value to increase text size
+# stat.dist: numeric value of the stat distance. Increase the value to increase the distance from the box plot
+# vertical: logical. Vertical boxs? BEWARE: will be automatically set to TRUE if y.log argument is other than "no". Indeed, not possible to have horizontal boxs with a log axis, due to a bug in ggplot2 (see https://github.com/tidyverse/ggplot2/issues/881)
+# text.size: numeric value of the size of the (1) axis numbers and axis legends, (2) texts in the graphic legend, (3) stats above boxs (in points)
+# text.angle: integer value of the text angle for the x-axis labels. Positive values for counterclockwise rotation: 0 for horizontal, 90 for vertical, 180 for upside down etc. Negative values for clockwise rotation: 0 for horizontal, -90 for vertical, -180 for upside down etc.
+# title: character string of the graph title
+# title.text.size: numeric value of the title size (in points)
+# legend.show: logical. Show legend? Not considered if categ argument is NULL, because this already generate no legend, excepted if legend.width argument is non NULL. In that specific case (categ is NULL, legend.show is TRUE and legend.width is non NULL), an empty legend space is created. This can be useful when desiring graphs of exactly the same width, whatever they have legends or not
+# legend.width: single proportion (between 0 and 1) indicating the relative width of the legend sector (on the right of the plot) relative to the width of the plot. Value 1 means that the window device width is split in 2, half for the plot and half for the legend. Value 0 means no room for the legend which will overlay the plot region. Write NULL to inactivate the legend sector. In such case, ggplot2 will manage the room required for the legend display, meaning that the width of the plotting region can vary between graphs, depending on the text in the legend
+# article: logical. If TRUE, use a article theme (article like). If FALSE, use a classic related ggplot theme. Use the add argument (add = "+ggplot2::theme_classic()" for the exact classic ggplot theme
+# grid: logical. Draw horizontal lines in the background to better read the box values? Not considered if article == FALSE
+# return: logical. Return the graph parameters?
+# return.ggplot: logical. Return the ggplot object in the output list? Ignored if return is FALSE. See $ggplot in the RETURN section below for more details
+# plot: logical. Plot the graphic? If FALSE and return argument is TRUE, graphical parameters and associated warnings are provided without plotting
+# add: character string allowing to add more ggplot2 features (dots, lines, themes, facet, etc.). Ignored if NULL
+# BEWARE: (1) the string must start with "+", (2) the string must finish with ")" and (3) each function must be preceded by "ggplot2::". Example: "+ ggplot2::coord_flip() + ggplot2::theme_bw()"
+# If the character string contains the "ggplot2::theme" string, then the article argument of fun_gg_boxplot() (see above) is ignored with a warning
+# Handle the add argument with caution since added functions can create conflicts with the preexisting internal ggplot2 functions
+# warn.print: logical. Print warnings at the end of the execution? ? If FALSE, warning messages are never printed, but can still be recovered in the returned list. Some of the warning messages (those delivered by the internal ggplot2 functions) are not apparent when using the argument plot = FALSE
+# lib.path: character string indicating the absolute path of the required packages (see below). if NULL, the function will use the R library default folders
+# REQUIRED PACKAGES
+# ggplot2
+# scales
+# REQUIRED FUNCTIONS FROM CUTE_LITTLE_R_FUNCTION
+# fun_check()
+# fun_comp_1d()
+# fun_comp_2d()
+# fun_gg_just()
+# fun_gg_palette()
+# fun_inter_ticks()
+# fun_name_change()
+# fun_pack()
+# fun_round()
+# fun_scale()
+# RETURN
+# a boxplot if plot argument is TRUE
+# a list of the graph info if return argument is TRUE:
+# $data: the initial data
+# $stat: the graphic statistics
+# $removed.row.nb: which rows have been removed due to NA detection in y and categ columns (NULL if no row removed)
+# $removed.rows: removed rows containing NA (NULL if no row removed)
+# $plot: the graphic box and dot coordinates
+# $dots: dot coordinates
+# $main.box: coordinates of boxes
+# $median: median coordinates
+# $sup.whisker: coordinates of top whiskers (y for base and y.end for extremities)
+# $inf.whisker: coordinates of bottom whiskers (y for base and y.end for extremities)
+# $sup.whisker.edge: coordinates of top whisker edges (x and xend)
+# $inf.whisker.edge: coordinates of bottom whisker edges(x and xend)
+# $mean: diamon mean coordinates (only if box.mean argument is TRUE)
+# $stat.display.positive: coordinates of stat numbers when positive (only if stat.disp argument is TRUE)
+# $stat.display.negative: coordinates of stat numbers when negative (only if stat.disp argument is TRUE)
+# y.inter.tick.positions: coordinates of secondary ticks (only if y.inter.tick.nb argument is non NULL or if y.log argument is different from "no")
+# y.inter.tick.values: values of secondary ticks. NULL except if y.inter.tick.nb argument is non NULL or if y.log argument is different from "no")
+# $panel: the variable names used for the panels (NULL if no panels). BEWARE: NA can be present according to ggplot2 upgrade to v3.3.0
+# $axes: the x-axis and y-axis info
+# $warn: the warning messages. Use cat() for proper display. NULL if no warning. BEWARE: some of the warning messages (those delivered by the internal ggplot2 functions) are not apparent when using the argument plot = FALSE
+# $ggplot: ggplot object that can be used for reprint (use print($ggplot) or update (use $ggplot + ggplot2::...). NULL if return.ggplot argument is FALSE. Indeed, a non NULL $ggplot in the output list is sometimes annoying as the manipulation of the list print the plot
+# EXAMPLE
+# obs1 <- data.frame(x = 1:20, Group1 = rep(c("G", "H"), times = 10), Group2 = rep(c("A", "B"), each = 10)) ; fun_gg_boxplot(data1 = obs1, y = "x", categ = c("Group1", "Group2"), categ.class.order = list(NULL, c("B", "A")), categ.legend.name = "", categ.color = c("red", "blue"),box.fill = FALSE, box.width = 0.5, box.space = 0.1, box.line.size = 0.5, box.notch = FALSE, box.alpha = 1, box.mean = TRUE, box.whisker.kind = "std", box.whisker.width = 0, dot.color = "black", dot.categ = NULL, dot.categ.class.order = NULL, dot.categ.legend.name = NULL, dot.tidy = TRUE, dot.tidy.bin.nb = 50, dot.jitter = 0.5, dot.size = 3, dot.alpha = 0.5, dot.border.size = 0.5, dot.border.color = NULL, x.lab = NULL, y.lab = NULL, y.lim = NULL, y.log = "no", y.tick.nb = NULL, y.inter.tick.nb = NULL, y.include.zero = FALSE, y.top.extra.margin = 0.05, y.bottom.extra.margin = 0.05, stat.disp = NULL, stat.disp.mean = FALSE, stat.size = 4, stat.dist = 2, vertical = TRUE, text.size = 12, text.angle = 0, title = "", title.text.size = 8, legend.width = 0.5, article = TRUE, grid = FALSE, return = FALSE, return.ggplot = FALSE, plot = TRUE, add = NULL, warn.print = TRUE, lib.path = NULL)
+# DEBUGGING
+# set.seed(1) ; obs1 <- data.frame(Time = c(rnorm(10), rnorm(10) + 2), Group1 = rep(c("G", "H"), each = 10)) ; set.seed(NULL) ; obs1$Time[1:10] <- NA ; data1 = obs1 ; y = "Time" ; categ = c("Group1") ; categ.class.order = NULL ; categ.legend.name = NULL ; categ.color = c("green") ; box.fill = FALSE ; box.width = 0.5 ; box.space = 0.1 ; box.notch = FALSE ; box.line.size = 0.5 ; box.alpha = 0.5 ; box.mean = TRUE ; box.whisker.kind = "std" ; box.whisker.width = 0.5 ; dot.color = "black" ; dot.categ = "Group1"; dot.categ.class.order = c("G", "H") ; dot.categ.legend.name = NULL ; dot.tidy = TRUE ; dot.tidy.bin.nb = 50 ; dot.jitter = 0.25 ; dot.size = 3 ;  dot.alpha = 0.5 ; dot.border.size = 0.5 ; dot.border.color = NULL ; y.lim = NULL ; y.log = "no" ; y.tick.nb = NULL ; y.inter.tick.nb = NULL ; y.include.zero = FALSE ; y.top.extra.margin = 0.05 ; y.bottom.extra.margin = 0.05 ; stat.disp = NULL ; stat.disp.mean = FALSE ; stat.size = 4 ; stat.dist = 2 ; x.lab = NULL ; y.lab = NULL ; vertical = TRUE ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.width = 0.5 ; text.angle = 0 ; article = FALSE ; grid = FALSE ; return = TRUE ; return.ggplot = FALSE ; plot = TRUE ; add = NULL ; warn.print = FALSE ; lib.path = NULL
+# set.seed(1) ; obs1 <- data.frame(Time = c(rnorm(10), rnorm(10) + 2), Group1 = rep(c("G", "H"), each = 10), Group2 = rep(c("A", "B"), time = 10), Group3 = rep(c("I", "J"), time = 10)) ; set.seed(NULL) ; obs1$Time[1:10] <- NA ; data1 = obs1 ; y = "Time" ; categ = c("Group1", "Group2") ; categ.class.order = list(c("G", "H"), c("A", "B")); categ.legend.name = NULL ; categ.color = c("green", "blue") ; box.fill = FALSE ; box.width = 0.5 ; box.space = 0.1 ; box.notch = FALSE ; box.line.size = 0.5 ; box.alpha = 0.5 ; box.mean = TRUE ; box.whisker.kind = "std" ; box.whisker.width = 0.5 ; dot.color = "black" ; dot.categ = "Group1" ; dot.categ.class.order = NULL ; dot.categ.legend.name = NULL ; dot.tidy = TRUE ; dot.tidy.bin.nb = 30 ; dot.jitter = 0.25 ; dot.size = 3 ;  dot.alpha = 0.5 ; dot.border.size = 0.5 ; dot.border.color = NULL ; y.lim = NULL ; y.log = "no" ; y.tick.nb = NULL ; y.inter.tick.nb = NULL ; y.include.zero = FALSE ; y.top.extra.margin = 0.05 ; y.bottom.extra.margin = 0.05 ; stat.disp = NULL ; stat.disp.mean = FALSE ; stat.size = 4 ; stat.dist = 2 ; x.lab = NULL ; y.lab = NULL ; vertical = TRUE ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.width = 0.5 ; text.angle = 0 ; article = FALSE ; grid = FALSE ; return = FALSE ; return.ggplot = FALSE ; plot = TRUE ; add = NULL ; warn.print = FALSE ; lib.path = NULL
+# set.seed(1) ; obs1 <- data.frame(Time = c(rnorm(10), rnorm(10) + 2), Group1 = rep(c("G", "H"), each = 10), Group2 = rep(c("A", "B"), time = 10)) ; set.seed(NULL) ; data1 = obs1 ; y = "Time" ; categ = c("Group1") ; categ.class.order = list(c("H", "G")); categ.legend.name = NULL ; categ.color = c("blue") ; box.fill = FALSE ; box.width = 0.5 ; box.space = 0.1 ; box.notch = TRUE ; box.line.size = 1 ; box.alpha = 1 ; box.mean = FALSE ; box.whisker.kind = "max" ; box.whisker.width = 0 ; dot.color = "black" ; dot.categ = "Group1" ; dot.categ.class.order = NULL ; dot.categ.legend.name = NULL ; dot.tidy = TRUE ; dot.tidy.bin.nb = 30 ; dot.jitter = 0.25 ; dot.size = 3 ;  dot.alpha = 0.5 ; dot.border.size = 0.5 ; dot.border.color = NULL ; y.lim = NULL ; y.log = "log10" ; y.tick.nb = NULL ; y.inter.tick.nb = NULL ; y.include.zero = FALSE ; y.top.extra.margin = 0.05 ; y.bottom.extra.margin = 0.05 ; stat.disp = NULL ; stat.disp.mean = FALSE ; stat.size = 4 ; stat.dist = 2 ; x.lab = NULL ; y.lab = NULL ; vertical = TRUE ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.width = 0.5 ; text.angle = 0 ; article = FALSE ; grid = FALSE ; return = FALSE ; return.ggplot = FALSE ; plot = TRUE ; add = NULL ; warn.print = FALSE ; lib.path = NULL
+# function name
+function.name <- paste0(as.list(match.call(expand.dots=FALSE))[[1]], "()")
+# end function name
+# required function checking
+req.function <- c(
+"fun_comp_2d", 
+"fun_gg_just", 
+"fun_gg_palette", 
+"fun_name_change", 
+"fun_pack", 
+"fun_check", 
+"fun_round", 
+"fun_scale",
+"fun_inter_ticks"
+)
+for(i1 in req.function){
+if(length(find(i1, mode = "function")) == 0){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, "\nREQUIRED ", i1, "() FUNCTION IS MISSING IN THE R ENVIRONMENT\n\n================\n\n")
+stop(tempo.cat)
+}
+}
+# end required function checking
+# reserved words to avoid bugs (names of dataframe columns used in this function)
+reserved.words <- c("categ.check", "categ.color", "dot.color", "dot.categ", "dot.max", "dot.min", "group", "PANEL", "group.check", "MEAN", "tempo.categ1", "tempo.categ2", "text.max.pos", "text.min.pos", "x", "x.y", "y", "y.check", "y_from.dot.max", "ymax", "tidy_group")
+# end reserved words to avoid bugs (used in this function)
+# argument primary checking
+arg.check <- NULL #
+text.check <- NULL #
+checked.arg.names <- NULL # for function debbuging: used by r_debugging_tools
+ee <- expression(arg.check <- c(arg.check, tempo$problem) , text.check <- c(text.check, tempo$text) , checked.arg.names <- c(checked.arg.names, tempo$fun.name))
+tempo <- fun_check(data = data1, class = "data.frame", na.contain = TRUE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = categ, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+if( ! is.null(categ.class.order)){
+tempo <- fun_check(data = categ.class.order, class = "list", fun.name = function.name) ; eval(ee)
+}
+if( ! is.null(categ.legend.name)){
+tempo <- fun_check(data = categ.legend.name, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+}
+if( ! is.null(categ.color)){
+tempo1 <- fun_check(data = categ.color, class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = categ.color, class = "factor", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.check.color <- fun_check(data = categ.color, class = "integer", double.as.integer.allowed = TRUE, na.contain = TRUE, fun.name = function.name, print = FALSE)$problem
+if(tempo.check.color == TRUE){
+tempo.cat <- paste0("categ.color ARGUMENT MUST BE A FACTOR OR CHARACTER VECTOR OR INTEGER VECTOR") # integer possible because dealt above
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+}
+tempo <- fun_check(data = box.fill, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.width, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.space, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.line.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.notch, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.alpha, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.mean, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.whisker.kind, options = c("no", "std", "max"), length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = box.whisker.width, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(dot.color)){
+tempo1 <- fun_check(data = dot.color, class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = dot.color, class = "factor", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.check.color <- fun_check(data = dot.color, class = "integer", double.as.integer.allowed = TRUE, na.contain = TRUE, fun.name = function.name, print = FALSE)$problem
+if(tempo.check.color == TRUE){
+tempo.cat <- paste0("dot.color MUST BE A FACTOR OR CHARACTER VECTOR OR INTEGER VECTOR") # integer possible because dealt above
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+}
+if( ! is.null(dot.categ)){
+tempo <- fun_check(data = dot.categ, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+if( ! is.null(dot.categ.class.order)){
+tempo <- fun_check(data = dot.categ.class.order, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+}
+if( ! is.null(dot.categ.legend.name)){
+tempo <- fun_check(data = dot.categ.legend.name, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = dot.tidy, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = dot.tidy.bin.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = dot.jitter, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = dot.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = dot.alpha, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = dot.border.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+if( ! is.null(dot.border.color)){
+tempo1 <- fun_check(data = dot.border.color, class = "vector", mode = "character", length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = dot.border.color, class = "vector", typeof = "integer", double.as.integer.allowed = TRUE, length = 1, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+# integer colors into gg_palette
+tempo.cat <- paste0("dot.border.color MUST BE A SINGLE CHARACTER STRING OF COLOR OR A SINGLE INTEGER VALUE") # integer possible because dealt above
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(x.lab)){
+if(all(class(x.lab) %in% "expression")){ # to deal with math symbols
+tempo <- fun_check(data = x.lab, class = "expression", length = 1, fun.name = function.name) ; eval(ee)
+}else{
+tempo <- fun_check(data = x.lab, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+}
+if( ! is.null(y.lab)){
+if(all(class(y.lab) %in% "expression")){ # to deal with math symbols
+tempo <- fun_check(data = y.lab, class = "expression", length = 1, fun.name = function.name) ; eval(ee)
+}else{
+tempo <- fun_check(data = y.lab, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+}
+if( ! is.null(y.lim)){
+tempo <- fun_check(data = y.lim, class = "vector", mode = "numeric", length = 2, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & any(y.lim %in% c(Inf, -Inf))){
+tempo.cat <- paste0("y.lim ARGUMENT CANNOT CONTAIN -Inf OR Inf VALUES")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo <- fun_check(data = y.log, options = c("no", "log2", "log10"), length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(y.tick.nb)){
+tempo <- fun_check(data = y.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & y.tick.nb < 0){
+tempo.cat <- paste0("y.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(y.inter.tick.nb)){
+tempo <- fun_check(data = y.inter.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & y.inter.tick.nb < 0){
+tempo.cat <- paste0("y.inter.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo <- fun_check(data = y.include.zero, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y.top.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y.bottom.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(stat.disp)){
+tempo <- fun_check(data = stat.disp, options = c("top", "above"), length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = stat.disp.mean, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = stat.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = stat.dist, class = "vector", mode = "numeric", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = vertical, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = text.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = text.angle, class = "vector", typeof = "integer", double.as.integer.allowed = TRUE, length = 1, neg.values = TRUE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = title, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = title.text.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+if( ! is.null(legend.width)){
+tempo <- fun_check(data = legend.width, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = article, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = grid, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = return, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = return.ggplot, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = plot, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(add)){
+tempo <- fun_check(data = add, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & ! grepl(pattern = "^\\s*\\+", add)){ # check that the add string start by +
+tempo.cat <- paste0("add ARGUMENT MUST START WITH \"+\": ", paste(unique(add), collapse = " "))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}else if(tempo$problem == FALSE & ! grepl(pattern = "(ggplot2|lemon)\\s*::", add)){ #
+tempo.cat <- paste0("FOR EASIER FUNCTION DETECTION, add ARGUMENT MUST CONTAIN \"ggplot2::\" OR \"lemon::\" IN FRONT OF EACH GGPLOT2 FUNCTION: ", paste(unique(add), collapse = " "))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}else if(tempo$problem == FALSE & ! grepl(pattern = ")\\s*$", add)){ # check that the add string  finished by )
+tempo.cat <- paste0("add ARGUMENT MUST FINISH BY \")\": ", paste(unique(add), collapse = " "))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo <- fun_check(data = warn.print, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(lib.path)){
+tempo <- fun_check(data = lib.path, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE){
+if( ! all(dir.exists(lib.path))){ # separation to avoid the problem of tempo$problem == FALSE and lib.path == NA
+tempo.cat <- paste0("DIRECTORY PATH INDICATED IN THE lib.path ARGUMENT DOES NOT EXISTS:\n", paste(lib.path, collapse = "\n"))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+}
+if(any(arg.check) == TRUE){
+stop(paste0("\n\n================\n\nERROR IN ", function.name, "\n", paste(text.check[arg.check], collapse = "\n"), "\n\n================\n\n"), call. = FALSE) #
+}
+# source("C:/Users/Gael/Documents/Git_versions_to_use/debugging_tools_for_r_dev-v1.2/r_debugging_tools-v1.2.R") ; eval(parse(text = str_basic_arg_check_dev)) ; eval(parse(text = str_arg_check_with_fun_check_dev)) # activate this line and use the function (with no arguments left as NULL) to check arguments status and if they have been checked using fun_check()
+# end argument primary checking
+# second round of checking and data preparation
+warn <- NULL
+warn.count <- 0
+if(any(duplicated(names(data1)))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nDUPLICATED COLUMN NAMES OF data1 ARGUMENT NOT ALLOWED:\n", paste(names(data1)[duplicated(names(data1))], collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if( ! (y %in% names(data1))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ny ARGUMENT MUST BE A COLUMN NAME OF data1")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+tempo <- fun_check(data = data1[, y], data.name = "y COLUMN OF data1", class = "vector", mode = "numeric", na.contain = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ny ARGUMENT MUST BE NUMERIC COLUMN IN data1")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}
+if(length(categ) > 2){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg ARGUMENT CANNOT HAVE MORE THAN 2 COLUMN NAMES OF data1")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if( ! all(categ %in% names(data1))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg ARGUMENT MUST BE COLUMN NAMES OF data1. HERE IT IS:\n", paste(categ, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+# reserved word checking
+if(any(names(data1) %in% reserved.words)){
+if(any(duplicated(names(data1)))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nDUPLICATED COLUMN NAMES OF data1 ARGUMENT NOT ALLOWED:\n", paste(names(data1)[duplicated(names(data1))], collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if( ! is.null(dot.categ)){
+if(dot.categ %in% categ){
+reserved.words <- c(reserved.words, paste0(dot.categ, "_DOT")) # paste0(dot.categ, "_DOT") is added to the reserved words because in such situation, a new column will be added to data1 that is named paste0(dot.categ, "_DOT")
+}
+}
+tempo.output <- fun_name_change(names(data1), reserved.words)
+for(i2 in 1:length(tempo.output$ini)){ # a loop to be sure to take the good ones
+names(data1)[names(data1) == tempo.output$ini[i2]] <- tempo.output$post[i2]
+if(any(y == tempo.output$ini[i2])){
+y[y == tempo.output$ini[i2]] <- tempo.output$post[i2]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN y ARGUMENT (COLUMN NAMES OF data1 ARGUMENT),\n", tempo.output$ini[i2], " HAS BEEN REPLACED BY ", tempo.output$post[i2], "\nBECAUSE RISK OF BUG AS SOME NAMES IN y ARGUMENT ARE RESERVED WORD USED BY THE ", function.name, " FUNCTION")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# BEWARE: names of y argument potentially replaced
+if(any(categ == tempo.output$ini[i2])){
+categ[categ == tempo.output$ini[i2]] <- tempo.output$post[i2]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN categ ARGUMENT (COLUMN NAMES OF data1 ARGUMENT),\n", tempo.output$ini[i2], " HAS BEEN REPLACED BY ", tempo.output$post[i2], "\nBECAUSE RISK OF BUG AS SOME NAMES IN categ ARGUMENT ARE RESERVED WORD USED BY THE ", function.name, " FUNCTION")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# BEWARE: names of categ argument potentially replaced
+if( ! is.null(dot.categ)){
+if(any(dot.categ == tempo.output$ini[i2])){
+dot.categ[dot.categ == tempo.output$ini[i2]] <- tempo.output$post[i2]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN dot.categ ARGUMENT (COLUMN NAMES OF data1 ARGUMENT),\n", tempo.output$ini[i2], " HAS BEEN REPLACED BY ", tempo.output$post[i2], "\nBECAUSE RISK OF BUG AS SOME NAMES IN dot.categ ARGUMENT ARE RESERVED WORD USED BY THE ", function.name, " FUNCTION")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+# BEWARE: names of dot.categ argument potentially replaced
+}
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") REGARDING COLUMN NAMES REPLACEMENT, THE NAMES\n", paste(tempo.output$ini, collapse = " "), "\nHAVE BEEN REPLACED BY\n", paste(tempo.output$post, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+if( ! (is.null(add) | is.null(tempo.output$ini))){
+if(grepl(x = add, pattern = paste(tempo.output$ini, collapse = "|"))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nDETECTION OF COLUMN NAMES OF data1 IN THE add ARGUMENT STRING, THAT CORRESPOND TO RESERVED STRINGS FOR ", function.name, "\nCOLUMN NAMES HAVE TO BE CHANGED\nTHE PROBLEMATIC COLUMN NAMES ARE SOME OF THESE NAMES:\n", paste(tempo.output$ini, collapse = " "), "\nIN THE DATA FRAME OF data1 AND IN THE STRING OF add ARGUMENT, TRY TO REPLACE NAMES BY:\n", paste(tempo.output$post, collapse = " "), "\n\nFOR INFORMATION, THE RESERVED WORDS ARE:\n", paste(reserved.words, collapse = "\n"))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}
+}
+# end reserved word checking
+# management of add containing facet
+facet.categ <- NULL
+if( ! is.null(add)){
+facet.check <- TRUE
+tempo <- unlist(strsplit(x = add, split = "\\s*\\+\\s*(ggplot2|lemon)\\s*::\\s*")) #
+tempo <- sub(x = tempo, pattern = "^facet_wrap", replacement = "ggplot2::facet_wrap")
+tempo <- sub(x = tempo, pattern = "^facet_grid", replacement = "ggplot2::facet_grid")
+tempo <- sub(x = tempo, pattern = "^facet_rep", replacement = "lemon::facet_rep")
+if(any(grepl(x = tempo, pattern = "ggplot2::facet_wrap|lemon::facet_rep_wrap"))){
+tempo1 <- suppressWarnings(eval(parse(text = tempo[grepl(x = tempo, pattern = "ggplot2::facet_wrap|lemon::facet_rep_wrap")])))
+facet.categ <- names(tempo1$params$facets)
+tempo.text <- "facet_wrap OR facet_rep_wrap"
+facet.check <- FALSE
+}else if(grepl(x = add, pattern = "ggplot2::facet_grid|lemon::facet_rep_grid")){
+tempo1 <- suppressWarnings(eval(parse(text = tempo[grepl(x = tempo, pattern = "ggplot2::facet_grid|lemon::facet_rep_grid")])))
+facet.categ <- c(names(tempo1$params$rows), names(tempo1$params$cols))
+tempo.text <- "facet_grid OR facet_rep_grid"
+facet.check <- FALSE
+}
+if(facet.check == FALSE & ! all(facet.categ %in% names(data1))){ # BEWARE: all(facet.categ %in% names(data1)) is TRUE when facet.categ is NULL
+tempo.cat <- paste0("ERROR IN ", function.name, "\nDETECTION OF \"", tempo.text, "\" STRING IN THE add ARGUMENT BUT PROBLEM OF VARIABLE DETECTION (COLUMN NAMES OF data1)\nTHE DETECTED VARIABLES ARE:\n", paste(facet.categ, collapse = " "), "\nTHE data1 COLUMN NAMES ARE:\n", paste(names(data1), collapse = " "), "\nPLEASE REWRITE THE add STRING AND RERUN")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}
+# end management of add containing facet
+# conversion of categ columns in data1 into factors
+for(i1 in 1:length(categ)){
+tempo1 <- fun_check(data = data1[, categ[i1]], data.name = paste0("categ NUMBER ", i1, " OF data1"), class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = data1[, categ[i1]], data.name = paste0("categ NUMBER ", i1, " OF data1"), class = "factor", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, "\n", paste0("categ NUMBER ", i1, " OF data1"), " MUST BE A FACTOR OR CHARACTER VECTOR")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if(tempo1$problem == FALSE){ # character vector
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN categ NUMBER ", i1, " IN data1, THE CHARACTER COLUMN HAS BEEN CONVERTED TO FACTOR, WITH LEVELS ACCORDING TO THE ALPHABETICAL ORDER")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+data1[, categ[i1]] <- factor(data1[, categ[i1]]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+}
+# OK: all the categ columns of data1 are factors from here
+# end conversion of categ columns in data1 into factors
+if( ! is.null(categ.class.order)){
+if(length(categ.class.order) != length(categ)){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg.class.order ARGUMENT MUST BE A LIST OF LENGTH EQUAL TO LENGTH OF categ\nHERE IT IS LENGTH: ", length(categ.class.order), " VERSUS ", length(categ))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+for(i3 in 1:length(categ.class.order)){
+if(is.null(categ.class.order[[i3]])){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE categ.class.order COMPARTMENT ", i3, " IS NULL. ALPHABETICAL ORDER WILL BE APPLIED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+data1[, categ[i3]] <- factor(as.character(data1[, categ[i3]])) # if already a factor, change nothing, if characters, levels according to alphabetical order
+categ.class.order[[i3]] <- levels(data1[, categ[i3]]) # character vector that will be used later
+}else{
+tempo <- fun_check(data = categ.class.order[[i3]], data.name = paste0("COMPARTMENT ", i3 , " OF categ.class.order ARGUMENT"), class = "vector", mode = "character", length = length(levels(data1[, categ[i3]])), fun.name = function.name) ; eval(ee) # length(data1[, categ[i1]) -> if data1[, categ[i1] was initially character vector, then conversion as factor after the NA removal, thus class number ok. If data1[, categ[i1] was initially factor, no modification after the NA removal, thus class number ok
+}
+if(any(duplicated(categ.class.order[[i3]]))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nCOMPARTMENT ", i3, " OF categ.class.order ARGUMENT CANNOT HAVE DUPLICATED CLASSES: ", paste(categ.class.order[[i3]], collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if( ! (all(categ.class.order[[i3]] %in% unique(data1[, categ[i3]])) & all(unique(data1[, categ[i3]]) %in% categ.class.order[[i3]]))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nCOMPARTMENT ", i3, " OF categ.class.order ARGUMENT MUST BE CLASSES OF ELEMENT ", i3, " OF categ ARGUMENT\nHERE IT IS:\n", paste(categ.class.order[[i3]], collapse = " "), "\nFOR COMPARTMENT ", i3, " OF categ.class.order AND IT IS:\n", paste(unique(data1[, categ[i3]]), collapse = " "), "\nFOR COLUMN ", categ[i3], " OF data1")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+data1[, categ[i3]] <- factor(data1[, categ[i3]], levels = categ.class.order[[i3]]) # reorder the factor
+
+}
+names(categ.class.order)[i3] <- categ[i3]
+}
+}
+}else{
+categ.class.order <- vector("list", length = length(categ))
+tempo.categ.class.order <- NULL
+for(i2 in 1:length(categ.class.order)){
+categ.class.order[[i2]] <- levels(data1[, categ[i2]])
+names(categ.class.order)[i2] <- categ[i2]
+tempo.categ.class.order <- c(tempo.categ.class.order, ifelse(i2 != 1, "\n", ""), categ.class.order[[i2]])
+}
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE categ.class.order SETTING IS NULL. ALPHABETICAL ORDER WILL BE APPLIED FOR BOX ORDERING:\n", paste(tempo.categ.class.order, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# categ.class.order not NULL anymore (list)
+if(is.null(categ.legend.name)){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE categ.legend.name SETTING IS NULL. NAMES OF categ WILL BE USED: ", paste(categ, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+categ.legend.name <- categ[length(categ)] # if only categ1, then legend name of categ1, if length(categ) == 2, then legend name of categ2
+}
+# categ.legend.name not NULL anymore (character string)
+# management of categ.color
+if( ! is.null(categ.color)){
+# check the nature of color
+# integer colors into gg_palette
+tempo.check.color <- fun_check(data = categ.color, class = "integer", double.as.integer.allowed = TRUE, na.contain = TRUE, fun.name = function.name, print = FALSE)$problem
+if(tempo.check.color == FALSE){
+# convert integers into colors
+categ.color <- fun_gg_palette(max(categ.color, na.rm = TRUE))[categ.color]
+}
+# end integer colors into gg_palette
+if( ! (all(categ.color %in% colors() | grepl(pattern = "^#", categ.color)))){ # check that all strings of low.color start by #
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg.color ARGUMENT MUST BE A HEXADECIMAL COLOR VECTOR STARTING BY # AND/OR COLOR NAMES GIVEN BY colors(): ", paste(unique(categ.color), collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if(any(is.na(categ.color))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") categ.color ARGUMENT CONTAINS NA")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end check the nature of color
+# check the length of color
+categ.len <- length(categ) # if only categ1, then colors for classes of categ1, if length(categ) == 2, then colors for classes of categ2
+if(length(categ.color) == length(levels(data1[, categ[categ.len]]))){ # here length(categ.color) is equal to the different number of categ
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+data1 <- data.frame(data1, categ.color = data1[, categ[categ.len]])
+data1$categ.color <- factor(data1$categ.color, labels = categ.color)
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", categ[categ.len], " OF categ ARGUMENT, THE FOLLOWING COLORS:\n", paste(categ.color, collapse = " "), "\nHAVE BEEN ATTRIBUTED TO THESE CLASSES:\n", paste(levels(factor(data1[, categ[categ.len]])), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(length(categ.color) == length(data1[, categ[categ.len]])){# here length(categ.color) is equal to nrow(data1) -> Modif to have length(categ.color) equal to the different number of categ (length(categ.color) == length(levels(data1[, categ[categ.len]])))
+data1 <- data.frame(data1, categ.color = categ.color)
+tempo.check <- unique(data1[ , c(categ[categ.len], "categ.color")])
+if( ! (nrow(tempo.check) == length(unique(categ.color)) & nrow(tempo.check) == length(unique(data1[ , categ[categ.len]])))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg.color ARGUMENT HAS THE LENGTH OF data1 ROW NUMBER\nBUT IS INCORRECTLY ASSOCIATED TO EACH CLASS OF categ ", categ[categ.len], ":\n", paste(unique(mapply(FUN = "paste", data1[ ,categ[categ.len]], data1[ ,"categ.color"])), collapse = "\n"))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+categ.color <- unique(data1$categ.color[order(data1[, categ[categ.len]])]) # Modif to have length(categ.color) equal to the different number of categ (length(categ.color) == length(levels(data1[, categ[categ.len]])))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") categ.color ARGUMENT HAS THE LENGTH OF data1 ROW NUMBER\nCOLORS HAVE BEEN RESPECTIVELY ASSOCIATED TO EACH CLASS OF categ ", categ[categ.len], " AS:\n", paste(levels(factor(data1[, categ[categ.len]])), collapse = " "), "\n", paste(categ.color, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}else if(length(categ.color) == 1){
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+data1 <- data.frame(data1, categ.color = categ.color)
+categ.color <- rep(categ.color, length(levels(data1[, categ[categ.len]])))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") categ.color ARGUMENT HAS LENGTH 1, MEANING THAT ALL THE DIFFERENT CLASSES OF ", categ[categ.len], "\n", paste(levels(factor(data1[, categ[categ.len]])), collapse = " "), "\nWILL HAVE THE SAME COLOR\n", paste(categ.color, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else{
+tempo.cat <- paste0("ERROR IN ", function.name, "\ncateg.color ARGUMENT MUST BE (1) LENGTH 1, OR (2) THE LENGTH OF data1 NROWS, OR (3) THE LENGTH OF THE CLASSES IN THE categ ", categ[categ.len], " COLUMN. HERE IT IS COLOR LENGTH ", length(categ.color), " VERSUS CATEG LENGTH ", length(data1[, categ[categ.len]]), " AND CATEG CLASS LENGTH ", length(unique(data1[, categ[categ.len]])), "\nPRESENCE OF NA COULD BE THE PROBLEM")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}else{
+categ.len <- length(categ) # if only categ1, then colors for classes of categ1, if length(categ) == 2, then colors for classes of categ2
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+categ.color <- fun_gg_palette(length(levels(data1[, categ[categ.len]])))
+data1 <- data.frame(data1, categ.color = data1[, categ[categ.len]])
+data1$categ.color <- factor(data1$categ.color, labels = categ.color)
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL categ.color ARGUMENT -> COLORS RESPECTIVELY ATTRIBUTED TO EACH CLASS OF ", categ[categ.len], " IN data1:\n", paste(categ.color, collapse = " "), "\n", paste(levels(data1[, categ[categ.len]]), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# categ.color not NULL anymore
+categ.color <- as.character(categ.color)
+# categ.color is a character string representing the diff classes
+data1$categ.color <- factor(data1$categ.color, levels = unique(categ.color)) # ok because if categ.color is a character string, the order make class 1, class 2, etc. unique() because no duplicates allowed
+# data1$categ.color is a factor with order of levels -> categ.color
+# end management of categ.color
+# management of dot.color
+if( ! is.null(dot.color)){
+# optional legend of dot colors
+if( ! is.null(dot.categ)){
+ini.dot.categ <- dot.categ
+if( ! dot.categ %in% names(data1)){ # no need to use all() because length(dot.categ) = 1
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.categ ARGUMENT MUST BE A COLUMN NAME OF data1. HERE IT IS:\n", dot.categ)
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if(dot.categ %in% categ){ # no need to use all() because length(dot.categ) = 1. Do not use dot.categ %in% categ[length(categ)] -> error
+# management of dot legend if dot.categ %in% categ (because legends with the same name are joined in ggplot2) 
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE COLUMN NAME OF data1 INDICATED IN THE dot.categ ARGUMENT (", dot.categ, ") HAS BEEN REPLACED BY ", paste0(dot.categ, "_DOT"), " TO AVOID MERGED LEGEND BY GGPLOT2")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+data1 <- data.frame(data1, dot.categ = data1[, dot.categ]) # dot.categ is not a column name of data1 (checked above with reserved words)
+dot.categ <- paste0(dot.categ, "_DOT")
+names(data1)[names(data1) == "dot.categ"] <- dot.categ # paste0(dot.categ, "_DOT") is not a column name of data1 (checked above with reserved words)
+# tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.categ ARGUMENT CANNOT BE A COLUMN NAME OF data1 ALREADY SPECIFIED IN THE categ ARGUMENT:\n", dot.categ, "\nINDEED, dot.categ ARGUMENT IS MADE TO HAVE MULTIPLE DOT COLORS NOT RELATED TO THE BOXPLOT CATEGORIES")
+# stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+tempo1 <- fun_check(data = data1[, dot.categ], data.name = paste0(dot.categ, " COLUMN OF data1"), class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data =  data1[, dot.categ], data.name = paste0(dot.categ, " COLUMN OF data1"), class = "factor", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.categ COLUMN MUST BE A FACTOR OR CHARACTER VECTOR") #
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+data1[, dot.categ] <- factor(data1[, dot.categ]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+# dot.categ column of data1 is factor from here
+if( ! is.null(dot.categ.class.order)){
+if(any(duplicated(dot.categ.class.order))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.categ.class.order ARGUMENT CANNOT HAVE DUPLICATED CLASSES: ", paste(dot.categ.class.order, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if( ! (all(dot.categ.class.order %in% levels(data1[, dot.categ])) & all(levels(data1[, dot.categ]) %in% dot.categ.class.order))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.categ.class.order ARGUMENT MUST BE CLASSES OF dot.categ ARGUMENT\nHERE IT IS:\n", paste(dot.categ.class.order, collapse = " "), "\nFOR dot.categ.class.order AND IT IS:\n", paste(levels(data1[, dot.categ]), collapse = " "), "\nFOR dot.categ COLUMN (", ini.dot.categ, ") OF data1")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+data1[, dot.categ] <- factor(data1[, dot.categ], levels = dot.categ.class.order) # reorder the factor
+}
+}else{
+if(all(dot.color == "same") & length(dot.color) == 1){
+dot.categ.class.order <- unlist(categ.class.order[length(categ)])
+data1[, dot.categ] <- factor(data1[, dot.categ], levels = dot.categ.class.order) # reorder the factor
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE dot.categ.class.order SETTING IS NULL AND dot.color IS \"same\". ORDER OF categ.class.order WILL BE APPLIED FOR LEGEND DISPLAY: ", paste(dot.categ.class.order, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else{
+dot.categ.class.order <- sort(levels(data1[, dot.categ]))
+data1[, dot.categ] <- factor(data1[, dot.categ], levels = dot.categ.class.order) # reorder the factor
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE dot.categ.class.order SETTING IS NULL. ALPHABETICAL ORDER WILL BE APPLIED FOR LEGEND DISPLAY: ", paste(dot.categ.class.order, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+# dot.categ.class.order not NULL anymore (character string) if dot.categ is not NULL
+if(all(dot.color == "same") & length(dot.color) == 1){
+if( ! identical(ini.dot.categ, categ[length(categ)])){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nWHEN dot.color ARGUMENT IS \"same\", THE COLUMN NAME IN dot.categ ARGUMENT MUST BE IDENTICAL TO THE LAST COLUMN NAME IN categ ARGUMENT. HERE IT IS:\ndot.categ: ", paste(ini.dot.categ, collapse = " "), "\ncateg: ", paste(categ, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if( ! fun_comp_1d(unlist(categ.class.order[length(categ)]), dot.categ.class.order)$identical.content){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nWHEN dot.color ARGUMENT IS \"same\",\nLAST COMPARTMENT OF categ.class.order ARGUMENT AND dot.categ.class.order ARGUMENT CANNOT BE DIFFERENT:\nLAST COMPARTMENT OF categ.class.order: ", paste(unlist(categ.class.order[length(categ)]), collapse = " "), "\ndot.categ.class.order: ", paste(dot.categ.class.order, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}
+for(i3 in 1:length(categ)){
+if(identical(categ[i3], ini.dot.categ) & ! identical(unlist(categ.class.order[i3]), dot.categ.class.order) & identical(sort(unlist(categ.class.order[i3])), sort(dot.categ.class.order))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE dot.categ ARGUMENT SETTING IS PRESENT IN THE categ ARGUMENT SETTING, BUT ORDER OF THE CLASSES IS NOT THE SAME:\ncateg.class.order: ", paste(unlist(categ.class.order[i3]), collapse = " "), "\ndot.categ.class.order: ", paste(dot.categ.class.order, collapse = " "), "\nNOTE THAT ORDER OF categ.class.order IS THE ONE USED FOR THE AXIS REPRESENTATION")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+if(is.null(dot.categ.legend.name)){
+dot.categ.legend.name <- if(ini.dot.categ %in% categ[length(categ)]){dot.categ}else{ini.dot.categ} #
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE dot.categ.legend.name SETTING IS NULL -> ", dot.categ.legend.name, " WILL BE USED AS LEGEND TITLE OF DOTS")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# dot.categ.legend.name not NULL anymore (character string)
+}else{
+if( ! is.null(dot.categ.class.order)){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE dot.categ.class.order ARGUMENT IS NOT NULL, BUT IS THE dot.categ ARGUMENT\n-> dot.categ.class.order NOT CONSIDERED AS NO LEGEND WILL BE DRAWN")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# But dot.categ.class.order will be converted to NULL below (not now)
+}
+# end optional legend of dot colors
+# check the nature of color
+# integer colors into gg_palette
+tempo.check.color <- fun_check(data = dot.color, class = "integer", double.as.integer.allowed = TRUE, na.contain = TRUE, fun.name = function.name, print = FALSE)$problem
+if(tempo.check.color == FALSE){
+# convert integers into colors
+dot.color <- fun_gg_palette(max(dot.color, na.rm = TRUE))[dot.color]
+}
+# end integer colors into gg_palette
+if(all(dot.color == "same") & length(dot.color) == 1){
+dot.color <- categ.color # same color of the dots as the corresponding box color
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") dot.color ARGUMENT HAS BEEN SET TO \"same\"\nTHUS, DOTS WILL HAVE THE SAME COLORS AS THE CORRESPONDING BOXPLOT")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if( ! (all(dot.color %in% colors() | grepl(pattern = "^#", dot.color)))){ # check that all strings of low.color start by #
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.color ARGUMENT MUST BE (1) A HEXADECIMAL COLOR VECTOR STARTING BY #, OR (2) COLOR NAMES GIVEN BY colors(), OR (3) INTEGERS, OR THE STRING\"same\"\nHERE IT IS: ", paste(unique(dot.color), collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if(any(is.na(dot.color))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") dot.color ARGUMENT CONTAINS NA")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end check the nature of color
+# check the length of color
+if( ! is.null(dot.categ)){
+# optional legend of dot colors
+if(length(dot.color) > 1 & length(unique(data1[, dot.categ])) != length(dot.color)){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.color ARGUMENT IS NOT THE SAME LENGTH AS LEVELS OF dot.categ COLUMN (", dot.categ, "):\ndot.color: ", paste(dot.color, collapse = " "), "\ndot.categ LEVELS: ", paste(levels(data1[, dot.categ]), collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if(length(dot.color) == 1 & length(dot.categ.class.order) > 1){ # to deal with single color
+dot.color <- rep(dot.color, length(dot.categ.class.order))
+}
+data1 <- data.frame(data1, dot.color = data1[, dot.categ])
+data1$dot.color <- factor(data1$dot.color, labels = dot.color) # do not use labels = unique(dot.color). Otherwise, we can have green1 green2 when dot.color is c("green", "green")
+dot.color <- as.character(unique(data1$dot.color[order(data1[, dot.categ])])) # reorder the dot.color character vector
+if(length(dot.color) == 1 & length(dot.categ.class.order) > 1){ # to deal with single color
+dot.color <- rep(dot.color, length(dot.categ.class.order))
+}
+tempo.check <- unique(data1[ , c(dot.categ, "dot.color")])
+if(length(unique(data1[ , "dot.color"])) > 1 & ( ! (nrow(tempo.check) == length(unique(data1[ , "dot.color"])) & nrow(tempo.check) == length(unique(data1[ , dot.categ]))))){ # length(unique(data1[ , "dot.color"])) > 1 because if only one color, can be attributed to each class of dot.categ
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.color ARGUMENT IS INCORRECTLY ASSOCIATED TO EACH CLASS OF dot.categ (", dot.categ, ") COLUMN:\n", paste(unique(mapply(FUN = "paste", data1[ , dot.categ], data1[ ,"dot.color"])), collapse = "\n"))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else{
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN dot.categ ARGUMENT (", ini.dot.categ, "), THE FOLLOWING COLORS OF DOTS:\n", paste(dot.color, collapse = " "), "\nHAVE BEEN ATTRIBUTED TO THESE CLASSES:\n", paste(levels(data1[, dot.categ]), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# dot.color is a character string representing the diff classes of dot.categ
+# data1$dot.color is a factor with order of levels -> dot.categ
+# end optional legend of dot colors
+}else{
+categ.len <- length(categ) # if only categ1, then colors for classes of categ1, if length(categ) == 2, then colors for classes of categ2
+if(length(dot.color) == length(levels(data1[, categ[categ.len]]))){ # here length(dot.color) is equal to the different number of categ
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+data1 <- data.frame(data1, dot.color = data1[, categ[categ.len]])
+data1$dot.color <- factor(data1$dot.color, labels = dot.color)
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", categ[categ.len], " OF categ ARGUMENT, THE FOLLOWING COLORS:\n", paste(dot.color, collapse = " "), "\nHAVE BEEN ATTRIBUTED TO THESE CLASSES:\n", paste(levels(factor(data1[, categ[categ.len]])), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(length(dot.color) == length(data1[, categ[categ.len]])){# here length(dot.color) is equal to nrow(data1) -> Modif to have length(dot.color) equal to the different number of categ (length(dot.color) == length(levels(data1[, categ[categ.len]])))
+data1 <- data.frame(data1, dot.color = dot.color)
+}else if(length(dot.color) == 1 & ! all(dot.color == "same")){
+# data1[, categ[categ.len]] <- factor(data1[, categ[categ.len]]) # not required because sure that is is a factor
+data1 <- data.frame(data1, dot.color = dot.color)
+dot.color <- rep(dot.color, length(levels(data1[, categ[categ.len]])))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") dot.color ARGUMENT HAS LENGTH 1, MEANING THAT ALL THE DIFFERENT CLASSES OF ", categ[categ.len], "\n", paste(levels(factor(data1[, categ[categ.len]])), collapse = " "), "\nWILL HAVE THE SAME COLOR\n", paste(dot.color, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else{
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.color ARGUMENT MUST BE (1) LENGTH 1, OR (2) THE LENGTH OF data1 NROWS, OR (3) THE LENGTH OF THE CLASSES IN THE categ ", categ[categ.len], " COLUMN. HERE IT IS COLOR LENGTH ", length(dot.color), " VERSUS CATEG LENGTH ", length(data1[, categ[categ.len]]), " AND CATEG CLASS LENGTH ", length(unique(data1[, categ[categ.len]])), "\nPRESENCE OF NA COULD BE THE PROBLEM")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+# end check the length of color
+dot.color <- as.character(dot.color)
+# dot.color is a character string representing the diff classes
+data1$dot.color <- factor(data1$dot.color, levels = unique(dot.color)) # ok because if dot.color is a character string, the order make class 1, class 2, etc. If dot.color is a column of data1, then levels will be created, without incidence, except if dot.categ specified (see below). unique() because no duplicates allowed
+# data1$dot.color is a factor with order of levels -> dot.color
+}
+# end optional legend of dot colors
+}else if(is.null(dot.color) & ! (is.null(dot.categ) & is.null(dot.categ.class.order) & is.null(dot.categ.legend.name))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") dot.categ OR dot.categ.class.order OR dot.categ.legend.name ARGUMENT HAS BEEN SPECIFIED BUT dot.color ARGUMENT IS NULL (NO DOT PLOTTED)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# dot.color either NULL (no dot plotted) or character string (potentially representing the diff classes of dot.categ)
+# data1$dot.color is either NA or a factor (with order of levels -> depending on dot.categ or categ[length(categ)], or other
+if(is.null(dot.categ)){
+dot.categ.class.order <- NULL # because not used anyway
+}
+# dot.categ.class.order either NULL if dot.categ is NULL (no legend displayed) or character string (potentially representing the diff classes of dot.categ)
+# end management of dot.color
+if(is.null(dot.color) & box.fill == FALSE & dot.alpha <= 0.025){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE FOLLOWING ARGUMENTS WERE SET AS:\ndot.color = NULL (NOT ALL DOTS BUT ONLY POTENTIAL OUTLIER DOTS DISPLAYED)\nbox.fill = FALSE (NO FILLING COLOR FOR BOTH BOXES AND POTENTIAL OUTLIER DOTS)\ndot.alpha = ", fun_round(dot.alpha, 4), "\n-> POTENTIAL OUTLIER DOTS MIGHT NOT BE VISIBLE BECAUSE ALMOST TRANSPARENT")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+if(is.null(dot.color) & box.fill == FALSE & dot.border.size == 0){
+tempo.cat <- paste0("ERROR IN ", function.name, "\nTHE FOLLOWING ARGUMENTS WERE SET AS:\ndot.color = NULL (NOT ALL DOTS BUT ONLY POTENTIAL OUTLIER DOTS DISPLAYED)\nbox.fill = FALSE (NO FILLING COLOR FOR BOTH BOXES AND POTENTIAL OUTLIER DOTS)\ndot.border.size = 0 (NO BORDER FOR POTENTIAL OUTLIER DOTS)\n-> THESE SETTINGS ARE NOT ALLOWED BECAUSE THE POTENTIAL OUTLIER DOTS WILL NOT BE VISIBLE")
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+if( ! is.null(dot.border.color)){
+tempo1 <- fun_check(data = dot.border.color, class = "vector", mode = "character", length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = dot.border.color, class = "vector", typeof = "integer", double.as.integer.allowed = TRUE, length = 1, fun.name = function.name, print = FALSE)
+if(tempo1$problem == FALSE & tempo2$problem == TRUE & ! (all(dot.border.color %in% colors() | grepl(pattern = "^#", dot.border.color)))){ # check that all strings of low.color start by #
+tempo.cat <- paste0("ERROR IN ", function.name, "\ndot.border.color ARGUMENT MUST BE (1) A HEXADECIMAL COLOR STRING STARTING BY #, OR (2) A COLOR NAME GIVEN BY colors(), OR (3) AN INTEGER VALUE\nHERE IT IS: ", paste(unique(dot.border.color), collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}else if(tempo1$problem == TRUE & tempo2$problem == FALSE){ # convert integers into colors
+dot.border.color <- fun_gg_palette(max(dot.border.color, na.rm = TRUE))[dot.border.color]
+}
+# end integer colors into gg_palette
+}
+if(y.log != "no"){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") y.log ARGUMENT SET TO ", y.log, ".\nVALUES FROM THE y ARGUMENT COLUMN OF THE data1 DATA FRAME MUST BE ALREADY ", toupper(y.log), " TRANSFORMED, AS THE y.log ARGUMENT JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+if( ! is.null(y.lim)){
+if(any(y.lim <= 0)){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") y.lim ARGUMENT CAN SPAN ZERO OR NEGATIVE VALUES IF y.log ARGUMENT IS SET TO ", y.log, " BECAUSE y.log DOES NOT TRANSFORM DATA, JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(any( ! is.finite(if(y.log == "log10"){10^y.lim}else{2^y.lim}))){
+tempo.cat <- paste0("ERROR IN ", function.name, "\ny.lim ARGUMENT RETURNS INF WITH THE y.log ARGUMENT SET TO ", y.log, "\nAS SCALE COMPUTATION IS ", ifelse(y.log == "log10", 10, 2), "^y.lim:\n", paste(ifelse(y.log == "log10", 10, 2)^y.lim, collapse = " "), "\nARE YOU SURE THAT y.lim ARGUMENT HAS BEEN SPECIFIED WITH VALUES ALREADY IN LOG SCALE?\n", paste(y.lim, collapse = " "))
+stop(paste0("\n\n================\n\n", tempo.cat, "\n\n================\n\n"), call. = FALSE)
+}
+}
+}
+# inactivated because y must already be log transformed data
+# if(y.log != "no" & y.include.zero == TRUE){
+# warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") y.log ARGUMENT SET TO ", y.log, " AND y.include.zero ARGUMENT SET TO TRUE -> y.include.zero ARGUMENT RESET TO FALSE BECAUSE NO 0 ALLOWED IN LOG SCALE")
+# warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+# }
+if(y.log != "no" & vertical == FALSE){
+vertical <- TRUE
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") BECAUSE OF A BUG IN ggplot2, CANNOT FLIP BOXS HORIZONTALLY WITH A Y.LOG SCALE -> vertical ARGUMENT RESET TO TRUE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end second round of checking and data preparation
+
+
+# package checking
+fun_pack(req.package = c("ggplot2"), lib.path = lib.path)
+fun_pack(req.package = c("scales"), lib.path = lib.path)
+# end package checking
+
+
+
+# main code
+# na detection and removal (done now to be sure of the correct length of categ)
+column.check <- c(y, categ, "categ.color", if( ! is.null(dot.color)){"dot.color"}, if( ! is.null(dot.color) & ! is.null(dot.categ)){if(dot.categ != ini.dot.categ){dot.categ}}, if( ! is.null(facet.categ)){facet.categ}) # dot.categ because can be a 3rd column of data1
+if(any(is.na(data1[, column.check]))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NA DETECTED IN COLUMNS ", paste(column.check, collapse = " "), " OF data1 AND CORRESPONDING ROWS REMOVED (SEE $removed.row.nb AND $removed.rows)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+for(i2 in 1:length(column.check)){
+if(any(is.na(data1[, column.check[i2]]))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NA REMOVAL DUE TO COLUMN ", column.check[i2], " OF data1")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+removed.row.nb <- unlist(lapply(lapply(c(data1[column.check]), FUN = is.na), FUN = which))
+removed.rows <- data1[removed.row.nb, ]
+column.check <- column.check[ ! column.check == y] # remove y to keep quali columns
+if(length(removed.row.nb) != 0){
+data1 <- data1[-removed.row.nb, ]
+for(i3 in 1:length(column.check)){
+if(any( ! unique(removed.rows[, column.check[i3]]) %in% unique(data1[, column.check[i3]]))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN COLUMN ", column.check[i3], " OF data1, THE FOLLOWING CLASSES HAVE DISAPPEARED AFTER NA REMOVAL (IF COLUMN USED IN THE PLOT, THIS CLASS WILL NOT BE DISPLAYED):\n", paste(unique(removed.rows[, column.check[i3]])[ ! unique(removed.rows[, column.check[i3]]) %in% unique(data1[, column.check[i3]])], collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+}
+count.categ <- 0
+for(i2 in 1:length(column.check)){
+if(column.check[i2] %in% categ){
+count.categ <- count.categ + 1
+}
+if(column.check[i2] == categ[count.categ]){
+categ.class.order[count.categ] <- list(levels(data1[, column.check[i2]])[levels(data1[, column.check[i2]]) %in% unique(data1[, column.check[i2]])]) # remove the absent color in the character vector
+data1[, column.check[i2]] <- factor(as.character(data1[, column.check[i2]]), levels = unique(categ.class.order[[count.categ]]))
+}
+if( ! is.null(dot.color) & ! is.null(dot.categ)){ # reminder : dot.categ cannot be a column name of categ anymore (because in that case dot.categ name is changed into "..._DOT"
+if(column.check[i2] == ini.dot.categ){
+dot.categ.class.order <- levels(data1[, column.check[i2]])[levels(data1[,  column.check[i2]]) %in% unique(data1[, column.check[i2]])] # remove the absent color in the character vector
+data1[, column.check[i2]] <- factor(as.character(data1[, column.check[i2]]), levels = unique(dot.categ.class.order))
+}
+}
+if(column.check[i2] == "categ.color"){
+categ.color <- levels(data1[, column.check[i2]])[levels(data1[, column.check[i2]]) %in% unique(data1[, column.check[i2]])] # remove the absent color in the character vector
+if(length(categ.color) == 1 & length(unlist(categ.class.order[length(categ)])) > 1){ # to deal with single color
+categ.color <- rep(categ.color, length(unlist(categ.class.order[length(categ)])))
+}
+data1[, column.check[i2]] <- factor(as.character(data1[, column.check[i2]]), levels = unique(categ.color))
+}
+if(column.check[i2] == "dot.color"){
+dot.color <- levels(data1[, column.check[i2]])[levels(data1[, column.check[i2]]) %in% unique(data1[, column.check[i2]])] # remove the absent color in the character vector
+if(length(dot.color) == 1 & length(dot.categ.class.order) > 1){ # to deal with single color. If dot.categ.class.order == NULL (which is systematically the case if dot.categ == NULL), no rep(dot.color, length(dot.categ.class.order)
+dot.color <- rep(dot.color, length(dot.categ.class.order))
+}
+data1[, column.check[i2]] <- factor(as.character(data1[, column.check[i2]]), levels = unique(dot.color))
+}
+if(column.check[i2] %in% facet.categ){ # works if facet.categ == NULL this method should keep the order of levels when removing some levels
+tempo.levels <- levels(data1[, column.check[i2]])[levels(data1[, column.check[i2]]) %in% unique(as.character(data1[, column.check[i2]]))]
+data1[, column.check[i2]] <- factor(as.character(data1[, column.check[i2]]), levels = tempo.levels)
+}
+}
+}else{
+removed.row.nb <- NULL
+removed.rows <- NULL
+}
+# end na detection and removal (done now to be sure of the correct length of categ)
+
+
+# y coordinates recovery (create ini.box.coord, dot.coord and modify data1)
+if(length(categ) == 1){
+# width commputations
+box.width2 <- box.width
+box.space <- 0 # to inactivate the shrink that add space between grouped boxes, because  no grouped boxes here
+# end width commputations
+# data1 check categ order for dots coordinates recovery
+data1 <- data.frame(data1, categ.check = data1[, categ[1]])
+data1$categ.check <- as.integer(data1$categ.check) # to check that data1[, categ[1]] and dot.coord$group are similar, during merging
+# end data1 check categ order for dots coordinates recovery
+# per box dots coordinates recovery
+tempo.gg.name <- "gg.indiv.plot."
+tempo.gg.count <- 0
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste0("ggplot2::ggplot()", if(is.null(add)){""}else{add})))) # add added here to have the facets
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, color = categ[1]), stroke = dot.border.size, size = dot.size, alpha = dot.alpha, shape = 21))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "color", name = categ.legend.name, values = if(is.null(dot.color)){rep(NA, length(unique(data1[, categ[1]])))}else if(length(dot.color) == 1){rep(dot.color, length(unique(data1[, categ[1]])))}else{dot.color}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, fill = categ[1]), coef = if(box.whisker.kind == "no"){0}else if(box.whisker.kind == "std"){1.5}else if(box.whisker.kind == "max"){Inf})) # fill because this is what is used with geom_box # to easily have the equivalent of the grouped boxs
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "fill", name = categ.legend.name, values = if(length(categ.color) == 1){rep(categ.color, length(unique(data1[, categ[1]])))}else{categ.color}))
+# end per box dots coordinates recovery
+}else if(length(categ) == 2){
+# width commputations
+box.width2 <- box.width / length(unique(data1[, categ[length(categ)]])) # real width of each box in x-axis unit, among the set of grouped box. Not relevant if no grouped boxs length(categ) == 1
+# end width commputations
+# data1 check categ order for dots coordinates recovery
+tempo.factor <- paste0(data1[order(data1[, categ[2]], data1[, categ[1]]), categ[2]], "_", data1[order(data1[, categ[2]], data1[, categ[1]]), categ[1]])
+data1 <- data.frame(data1[order(data1[, categ[2]], data1[, categ[1]]), ], categ.check = factor(tempo.factor, levels = unique(tempo.factor)))
+data1$categ.check <- as.integer(data1$categ.check)
+# end data1 check categ order for dots coordinates recovery
+# per box dots coordinates recovery
+tempo.gg.name <- "gg.indiv.plot."
+tempo.gg.count <- 0
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste0("ggplot2::ggplot()", if(is.null(add)){""}else{add})))) # add added here to have the facets
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, color = categ[2]), stroke = dot.border.size, size = dot.size, alpha = dot.alpha, shape = 21))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "color", name = categ.legend.name, values = if(is.null(dot.color)){rep(NA, length(unique(data1[, categ[2]])))}else if(length(dot.color) == 1){rep(dot.color, length(unique(data1[, categ[2]])))}else{dot.color}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, fill = categ[2]), coef = if(box.whisker.kind == "no"){0}else if(box.whisker.kind == "std"){1.5}else if(box.whisker.kind == "max"){Inf})) # fill because this is what is used with geom_box # to easily have the equivalent of the grouped boxs
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "fill", name = categ.legend.name, values = if(length(categ.color) == 1){rep(categ.color, length(unique(data1[, categ[2]])))}else{categ.color}))
+# end per box dots coordinates recovery
+}else{
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 2\n\n============\n\n")
+stop(tempo.cat)
+}
+tempo.graph.info.ini <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))
+dot.coord <- tempo.graph.info.ini$data[[1]]
+ini.box.coord <- tempo.graph.info.ini$data[[2]]
+tempo.mean <- aggregate(x = dot.coord$y, by = list(dot.coord$group, dot.coord$PANEL), FUN = mean, na.rm = TRUE)
+names(tempo.mean)[names(tempo.mean) == "x"] <- "MEAN"
+names(tempo.mean)[names(tempo.mean) == "Group.1"] <- "BOX"
+names(tempo.mean)[names(tempo.mean) == "Group.2"] <- "PANEL"
+dot.coord <- data.frame(
+dot.coord[order(dot.coord$group, dot.coord$y), ], 
+y.check = as.double(data1[order(data1$categ.check, data1[, y]), y]), 
+categ.check = data1[order(data1$categ.check, data1[, y]), "categ.check"], 
+dot.color = if(is.null(dot.color)){NA}else{data1[order(data1$categ.check, data1[, y]), "dot.color"]}, 
+data1[order(data1$categ.check, data1[, y]), ][categ] # avoid the renaming below
+) # y.check to be sure that the order is the same between the y of data1 and the y of dot.coord
+# names(dot.coord)[names(dot.coord) == "tempo.categ1"] <- categ[1]
+if( ! is.null(dot.categ)){
+dot.coord <- data.frame(dot.coord, data1[order(data1$categ.check, data1[, y]), ][dot.categ]) # avoid the renaming
+}
+if( ! is.null(facet.categ)){
+dot.coord <- data.frame(dot.coord, data1[order(data1$categ.check, data1[, y]), ][facet.categ]) # for facet panels
+tempo.test <- NULL
+for(i2 in 1:length(facet.categ)){
+tempo.test <- paste0(tempo.test, ".", formatC(as.numeric(dot.coord[, facet.categ[i2]]), width = nchar(max(as.numeric(dot.coord[, facet.categ[i2]]), na.rm = TRUE)), flag = "0")) # convert factor into numeric with leading zero for proper ranking # merge the formatC() to create a new factor. The convertion to integer should recreate the correct group number. Here as.numeric is used and not as.integer in case of numeric in facet.categ (because comes from add and not checked by fun_check, contrary to categ)
+}
+tempo.test <- as.integer(factor(tempo.test))
+if( ! identical(as.integer(dot.coord$PANEL), tempo.test)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nas.integer(dot.coord$PANEL) AND tempo.test MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+}
+if(dot.tidy == TRUE){
+if( ! is.null(dot.categ)){
+dot.coord <- data.frame(dot.coord, tidy_group = data1[order(data1$categ.check, data1[, y]), ][, dot.categ]) # avoid the renaming
+# tidy_group_coord is to be able to fuse table when creating the table for dot coordinates
+if(dot.categ %in% categ){
+dot.coord <- data.frame(dot.coord, tidy_group_coord = dot.coord$group)
+}else{
+dot.coord <- data.frame(dot.coord, tidy_group_coord = as.integer(factor(paste0(
+formatC(as.integer(dot.coord[, categ[1]]), width = nchar(max(as.integer(dot.coord[, categ[1]]), na.rm = TRUE)), flag = "0"), # convert factor into numeric with leading zero for proper ranking
+".", 
+if(length(categ) == 2){formatC(as.integer(dot.coord[, categ[2]]), width = nchar(max(as.integer(dot.coord[, categ[2]]), na.rm = TRUE)), flag = "0")}, # convert factor into numeric with leading zero for proper ranking
+if(length(categ) == 2){"."}, 
+formatC(as.integer(dot.coord[, dot.categ]), width = nchar(max(as.integer(dot.coord[, dot.categ]), na.rm = TRUE)), flag = "0") # convert factor into numeric with leading zero for proper ranking
+))) # merge the 2 or 3 formatC() to create a new factor. The convertion to integer should recreate the correct group number
+) # for tidy dot plots
+}
+}else{
+dot.coord <- data.frame(dot.coord, tidy_group = if(length(categ) == 1){
+dot.coord[, categ]}else{as.integer(factor(paste0(
+formatC(as.integer(dot.coord[, categ[1]]), width = nchar(max(as.integer(dot.coord[, categ[1]]), na.rm = TRUE)), flag = "0"), # convert factor into numeric with leading zero for proper ranking
+".", 
+formatC(as.integer(dot.coord[, categ[2]]), width = nchar(max(as.integer(dot.coord[, categ[2]]), na.rm = TRUE)), flag = "0")# convert factor into numeric with leading zero for proper ranking
+))) # merge the 2 formatC() to create a new factor. The convertion to integer should recreate the correct group number
+}) # for tidy dot plots
+# tidy_group_coord is to be able to fuse table when creating the table for dot coordinates
+dot.coord <- data.frame(dot.coord, tidy_group_coord = dot.coord$group)
+}
+}
+if( ! (identical(dot.coord$y, dot.coord$y.check) & identical(dot.coord$group, dot.coord$categ.check))){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\n(dot.coord$y AND dot.coord$y.check) AS WELL AS (dot.coord$group AND dot.coord$categ.check) MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+if( ! identical(tempo.mean[order(tempo.mean$BOX, tempo.mean$PANEL), ]$BOX, unique(dot.coord[order(dot.coord$group, dot.coord$PANEL), c("group", "PANEL")])$group)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\n(tempo.mean$BOX, tempo.mean$PANEL) AND (dot.coord$group, dot.coord$PANEL) MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+tempo <- unique(dot.coord[order(dot.coord$group, dot.coord$PANEL), c(categ, if( ! is.null(dot.color) & ! is.null(dot.categ)){if(dot.categ != ini.dot.categ){dot.categ}}, if( ! is.null(facet.categ)){facet.categ}), drop = FALSE])
+# names(tempo) <- paste0(names(tempo), ".mean")
+tempo.mean <- data.frame(tempo.mean[order(tempo.mean$BOX, tempo.mean$PANEL), ], tempo)
+}
+}
+# at that stage, categ color and dot color are correctly attributed in data1, box.coord and dot.coord
+# end y dot coordinates recovery (create ini.box.coord, dot.coord and modify data1)
+
+
+
+
+
+
+
+
+
+
+
+
+
+# stat output (will also serve for boxplot and mean display)
+ini.box.coord <- ini.box.coord[order(ini.box.coord$group), ]
+stat <- data.frame(MIN = ini.box.coord$ymin, QUART1 = ini.box.coord$lower, MEDIAN = ini.box.coord$middle, QUART3 = ini.box.coord$upper, MAX = ini.box.coord$ymax, NOTCHUPPER = ini.box.coord$notchupper, NOTCHLOWER = ini.box.coord$notchlower, OUTLIERS = ini.box.coord["outliers"], COLOR = ini.box.coord$fill, stringsAsFactors = TRUE) # ini.box.coord["outliers"] written like this because it is a list. X coordinates not put now because several features to set
+names(stat)[names(stat) == "outliers"] <- "OUTLIERS"
+tempo.mean <- tempo.mean[order(tempo.mean$BOX), ]
+if( ! fun_comp_2d(ini.box.coord[c("PANEL", "group")], tempo.mean[c("PANEL", "BOX")])$identical.content){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nini.box.coord[c(\"PANEL\", \"group\")] AND tempo.mean[c(\"PANEL\", \"BOX\")] MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+stat <- data.frame(stat[c("MIN", "QUART1", "MEDIAN")], MEAN = tempo.mean$MEAN, stat[c("QUART3", "MAX", "NOTCHUPPER", "NOTCHLOWER", "OUTLIERS")], tempo.mean[colnames(tempo.mean) != "MEAN"], stat["COLOR"], stringsAsFactors = TRUE) # ini.box.coord["outliers"] written like this because it is a list
+}
+# end stat output (will also serve for boxplot and mean display)
+
+
+
+
+
+
+
+
+# ylim range
+if(is.null(y.lim)){
+if(any(data1[, y] %in% c(Inf, -Inf))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE data1 ARGUMENT CONTAINS -Inf OR Inf VALUES IN THE y COLUMN, THAT WILL NOT BE CONSIDERED IN THE PLOT RANGE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+y.lim <- range(data1[, y], na.rm = TRUE, finite = TRUE) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only
+}
+if(suppressWarnings(all(y.lim %in% c(Inf, -Inf)))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " COMPUTED y.lim CONTAINS Inf VALUES, BECAUSE VALUES FROM data1 ARGUMENTS ARE NA OR Inf ONLY\n\n================\n\n")
+stop(tempo.cat)
+}
+y.lim.order <- order(y.lim) # to deal with inverse axis
+y.lim <- sort(y.lim)
+y.lim[1] <- y.lim[1] - abs(y.lim[2] - y.lim[1]) * ifelse(diff(y.lim.order) > 0, y.bottom.extra.margin, y.top.extra.margin) # diff(y.lim.order) > 0 medians not inversed axis
+y.lim[2] <- y.lim[2] + abs(y.lim[2] - y.lim[1]) * ifelse(diff(y.lim.order) > 0, y.top.extra.margin, y.bottom.extra.margin) # diff(y.lim.order) > 0 medians not inversed axis
+if(y.include.zero == TRUE){ # no need to check y.log != "no" because done before
+y.lim <- range(c(y.lim, 0), na.rm = TRUE, finite = TRUE) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only
+}
+y.lim <- y.lim[y.lim.order]
+if(any(is.na(y.lim))){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 4\n\n============\n\n")
+stop(tempo.cat)
+}
+# end ylim range
+
+
+
+
+
+
+# drawing
+# constant part
+tempo.gg.name <- "gg.indiv.plot."
+tempo.gg.count <- 0
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste0("ggplot2::ggplot()", if(is.null(add)){""}else{add})))) # add is directly put here to deal with additional variable of data, like when using facet_grid. No problem if add is a theme, will be dealt below
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::xlab(if(is.null(x.lab)){categ[1]}else{x.lab}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::ylab(if(is.null(y.lab)){y}else{y.lab}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::ggtitle(title))
+# text angle management
+tempo.just <- fun_gg_just(angle = text.angle, axis = ifelse(vertical == TRUE, "x", "y"))
+# end text angle management
+add.check <- TRUE
+if( ! is.null(add)){ # if add is NULL, then = 0
+if(grepl(pattern = "ggplot2::theme", add) == TRUE){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") \"ggplot2::theme\" STRING DETECTED IN THE add ARGUMENT -> article ARGUMENT WILL BE IGNORED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+add.check <- FALSE
+}
+}
+if(add.check == TRUE & article == TRUE){
+# BEWARE: not possible to add theme()several times. NO message but the last one overwrites the others
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::theme_classic(base_size = text.size))
+if(grid == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+line = ggplot2::element_line(size = 0.5), 
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+axis.line.y.left = ggplot2::element_line(colour = "black"), # draw lines for the y axis
+axis.line.x.bottom = ggplot2::element_line(colour = "black"), # draw lines for the x axis
+panel.grid.major.x = if(vertical == TRUE){NULL}else{ggplot2::element_line(colour = "grey85")},
+panel.grid.major.y = if(vertical == TRUE){ggplot2::element_line(colour = "grey85")}else{NULL},
+axis.text.x = if(vertical == TRUE){ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)}else{NULL},
+axis.text.y = if(vertical == TRUE){NULL}else{ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)},
+strip.background = ggplot2::element_rect(fill = NA, colour = NA)
+))
+}else{
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+line = ggplot2::element_line(size = 0.5), 
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+axis.line.y.left = ggplot2::element_line(colour = "black"), 
+axis.line.x.bottom = ggplot2::element_line(colour = "black"),
+axis.text.x = if(vertical == TRUE){ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)}else{NULL},
+axis.text.y = if(vertical == TRUE){NULL}else{ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)},
+strip.background = ggplot2::element_rect(fill = NA, colour = NA)
+))
+}
+}else if(add.check == TRUE & article == FALSE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+line = ggplot2::element_line(size = 0.5), 
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+panel.background = ggplot2::element_rect(fill = "grey95"), 
+axis.line.y.left = ggplot2::element_line(colour = "black"), 
+axis.line.x.bottom = ggplot2::element_line(colour = "black"), 
+panel.grid.major.x = ggplot2::element_line(colour = "grey85"), 
+panel.grid.major.y = ggplot2::element_line(colour = "grey85"), 
+panel.grid.minor.x = ggplot2::element_blank(), 
+panel.grid.minor.y = ggplot2::element_blank(), 
+strip.background = ggplot2::element_rect(fill = NA, colour = NA),
+axis.text.x = if(vertical == TRUE){ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)}else{NULL},
+axis.text.y = if(vertical == TRUE){NULL}else{ggplot2::element_text(angle = tempo.just$angle, hjust = tempo.just$hjust, vjust = tempo.just$vjust)}
+))
+}
+# Contrary to fun_gg_bar(), cannot plot the boxplot right now, because I need the dots plotted first
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, group = categ[length(categ)]), position = ggplot2::position_dodge(width = NULL), color = NA, width = box.width, fill = NA)) # this is to set the graph (i.e., a blanck boxplot to be able to use x coordinates to plot dots before boxes)
+# end constant part
+
+
+
+
+# x coordinates management (for random plotting and for stat display)
+# boxs
+tempo.graph.info <- ggplot2::ggplot_build(eval(parse(text = paste0(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), ' + ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, fill = categ[length(categ)]), position = ggplot2::position_dodge(width = NULL), width = box.width, notch = box.notch, coef = if(box.whisker.kind == "no"){0}else if(box.whisker.kind == "std"){1.5}else if(box.whisker.kind == "max"){Inf}) + ggplot2::scale_discrete_manual(aesthetics = "fill", name = categ.legend.name, values = if(length(categ.color) == 1){rep(categ.color, length(unique(data1[, categ[length(categ)]])))}else{categ.color})')))) # will be recovered later again, when ylim will be considered
+tempo.yx.ratio <- (tempo.graph.info$layout$panel_params[[1]]$y.range[2] - tempo.graph.info$layout$panel_params[[1]]$y.range[1]) / (tempo.graph.info$layout$panel_params[[1]]$x.range[2] - tempo.graph.info$layout$panel_params[[1]]$x.range[1])
+box.coord <- tempo.graph.info$data[[2]] # to have the summary statistics of the plot. Contrary to ini.box.plot, now integrates ylim Here because can be required for stat.disp when just box are plotted
+box.coord <- box.coord[order(box.coord$group), ]
+if(stat.disp.mean == TRUE){ # for mean display
+if( ! identical(tempo.mean$BOX, box.coord$group)){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\ntempo.mean$BOX AND box.coord$group DO NOT HAVE THE SAME VALUE ORDER\n\n============\n\n")
+stop(tempo.cat)
+}else{
+tempo <- c(categ, if( ! is.null(dot.color) & ! is.null(dot.categ)){if(dot.categ != ini.dot.categ){dot.categ}}, if( ! is.null(facet.categ)){facet.categ})
+for(i3 in tempo){
+names(tempo.mean)[names(tempo.mean) == i3] <- paste0(i3, ".mean")
+}
+box.coord <- data.frame(box.coord, tempo.mean)
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") MEAN VALUES INSTEAD OF MEDIAN VALUES DISPLAYED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+
+}
+}
+# width commputations
+width.ini <- c(box.coord$xmax - box.coord$xmin)[1] # all the box widths are equal here. Only the first one taken
+width.correct <- width.ini * box.space / 2
+if( ! identical(box.coord$group, stat$BOX)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\n(box.coord$group AND stat$BOX) MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+stat <- data.frame(
+stat, 
+X = box.coord$x, 
+X_BOX_INF = box.coord$xmin + width.correct, 
+X_BOX_SUP = box.coord$xmax - width.correct, 
+X_NOTCH_INF = box.coord$x - (box.coord$x - (box.coord$xmin + width.correct)) / 2,  
+X_NOTCH_SUP = box.coord$x + (box.coord$x - (box.coord$xmin + width.correct)) / 2, 
+X_WHISK_INF = box.coord$x - (box.coord$x - (box.coord$xmin + width.correct)) * box.whisker.width, 
+X_WHISK_SUP = box.coord$x + (box.coord$x - (box.coord$xmin + width.correct)) * box.whisker.width, 
+# tempo.mean[colnames(tempo.mean) != "MEAN"], # already added above
+stringsAsFactors = TRUE
+)
+stat$COLOR <- factor(stat$COLOR, levels = unique(categ.color))
+if( ! all(stat$NOTCHUPPER < stat$QUART3 & stat$NOTCHLOWER > stat$QUART1) & box.notch == TRUE){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") SOME NOTCHES ARE BEYOND BOX HINGES. TRY ARGUMENT box.notch = FALSE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+dot.jitter <- c((box.coord$xmax - width.correct) - (box.coord$xmin + width.correct))[1] * dot.jitter # real dot.jitter. (box.coord$xmin + width.correct) - (box.coord$xmax - width.correct))[1] is the width of the box. Is  equivalent to (box.coord$x - (box.coord$xmin + width.correct))[1] * 2
+# end width commputations
+# end boxs
+if( ! is.null(dot.color)){
+# random dots
+if(dot.tidy == FALSE){
+dot.coord.rd1 <- merge(dot.coord, box.coord[c("fill", "PANEL", "group", "x")], by = c("PANEL", "group"), sort = FALSE) # rd for random. Send the coord of the boxs into the coord data.frame of the dots (in the column x.y). BEWARE: by = c("PANEL", "group") without fill column because PANEL & group columns are enough as only one value of x column per group number in box.coord. Thus, no need to consider fill column
+if(nrow(dot.coord.rd1) != nrow(dot.coord)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nTHE merge() FUNCTION DID NOT RETURN A CORRECT dot.coord.rd1 DATA FRAME. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+set.seed(1)
+sampled.dot.jitter <- if(nrow(dot.coord.rd1) == 1){runif(n = nrow(dot.coord.rd1), min = - dot.jitter / 2, max = dot.jitter / 2)}else{sample(x = runif(n = nrow(dot.coord.rd1), min = - dot.jitter / 2, max = dot.jitter / 2), size = nrow(dot.coord.rd1), replace = FALSE)}
+dot.coord.rd2 <- data.frame(dot.coord.rd1, dot.x = dot.coord.rd1$x.y + sampled.dot.jitter) # set the dot.jitter thanks to runif and dot.jitter range. Then, send the coord of the boxs into the coord data.frame of the dots (in the column x.y)
+set.seed(NULL)
+if(length(categ) == 1){
+tempo.data1 <- unique(data.frame(data1[categ[1]], group = as.integer(data1[, categ[1]]))) # categ[1] is factor
+names(tempo.data1)[names(tempo.data1) == categ[1]] <- paste0(categ[1], ".check")
+verif <- paste0(categ[1], ".check")
+}else if(length(categ) == 2){
+tempo.data1 <- unique(
+data.frame(
+data1[c(categ[1], categ[2])], 
+group = as.integer(factor(paste0(
+formatC(as.integer(data1[, categ[2]]), width = nchar(max(as.integer(data1[, categ[2]]), na.rm = TRUE)), flag = "0"), # convert factor into numeric with leading zero for proper ranking
+".", 
+formatC(as.integer(data1[, categ[1]]), width = nchar(max(as.integer(data1[, categ[1]]), na.rm = TRUE)), flag = "0")# convert factor into numeric with leading zero for proper ranking
+))) # merge the 2 formatC() to create a new factor. The convertion to integer should recreate the correct group number
+)
+) # categ[2] first if categ[2] is used to make the categories in ggplot and categ[1] is used to make the x-axis
+names(tempo.data1)[names(tempo.data1) == categ[1]] <- paste0(categ[1], ".check")
+names(tempo.data1)[names(tempo.data1) == categ[2]] <- paste0(categ[2], ".check")
+verif <- c(paste0(categ[1], ".check"), paste0(categ[2], ".check"))
+}else{
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 6\n\n============\n\n")
+stop(tempo.cat)
+}
+dot.coord.rd3 <- merge(dot.coord.rd2, tempo.data1, by = intersect("group", "group"), sort = FALSE) # send the factors of data1 into coord. BEWARE: I have replaced by = "group" by intersect("group", "group") because of an error due to wrong group group merging in dot.coord.rd3
+if(nrow(dot.coord.rd3) != nrow(dot.coord) | ( ! fun_comp_2d(dot.coord.rd3[categ], dot.coord.rd3[verif])$identical.content)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nTHE merge() FUNCTION DID NOT RETURN A CORRECT dot.coord.rd3 DATA FRAME. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+# end random dots
+}
+# tidy dots
+# coordinates are recovered during plotting (see dot.coord.tidy1 below)
+# end tidy dots
+}
+# end x coordinates management (for random plotting and for stat display)
+
+
+
+
+
+# boxplot display before dot display if box.fill = TRUE
+coord.names <- NULL
+# creation of the data frame for (main box + legend) and data frame for means
+if(box.notch == FALSE){
+for(i3 in 1:length(categ)){
+if(i3 == 1){
+tempo.polygon <- data.frame(GROUPX = c(t(stat[, rep(categ[i3], 5)])), stringsAsFactors = TRUE)
+}else{
+tempo.polygon <- cbind(tempo.polygon, c(t(stat[, rep(categ[i3], 5)])), stringsAsFactors = TRUE)
+}
+}
+names(tempo.polygon) <- categ
+tempo.polygon <- data.frame(X = c(t(stat[, c("X_BOX_INF", "X_BOX_SUP", "X_BOX_SUP", "X_BOX_INF", "X_BOX_INF")])), Y = c(t(stat[, c("QUART1", "QUART1", "QUART3", "QUART3", "QUART1")])), COLOR = c(t(stat[, c("COLOR", "COLOR", "COLOR", "COLOR", "COLOR")])), BOX = as.character(c(t(stat[, c("BOX", "BOX", "BOX", "BOX", "BOX")]))), tempo.polygon, stringsAsFactors = TRUE)
+if( ! is.null(facet.categ)){
+for(i4 in 1:length(facet.categ)){
+tempo.polygon <- data.frame(tempo.polygon, c(t(stat[, c(facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4])])), stringsAsFactors = TRUE)
+names(tempo.polygon)[length(names(tempo.polygon))] <- facet.categ[i4]
+}
+}
+}else{
+for(i3 in 1:length(categ)){
+if(i3 == 1){
+tempo.polygon <- data.frame(GROUPX = c(t(stat[, rep(categ[i3], 11)])), stringsAsFactors = TRUE)
+}else{
+tempo.polygon <- cbind(tempo.polygon, c(t(stat[, rep(categ[i3], 11)])), stringsAsFactors = TRUE)
+}
+}
+names(tempo.polygon) <- categ
+tempo.polygon <- data.frame(X = c(t(stat[, c("X_BOX_INF", "X_BOX_SUP", "X_BOX_SUP", "X_NOTCH_SUP", "X_BOX_SUP", "X_BOX_SUP", "X_BOX_INF", "X_BOX_INF", "X_NOTCH_INF", "X_BOX_INF", "X_BOX_INF")])), Y = c(t(stat[, c("QUART1", "QUART1", "NOTCHLOWER", "MEDIAN", "NOTCHUPPER", "QUART3", "QUART3", "NOTCHUPPER", "MEDIAN", "NOTCHLOWER", "QUART1")])), COLOR = c(t(stat[, c("COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR", "COLOR")])), BOX = as.character(c(t(stat[, c("BOX", "BOX", "BOX", "BOX", "BOX", "BOX", "BOX", "BOX", "BOX", "BOX", "BOX")]))), tempo.polygon, stringsAsFactors = TRUE)
+if( ! is.null(facet.categ)){
+for(i4 in 1:length(facet.categ)){
+tempo.polygon <- data.frame(tempo.polygon, c(t(stat[, c(facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4], facet.categ[i4])])), stringsAsFactors = TRUE)
+names(tempo.polygon)[length(names(tempo.polygon))] <- facet.categ[i4]
+}
+}
+}
+tempo.polygon$COLOR <- factor(tempo.polygon$COLOR, levels = unique(categ.color))
+if( ! is.null(categ.class.order)){
+for(i3 in 1:length(categ)){
+tempo.polygon[, categ[i3]] <- factor(tempo.polygon[, categ[i3]], levels = categ.class.order[[i3]])
+}
+}
+# modified name of dot.categ column (e.g., "Group1_DOT") must be included for boxplot using ridy dots
+if( ! is.null(dot.color) & ! is.null(dot.categ)){
+if(dot.categ != ini.dot.categ){
+tempo.polygon <- data.frame(tempo.polygon, GROUPX = tempo.polygon[, ini.dot.categ])
+names(tempo.polygon)[names(tempo.polygon) == "GROUPX"] <- dot.categ
+
+}
+}
+tempo.diamon.mean <- data.frame(X = c(t(stat[, c("X", "X_NOTCH_INF", "X", "X_NOTCH_SUP", "X")])), Y = c(t(cbind(stat["MEAN"] - (stat[, "X"] - stat[, "X_NOTCH_INF"]) * tempo.yx.ratio, stat["MEAN"], stat["MEAN"] + (stat[, "X"] - stat[, "X_NOTCH_INF"]) * tempo.yx.ratio, stat["MEAN"], stat["MEAN"] - (stat[, "X"] - stat[, "X_NOTCH_INF"]) * tempo.yx.ratio))), COLOR = c(t(stat[, c("COLOR", "COLOR", "COLOR", "COLOR", "COLOR")])), GROUP = c(t(stat[, c("BOX", "BOX", "BOX", "BOX", "BOX")])), stringsAsFactors = TRUE)
+if( ! is.null(facet.categ)){
+for(i3 in 1:length(facet.categ)){
+tempo.diamon.mean <- data.frame(tempo.diamon.mean, c(t(stat[, c(facet.categ[i3], facet.categ[i3], facet.categ[i3], facet.categ[i3], facet.categ[i3])])), stringsAsFactors = TRUE)
+names(tempo.diamon.mean)[length(names(tempo.diamon.mean))] <- facet.categ[i3]
+}
+}
+tempo.diamon.mean$COLOR <- factor(tempo.diamon.mean$COLOR, levels = unique(categ.color))
+# end creation of the data frame for (main box + legend) and data frame for means
+if(box.fill == TRUE){
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, color = categ[length(categ)], fill = categ[length(categ)]), position = ggplot2::position_dodge(width = NULL), width = box.width, size = box.line.size, notch = box.notch, coef = if(box.whisker.kind == "no"){0}else if(box.whisker.kind == "std"){1.5}else if(box.whisker.kind == "max"){Inf}, alpha = box.alpha, outlier.shape = if( ! is.null(dot.color)){NA}else{21}, outlier.color = if( ! is.null(dot.color)){NA}else{dot.border.color}, outlier.fill = if( ! is.null(dot.color)){NA}else{NULL}, outlier.size = if( ! is.null(dot.color)){NA}else{dot.size}, outlier.stroke = if( ! is.null(dot.color)){NA}else{dot.border.size}, outlier.alpha = if( ! is.null(dot.color)){NA}else{dot.alpha})) # the color, size, etc. of the outliers are dealt here. outlier.color = NA to do not plot outliers when dots are already plotted. Finally, boxplot redrawn (see below)
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_polygon(
+data = tempo.polygon, 
+mapping = ggplot2::aes_string(x = "X", y = "Y", group = "BOX", fill = categ[length(categ)], color = categ[length(categ)]), 
+size = box.line.size, 
+alpha = box.alpha
+))
+coord.names <- c(coord.names, "main.box")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X, xend = X, y = QUART3, yend = MAX, group = categ[length(categ)]), color = "black", size = box.line.size, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "sup.whisker")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X, xend = X, y = QUART1, yend = MIN, group = categ[length(categ)]), color = "black", size = box.line.size, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "inf.whisker")
+if(box.whisker.width > 0){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X_WHISK_INF, xend = X_WHISK_SUP, y = MAX, yend = MAX, group = categ[length(categ)]), color = "black", size = box.line.size, alpha = box.alpha, lineend = "round")) # 
+coord.names <- c(coord.names, "sup.whisker.edge")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X_WHISK_INF, xend = X_WHISK_SUP, y = MIN, yend = MIN, group = categ[length(categ)]), color = "black", size = box.line.size, alpha = box.alpha, lineend = "round")) # 
+coord.names <- c(coord.names, "inf.whisker.edge")
+}
+if(box.mean == TRUE){
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(data = stat, mapping = ggplot2::aes_string(x = "X", y = "MEAN", group = categ[length(categ)]), shape = 23, stroke = box.line.size * 2, fill = stat$COLOR, size = box.mean.size, color = "black", alpha = box.alpha)) # group used in aesthetic to do not have it in the legend
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_polygon(
+data = tempo.diamon.mean, 
+mapping = ggplot2::aes(x = X, y = Y, group = GROUP), 
+fill = tempo.diamon.mean[, "COLOR"], 
+color = hsv(0, 0, 0, alpha = box.alpha), # outline of the polygon in black but with alpha
+size = box.line.size * 2, 
+alpha = box.alpha
+))
+coord.names <- c(coord.names, "mean")
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = if(box.notch == FALSE){X_BOX_INF}else{X_NOTCH_INF}, xend = if(box.notch == FALSE){X_BOX_SUP}else{X_NOTCH_SUP}, y = MEDIAN, yend = MEDIAN, group = categ[length(categ)]), color = "black", size = box.line.size * 2, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "median")
+}
+# end boxplot display before dot display if box.fill = TRUE
+
+
+
+
+
+
+# dot display
+if( ! is.null(dot.color)){
+if(dot.tidy == FALSE){
+if(is.null(dot.categ)){
+if(dot.border.size == 0){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(
+data = dot.coord.rd3, 
+mapping = ggplot2::aes_string(x = "dot.x", y = "y", group = categ[length(categ)]), 
+size = dot.size, 
+shape = 19, 
+color = dot.coord.rd3$dot.color, 
+alpha = dot.alpha
+)) # group used in aesthetic to do not have it in the legend. Here ggplot2::scale_discrete_manual() cannot be used because of the group easthetic
+}else{
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(
+data = dot.coord.rd3, 
+mapping = ggplot2::aes_string(x = "dot.x", y = "y", group = categ[length(categ)]), 
+shape = 21, 
+stroke = dot.border.size, 
+color = if(is.null(dot.border.color)){dot.coord.rd3$dot.color}else{rep(dot.border.color, nrow(dot.coord.rd3))}, 
+size = dot.size, 
+fill = dot.coord.rd3$dot.color, 
+alpha = dot.alpha
+)) # group used in aesthetic to do not have it in the legend. Here ggplot2::scale_discrete_manual() cannot be used because of the group easthetic
+}
+}else{
+if(dot.border.size == 0){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(
+data = dot.coord.rd3, 
+mapping = ggplot2::aes_string(x = "dot.x", y = "y", alpha = dot.categ), 
+size = dot.size, 
+shape = 19, 
+color = dot.coord.rd3$dot.color
+)) # group used in aesthetic to do not have it in the legend. Here ggplot2::scale_discrete_manual() cannot be used because of the group easthetic
+}else{
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(
+data = dot.coord.rd3, 
+mapping = ggplot2::aes_string(x = "dot.x", y = "y", alpha = dot.categ), 
+size = dot.size, 
+shape = 21, 
+stroke = dot.border.size, 
+color = if(is.null(dot.border.color)){dot.coord.rd3$dot.color}else{rep(dot.border.color, nrow(dot.coord.rd3))}, 
+fill = dot.coord.rd3$dot.color
+)) # group used in aesthetic to do not have it in the legend. Here ggplot2::scale_discrete_manual() cannot be used because of the group easthetic
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "alpha", name = dot.categ.legend.name, values = rep(dot.alpha,  length(dot.categ.class.order)), guide = ggplot2::guide_legend(override.aes = list(fill = dot.color, color = if(is.null(dot.border.color)){dot.color}else{dot.border.color}, stroke = dot.border.size, alpha = dot.alpha)))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+}
+coord.names <- c(coord.names, "dots")
+}else if(dot.tidy == TRUE){
+# here plot using group -> no scale
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_dotplot(
+data = dot.coord, 
+mapping = ggplot2::aes_string(x = categ[1], y = "y", group = "group"), # not dot.categ here because the classes of dot.categ create new separations
+position = ggplot2::position_dodge(width = box.width), 
+binaxis = "y", 
+stackdir = "center", 
+alpha = dot.alpha, 
+fill = dot.coord$dot.color, 
+stroke = dot.border.size, 
+color = if(is.null(dot.border.color)){dot.coord$dot.color}else{rep(dot.border.color, nrow(dot.coord))}, 
+show.legend = FALSE, # BEWARE: do not use show.legend = TRUE because it uses the arguments outside aes() as aesthetics (here color and fill). Thus I must find a way using ggplot2::scale_discrete_manual()
+binwidth = (y.lim[2] - y.lim[1]) / dot.tidy.bin.nb
+)) # geom_dotplot ggplot2 v3.3.0: I had to remove rev() in fill and color # very weird behavior of geom_dotplot ggplot2 v3.2.1, (1) because with aes group = (to avoid legend), the dot plotting is not good in term of coordinates, and (2) because data1 seems reorderer according to x = categ[1] before plotting. Thus, I have  to use fill = dot.coord[rev(order(dot.coord[, categ[1]], decreasing = TRUE)), "dot.color"] to have the good corresponding colors # show.legend option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, "dots")
+if( ! is.null(dot.categ)){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_dotplot(
+data = dot.coord, 
+mapping = ggplot2::aes_string(x = categ[1], y = "y", alpha = dot.categ), # not dot.categ here because the classes of dot.categ create new separations
+position = ggplot2::position_dodge(width = box.width), 
+binaxis = "y", 
+stackdir = "center", 
+fill = NA, 
+stroke = NA, 
+color = NA, 
+# BEWARE: do not use show.legend =  TRUE because it uses the arguments outside aes() as aesthetics (here color and fill). Thus I must find a way using ggplot2::scale_discrete_manual()
+binwidth = (y.lim[2] - y.lim[1]) / dot.tidy.bin.nb
+)) # geom_dotplot ggplot2 v3.3.0: I had to remove rev() in fill and color # very weird behavior of geom_dotplot ggplot2 v3.2.1, (1) because with aes group = (to avoid legend), the dot plotting is not good in term of coordinates, and (2) because data1 seems reorderer according to x = categ[1] before plotting. Thus, I have  to use fill = dot.coord[rev(order(dot.coord[, categ[1]], decreasing = TRUE)), "dot.color"] to have the good corresponding colors # show.legend option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "linetype", name = dot.categ.legend.name, values = rep(1, length(categ.color)))) # values = rep("black", length(categ.color)) are the values of color (which is the border color of dots), and this modify the border color on the plot. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+coord.names <- c(coord.names, "bad_remove")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "alpha", name = dot.categ.legend.name, values = rep(dot.alpha,  length(dot.categ.class.order)), labels = dot.categ.class.order, guide = ggplot2::guide_legend(title = if(ini.dot.categ == categ[length(categ)]){dot.categ}else{ini.dot.categ}, override.aes = list(fill = levels(dot.coord$dot.color), color = if(is.null(dot.border.color)){levels(dot.coord$dot.color)}else{dot.border.color}, stroke = dot.border.size, alpha = dot.alpha)))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+}
+# coordinates of tidy dots
+tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))$data # to have the tidy dot coordinates
+if(length(which(sapply(tempo.coord, FUN = nrow) == nrow(data1))) > if(is.null(dot.categ)){1}else{2}){ # if(is.null(dot.categ)){1}else{2} because 1 dotplot if dot.categ is NULL and 2 dotplots is not, with the second being a blank dotplot with wrong coordinates. Thus take the first in that situation
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nMORE THAN ", if(is.null(dot.categ)){1}else{2}, " COMPARTMENT WITH NROW EQUAL TO nrow(data1) IN THE tempo.coord LIST (FOR TIDY DOT COORDINATES). CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+dot.coord.tidy1 <- tempo.coord[[which(sapply(tempo.coord, FUN = nrow) == nrow(data1))[1]]] # the second being a blank dotplot with wrong coordinates. Thus take the first whatever situation
+}
+tempo.box.coord <- merge(box.coord, unique(dot.coord[, c("PANEL", "group", categ)]), by = c("PANEL", "group"), sort = FALSE) # do not add dot.categ and tidy_group_coord here because the coordinates are for stats. Add the categ in box.coord. BEWARE: by = c("PANEL", "group") without fill column because PANEL & group columns are enough as only one value of x column per group number in box.coord. Thus, no need to consider fill column
+# below inactivated because not true when dealing with dot.categ different from categ
+if(nrow(tempo.box.coord) != nrow(box.coord)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nTHE merge() FUNCTION DID NOT RETURN A CORRECT tempo.box.coord DATA FRAME. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+dot.coord.tidy2 <- merge(dot.coord.tidy1, tempo.box.coord[c("fill", "PANEL", "group", "x", categ)], by = c("PANEL", "group"), sort = FALSE) # send the coord of the boxs into the coord data.frame of the dots (in the column x.y).BEWARE: by = c("PANEL", "group") without fill column because PANEL & group columns are enough as only one value of x column per group number in tempo.box.coord. Thus, no need to consider fill colum # DANGER: from here the fill.y and x.y (from tempo.box.coord) are not good in dot.coord.tidy2. It is ok because Group1 Group2 from tempo.box.coord are ok with the group column from dot.coord.tidy1. This is due to the fact that dot.coord.tidy resulting from geom_dotplot does not make the same groups as the other functions
+if(nrow(dot.coord.tidy2) != nrow(dot.coord)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nTHE merge() FUNCTION DID NOT RETURN A CORRECT dot.coord.tidy2 DATA FRAME. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+# From here, check for dot.coord.tidy3 which wil be important for stat over the plot. BEWARE: dot.categ has nothing to do here for stat coordinates. Thus, not in tempo.data1
+if(length(categ) == 1){
+tempo.data1 <- unique(data.frame(data1[categ[1]], group = as.integer(data1[, categ[1]]))) # categ[1] is factor
+names(tempo.data1)[names(tempo.data1) == categ[1]] <- paste0(categ[1], ".check")
+verif <- paste0(categ[1], ".check")
+}else if(length(categ) == 2){
+tempo.data1 <- unique(
+data.frame(
+data1[c(categ[1], categ[2])], 
+group = as.integer(factor(paste0(
+formatC(as.integer(data1[, categ[2]]), width = nchar(max(as.integer(data1[, categ[2]]), na.rm = TRUE)), flag = "0"), # convert factor into numeric with leading zero for proper ranking
+".", 
+formatC(as.integer(data1[, categ[1]]), width = nchar(max(as.integer(data1[, categ[1]]), na.rm = TRUE)), flag = "0")# convert factor into numeric with leading zero for proper ranking
+))) # merge the 2 formatC() to create a new factor. The convertion to integer should recreate the correct group number
+)
+) # categ[2] first if categ[2] is used to make the categories in ggplot and categ[1] is used to make the x-axis
+names(tempo.data1)[names(tempo.data1) == categ[1]] <- paste0(categ[1], ".check")
+names(tempo.data1)[names(tempo.data1) == categ[2]] <- paste0(categ[2], ".check")
+verif <- c(paste0(categ[1], ".check"), paste0(categ[2], ".check"))
+}else{
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 7\n\n============\n\n")
+stop(tempo.cat)
+}
+dot.coord.tidy3 <- merge(dot.coord.tidy2, tempo.data1, by = intersect("group", "group"), sort = FALSE) # send the factors of data1 into coord. BEWARE: I have tested intersect("group", "group") instead of by = "group". May be come back to by = "group"  in case of error. But I did this because of an error in dot.coord.rd3 above
+if(nrow(dot.coord.tidy3) != nrow(dot.coord) | ( ! fun_comp_2d(dot.coord.tidy3[categ], dot.coord.tidy3[verif])$identical.content)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nTHE merge() FUNCTION DID NOT RETURN A CORRECT dot.coord.tidy3 DATA FRAME. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+# end coordinates of tidy dots
+}
+}
+# end dot display
+
+
+
+# boxplot display (if box.fill = FALSE, otherwise, already plotted above)
+if(box.fill == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "fill", name = categ.legend.name, values =  if(length(categ.color) == 1){rep(categ.color, length(unique(data1[, categ[length(categ)]])))}else{categ.color})) #, guide = ggplot2::guide_legend(override.aes = list(fill = levels(tempo.polygon$COLOR), color = "black")))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "color", name = categ.legend.name, values = rep(hsv(0, 0, 0, alpha = box.alpha), length(unique(data1[, categ[length(categ)]]))))) # , guide = ggplot2::guide_legend(override.aes = list(color = "black", alpha = box.alpha)))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor # outline of the polygon in black but with alpha
+}else{
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_boxplot(data = data1, mapping = ggplot2::aes_string(x = categ[1], y = y, color = categ[length(categ)], fill = categ[length(categ)]), position = ggplot2::position_dodge(width = NULL), width = box.width, size = box.line.size, notch = box.notch, alpha = box.alpha, coef = if(box.whisker.kind == "no"){0}else if(box.whisker.kind == "std"){1.5}else if(box.whisker.kind == "max"){Inf}, outlier.shape = if( ! is.null(dot.color)){NA}else{21}, outlier.color = if( ! is.null(dot.color)){NA}else{if(dot.border.size == 0){NA}else{dot.border.color}}, outlier.fill = if( ! is.null(dot.color)){NA}else{NULL}, outlier.size = if( ! is.null(dot.color)){NA}else{dot.size}, outlier.stroke = if( ! is.null(dot.color)){NA}else{dot.border.size}, outlier.alpha = if( ! is.null(dot.color)){NA}else{dot.alpha})) # the color, size, etc. of the outliers are dealt here. outlier.color = NA to do not plot outliers when dots are already plotted
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_path(
+data = tempo.polygon, 
+mapping = ggplot2::aes_string(x = "X", y = "Y", group = "BOX", color = categ[length(categ)]), 
+size = box.line.size, 
+alpha = box.alpha, 
+lineend = "round", 
+linejoin = "round"
+))
+coord.names <- c(coord.names, "main.box")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = if(box.notch == FALSE){X_BOX_INF}else{X_NOTCH_INF}, xend = if(box.notch == FALSE){X_BOX_SUP}else{X_NOTCH_SUP}, y = MEDIAN, yend = MEDIAN, group = categ[length(categ)]), color = stat$COLOR, size = box.line.size * 2, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "median")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X, xend = X, y = QUART3, yend = MAX, group = categ[length(categ)]), color = stat$COLOR, size = box.line.size, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "sup.whisker")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X, xend = X, y = QUART1, yend = MIN, group = categ[length(categ)]), color = stat$COLOR, size = box.line.size, alpha = box.alpha)) # 
+coord.names <- c(coord.names, "inf.whisker")
+if(box.whisker.width > 0){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X_WHISK_INF, xend = X_WHISK_SUP, y = MAX, yend = MAX, group = categ[length(categ)]), color = stat$COLOR, size = box.line.size, alpha = box.alpha, lineend = "round")) # 
+coord.names <- c(coord.names, "sup.whisker.edge")
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_segment(data = stat, mapping = ggplot2::aes(x = X_WHISK_INF, xend = X_WHISK_SUP, y = MIN, yend = MIN, group = categ[length(categ)]), color = stat$COLOR, size = box.line.size, alpha = box.alpha, lineend = "round")) # 
+coord.names <- c(coord.names, "inf.whisker.edge")
+}
+if(box.mean == TRUE){
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_point(data = stat, mapping = ggplot2::aes_string(x = "X", y = "MEAN", group = categ[length(categ)]), shape = 23, stroke = box.line.size * 2, color = stat$COLOR, size = box.mean.size, fill = NA, alpha = box.alpha)) # group used in aesthetic to do not have it in the legend. Here ggplot2::scale_discrete_manual() cannot be used because of the group easthetic
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::geom_path(
+data = tempo.diamon.mean, 
+mapping = ggplot2::aes(x = X, y = Y, group = GROUP), 
+color = tempo.diamon.mean[, "COLOR"], 
+size = box.line.size * 2, 
+alpha = box.alpha, 
+lineend = "round", 
+linejoin = "round"
+))
+coord.names <- c(coord.names, "mean")
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "fill", name = categ.legend.name, values = rep(NA, length(unique(data1[, categ[length(categ)]]))))) #, guide = ggplot2::guide_legend(override.aes = list(color = categ.color)))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "color", name = categ.legend.name, values = if(length(categ.color) == 1){rep(categ.color, length(unique(data1[, categ[length(categ)]])))}else{categ.color}, guide = ggplot2::guide_legend(override.aes = list(alpha = if(plot == TRUE & ((length(dev.list()) > 0 & names(dev.cur()) == "windows") | (length(dev.list()) == 0 & Sys.info()["sysname"] == "Windows"))){1}else{box.alpha})))) # , guide = ggplot2::guide_legend(override.aes = list(color = as.character(categ.color))))) # values are the values of color (which is the border color in geom_box. BEWARE: values = categ.color takes the numbers to make the colors if categ.color is a factor
+if(plot == TRUE & ((length(dev.list()) > 0 & names(dev.cur()) == "windows") | (length(dev.list()) == 0 & Sys.info()["sysname"] == "Windows"))){ # if any Graph device already open and this device is "windows", or if no Graph device opened yet and we are on windows system -> prevention of alpha legend bug on windows using value 1
+# to avoid a bug on windows: if alpha argument is different from 1 for lines (transparency), then lines are not correctly displayed in the legend when using the R GUI (bug https://github.com/tidyverse/ggplot2/issues/2452). No bug when using a pdf
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") FROM FUNCTION ", function.name, ": GRAPHIC DEVICE USED ON A WINDOWS SYSTEM ->\nTRANSPARENCY OF THE LINES IS INACTIVATED IN THE LEGEND TO PREVENT A WINDOWS DEPENDENT BUG (SEE https://github.com/tidyverse/ggplot2/issues/2452)\nTO OVERCOME THIS ON WINDOWS, USE ANOTHER DEVICE (pdf() FOR INSTANCE)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+# end boxplot display (if box.fill = FALSE, otherwise, already plotted above)
+
+
+
+
+# stat display
+# layer after dots but ok, behind dots on the plot
+if( ! is.null(stat.disp)){
+if(stat.disp == "top"){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1),  ggplot2::annotate(geom = "text", x = stat$X, y = y.lim[2], label = if(stat.disp.mean == FALSE){fun_round(stat$MEDIAN, 2)}else{fun_round(stat$MEAN, 2)}, size = stat.size, color = "black", hjust = ifelse(vertical == TRUE, 0.5, 1.1), vjust = ifelse(vertical == TRUE, 1.1, 0.5))) # beware: no need of order() for labels because box.coord$x set the order. For justification, see https://stackoverflow.com/questions/7263849/what-do-hjust-and-vjust-do-when-making-a-plot-using-ggplot
+coord.names <- c(coord.names, "stat.display")
+}else if(stat.disp == "above"){
+# stat coordinates
+if( ! is.null(dot.color)){ # for text just above max dot
+if(dot.tidy == FALSE){
+tempo.stat.ini <- dot.coord.rd3
+}else if(dot.tidy == TRUE){
+tempo.stat.ini <- dot.coord.tidy3
+tempo.stat.ini$x.y <- tempo.stat.ini$x.x # this is just to be able to use tempo.stat.ini$x.y for untidy or tidy dots (remember that dot.coord.tidy3$x.y is not good, see above)
+}
+stat.coord1 <- aggregate(x = tempo.stat.ini["y"], by = {x.env <- if(length(categ) == 1){list(tempo.stat.ini$group, tempo.stat.ini$x.y, tempo.stat.ini[, categ[1]])}else if(length(categ) == 2){list(tempo.stat.ini$group, tempo.stat.ini$x.y, tempo.stat.ini[, categ[1]], tempo.stat.ini[, categ[2]])} ; names(x.env) <- if(length(categ) == 1){c("group", "x.y", categ[1])}else if(length(categ) == 2){c("group", "x.y", categ[1], categ[2])} ; x.env}, FUN = min, na.rm = TRUE)
+names(stat.coord1)[names(stat.coord1) == "y"] <- "dot.min"
+stat.coord2 <- aggregate(x = tempo.stat.ini["y"], by = {x.env <- if(length(categ) == 1){list(tempo.stat.ini$group, tempo.stat.ini$x.y, tempo.stat.ini[, categ[1]])}else if(length(categ) == 2){list(tempo.stat.ini$group, tempo.stat.ini$x.y, tempo.stat.ini[, categ[1]], tempo.stat.ini[, categ[2]])} ; names(x.env) <- if(length(categ) == 1){c("group", "x.y", categ[1])}else if(length(categ) == 2){c("group", "x.y", categ[1], categ[2])} ; x.env}, FUN = max, na.rm = TRUE)
+names(stat.coord2) <- paste0(names(stat.coord2), "_from.dot.max")
+names(stat.coord2)[names(stat.coord2) == "y_from.dot.max"] <- "dot.max"
+stat.coord3 <- cbind(box.coord[order(box.coord$x), ], stat.coord1[order(stat.coord1$x.y), ], stat.coord2[order(stat.coord2$x.y), ]) # should be ok to use box.coord$x and stat.coord$x.y to assemble the two data frames because x coordinates of the boxs. Thus, we cannot have identical values
+if( ! all(identical(round(stat.coord3$x, 9), round(stat.coord3$x.y, 9)))){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nFUSION OF box.coord, stat.coord1 AND stat.coord2 ACCORDING TO box.coord$x, stat.coord1$x.y AND stat.coord2$x.y IS NOT CORRECT. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}
+text.coord <- stat.coord3[, c("x", "group", "dot.min", "dot.max")]
+names(text.coord)[names(text.coord) == "dot.min"] <- "text.min.pos"
+names(text.coord)[names(text.coord) == "dot.max"] <- "text.max.pos"
+box.coord <- box.coord[order(box.coord$x), ]
+text.coord <- text.coord[order(text.coord$x), ] # to be sure to have the two objects in the same order for x. BEWARE: cannot add identical(as.integer(text.coord$group), as.integer(box.coord$group)) because with error, the correspondence between x and group is not the same
+if( ! identical(text.coord$x, box.coord$x)){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\ntext.coord AND box.coord DO NOT HAVE THE SAME x COLUMN CONTENT\n\n============\n\n")
+stop(tempo.cat)
+}
+}
+# end stat coordinates
+# stat display
+# performed twice: first for y values >=0, then y values < 0, because only a single value allowed for hjust anf vjust
+if(stat.disp.mean == FALSE){
+tempo.log.high <- if(diff(y.lim) > 0){box.coord$middle >= 0}else{box.coord$middle < 0}
+tempo.log.low <- if(diff(y.lim) > 0){box.coord$middle < 0}else{box.coord$middle >= 0}
+}else{
+tempo.log.high <- if(diff(y.lim) > 0){box.coord$MEAN >= 0}else{box.coord$MEAN < 0}
+tempo.log.low <- if(diff(y.lim) > 0){box.coord$MEAN < 0}else{box.coord$MEAN >= 0}
+}
+if(any(tempo.log.high) == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(
+geom = "text", 
+x = get(if(is.null(dot.color)){"box.coord"}else{"text.coord"})$x[tempo.log.high], # get(if(is.null(dot.color)){"box.coord"}else{"text.coord"}) for text just above error boxs or dots
+y = get(if(is.null(dot.color)){"box.coord"}else{"text.coord"})[tempo.log.high, if(is.null(dot.color)){"middle"}else{"text.max.pos"}], 
+label = if(stat.disp.mean == FALSE){fun_round(box.coord$middle, 2)[tempo.log.high]}else{fun_round(box.coord$MEAN, 2)[tempo.log.high]}, 
+size = stat.size, 
+color = "black", 
+hjust = ifelse(vertical == TRUE, 0.5, 0.5 - stat.dist), 
+vjust = ifelse(vertical == TRUE, 0.5 - stat.dist, 0.5)
+)) # beware: no need of order() for labels because box.coord$x set the order
+}
+if(any(tempo.log.low) == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(
+geom = "text", 
+x = get(if(is.null(dot.color)){"box.coord"}else{"text.coord"})$x[tempo.log.low], # get(if(is.null(dot.color)){"box.coord"}else{"text.coord"}) for text just above error boxs or dots
+y = get(if(is.null(dot.color)){"box.coord"}else{"text.coord"})[tempo.log.low, if(is.null(dot.color)){"middle"}else{"text.min.pos"}], 
+label = if(stat.disp.mean == FALSE){fun_round(box.coord$middle, 2)[tempo.log.low]}else{fun_round(box.coord$MEAN, 2)[tempo.log.low]}, 
+size = stat.size, 
+color = "black", 
+hjust = ifelse(vertical == TRUE, 0.5, 0.5 + stat.dist), 
+vjust = ifelse(vertical == TRUE, 0.5 + stat.dist, 0.5)
+)) # beware: no need of order() for labels because box.coord$x set the order
+}
+# end stat display
+coord.names <- c(coord.names, "stat.display.positive", "stat.display.negative")
+}else{
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 9\n\n============\n\n")
+stop(tempo.cat)
+}
+}
+# end stat display
+
+
+
+# y scale management (cannot be before dot plot management)
+# the rescaling aspect is complicated and not intuitive. See:
+# explaination: https://github.com/tidyverse/ggplot2/issues/3948
+# the oob argument of scale_y_continuous() https://ggplot2.tidyverse.org/reference/scale_continuous.html
+# see also https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf
+# secondary ticks
+tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), ' + if(vertical == TRUE){ggplot2::coord_cartesian(ylim = if(diff(y.lim) < 0){rev(y.lim)}else{y.lim})}else{ggplot2::coord_flip(ylim = y.lim)}'))))$layout$panel_params[[1]]
+# y.inter.tick.positions: coordinates of secondary ticks (only if y.inter.tick.nb argument is non NULL or if y.log argument is different from "no")
+if(y.log != "no"){ # integer main ticks for log2 and log10
+tempo.scale <- (as.integer(min(y.lim, na.rm = TRUE)) - 1):(as.integer(max(y.lim, na.rm = TRUE)) + 1)
+}else{
+tempo <- if(is.null(attributes(tempo.coord$y$breaks))){tempo.coord$y$breaks}else{unlist(attributes(tempo.coord$y$breaks))}
+if(all(is.na(tempo))){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nONLY NA IN tempo.coord$y$breaks\n\n============\n\n")
+stop(tempo.cat)
+}
+tempo.scale <- fun_scale(lim = y.lim, n = ifelse(is.null(y.tick.nb), length(tempo[ ! is.na(tempo)]), y.tick.nb)) # in ggplot 3.3.0, tempo.coord$y.major_source replaced by tempo.coord$y$breaks. If fact: n = ifelse(is.null(y.tick.nb), length(tempo[ ! is.na(tempo)]), y.tick.nb)) replaced by n = ifelse(is.null(y.tick.nb), 4, y.tick.nb))
+}
+y.inter.tick.values <- NULL
+y.inter.tick.pos <- NULL
+if(y.log != "no"){
+tempo <- fun_inter_ticks(lim = y.lim, log = y.log)
+y.inter.tick.values <- tempo$values
+y.inter.tick.pos <- tempo$coordinates
+# if(vertical == TRUE){ # do not remove in case the bug is fixed
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", y = y.inter.tick.pos, yend = y.inter.tick.pos, x = tempo.coord$x.range[1], xend = tempo.coord$x.range[1] + diff(tempo.coord$x.range) / 80))
+# }else{ # not working because  of the ggplot2 bug
+# assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", x = y.inter.tick.pos, xend = y.inter.tick.pos, y = tempo.coord$y.range[1], yend = tempo.coord$y.range[1] + diff(tempo.coord$y.range) / 80))
+# }
+coord.names <- c(coord.names, "y.inter.tick.positions")
+}else if(( ! is.null(y.inter.tick.nb)) & y.log == "no"){
+# if(y.inter.tick.nb > 0){ #inactivated because already checked before
+tempo <- fun_inter_ticks(lim = y.lim, log = y.log, breaks = tempo.scale, n = y.inter.tick.nb)
+y.inter.tick.values <- tempo$values
+y.inter.tick.pos <- tempo$coordinates
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(
+geom = "segment", 
+y = y.inter.tick.pos, 
+yend = y.inter.tick.pos, 
+x = if(vertical == TRUE){tempo.coord$x.range[1]}else{tempo.coord$y.range[1]}, 
+xend = if(vertical == TRUE){tempo.coord$x.range[1] + diff(tempo.coord$x.range) / 80}else{tempo.coord$y.range[1] + diff(tempo.coord$y.range) / 80}
+))
+coord.names <- c(coord.names, "y.inter.tick.positions")
+}
+# end secondary ticks
+# for the ggplot2 bug with y.log, this does not work: eval(parse(text = ifelse(vertical == FALSE & y.log == "log10", "ggplot2::scale_x_continuous", "ggplot2::scale_y_continuous")))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_y_continuous(
+breaks = tempo.scale, 
+minor_breaks = y.inter.tick.pos, 
+labels = if(y.log == "log10"){scales::trans_format("identity", scales::math_format(10^.x))}else if(y.log == "log2"){scales::trans_format("identity",  scales::math_format(2^.x))}else if(y.log == "no"){ggplot2::waiver()}else{tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, "\nCODE INCONSISTENCY 10\n\n============\n\n") ; stop(tempo.cat)}, 
+expand = c(0, 0), # remove space after after axis limits
+limits = sort(y.lim), # NA indicate that limits must correspond to data limits but ylim() already used
+oob = scales::rescale_none, 
+trans = ifelse(diff(y.lim) < 0, "reverse", "identity") # equivalent to ggplot2::scale_y_reverse() but create the problem of y-axis label disappearance with y.lim decreasing. Thus, do not use. Use ylim() below and after this
+))
+if(vertical == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::coord_cartesian(ylim = y.lim)) #problem of ggplot2::ylim() is taht it redraw new breaks # coord_cartesian(ylim = y.lim)) not used because bug -> y-axis label disappearance with y.lim decreasing # clip = "off" to have secondary ticks outside plot region does not work
+}else{
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::coord_flip(ylim = y.lim)) # clip = "off" to have secondary ticks outside plot region does not work # create the problem of y-axis label disappearance with y.lim decreasing
+
+}
+# end y scale  management (cannot be before dot plot management)
+
+
+
+# legend management
+if( ! is.null(legend.width)){
+legend.final <- get_legend_fun(myggplot = tempo.coord, function.name = function.name) # get legend
+}
+# end legend management
+
+
+# drawing
+fin.plot <- suppressMessages(suppressWarnings(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + ")))))
+if(plot == TRUE){
+# following lines inactivated because of problem in warn.recov and message.recov
+# assign("env_fun_get_message", new.env())
+# assign("tempo.gg.name", tempo.gg.name, envir = env_fun_get_message)
+# assign("tempo.gg.count", tempo.gg.count, envir = env_fun_get_message)
+# assign("add", add, envir = env_fun_get_message)
+# two next line: for the moment, I cannot prevent the warning printing
+# warn.recov <- fun_get_message(paste(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), if(is.null(add)){NULL}else{add}), kind = "warning", header = FALSE, print.no = FALSE, env = env_fun_get_message) # for recovering warnings printed by ggplot() functions
+# message.recov <- fun_get_message('print(eval(parse(text = paste(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), if(is.null(add)){NULL}else{add}))))', kind = "message", header = FALSE, print.no = FALSE, env = env_fun_get_message) # for recovering messages printed by ggplot() functions
+if(is.null(legend.width)){
+suppressMessages(suppressWarnings(print(fin.plot)))
+}else{
+suppressMessages(suppressWarnings(gridExtra::grid.arrange(fin.plot, legend.final, ncol=2, widths=c(1, legend.width))))
+}
+# suppressMessages(suppressWarnings(print(eval(parse(text = paste(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), if(is.null(add)){NULL}else{add}))))))
+}else{
+# following lines inactivated because of problem in warn.recov and message.recov
+# message.recov <- NULL
+# warn.recov <- NULL
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") PLOT NOT SHOWN AS REQUESTED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end drawing
+
+
+
+# outputs
+# following lines inactivated because of problem in warn.recov and message.recov
+# if( ! (is.null(warn) & is.null(warn.recov) & is.null(message.recov))){
+# warn <- paste0(warn, "\n\n", if(length(warn.recov) > 0 | length(message.recov) > 0){paste0(paste0("MESSAGES FROM ggplot2 FUNCTIONS: ", ifelse( ! is.null(warn.recov), unique(message.recov), ""), ifelse( ! is.null(message.recov), unique(message.recov), ""), collapse = "\n\n"), "\n\n")})
+# }else if( ! (is.null(warn) & is.null(warn.recov)) & is.null(message.recov)){
+# warn <- paste0(warn, "\n\n", if(length(warn.recov) > 0){paste0(paste0("MESSAGES FROM ggplot2 FUNCTIONS: ", unique(warn.recov), collapse = "\n\n"), "\n\n")})
+# }else if( ! (is.null(warn) & is.null(message.recov)) & is.null(warn.recov)){
+# warn <- paste0(warn, "\n\n", if(length(message.recov) > 0){paste0(paste0("MESSAGES FROM ggplot2 FUNCTIONS: ", unique(message.recov), collapse = "\n\n"), "\n\n")})
+# }
+if(warn.print == TRUE & ! is.null(warn)){
+warning(paste0("FROM ", function.name, " FUNCTION:\n\n", warn), call. = FALSE) # to recover the warning messages, use return = TRUE
+}
+if(return == TRUE){
+tempo.output <- ggplot2::ggplot_build(fin.plot)
+tempo.output$data <- tempo.output$data[-1] # remove the first data because corresponds to the initial empty boxplot
+if(length(tempo.output$data) != length(coord.names)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, "\nlength(tempo.output$data) AND length(coord.names) MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+names(tempo.output$data) <- coord.names
+tempo.output$data <- tempo.output$data[coord.names != "bad_remove"]
+}
+tempo <- tempo.output$layout$panel_params[[1]]
+output <- list(
+data = data1, 
+stat = stat, 
+removed.row.nb = removed.row.nb, 
+removed.rows = removed.rows, 
+plot = c(tempo.output$data, y.inter.tick.values = list(y.inter.tick.values)), 
+panel = facet.categ, 
+axes = list(
+x.range = tempo$x.range, 
+x.labels = if(is.null(attributes(tempo$x$breaks))){tempo$x$breaks}else{tempo$x$scale$get_labels()}, # is.null(attributes(tempo$x$breaks)) test if it is number (TRUE) or character (FALSE)
+x.positions = if(is.null(attributes(tempo$x$breaks))){tempo$x$breaks}else{unlist(attributes(tempo$x$breaks))}, 
+y.range = tempo$y.range, 
+y.labels = if(is.null(attributes(tempo$y$breaks))){tempo$y$breaks}else{tempo$y$scale$get_labels()}, 
+y.positions = if(is.null(attributes(tempo$y$breaks))){tempo$y$breaks}else{unlist(attributes(tempo$y$breaks))}
+), 
+warn = paste0("\n", warn, "\n\n"), 
+ggplot = if(return.ggplot == TRUE){fin.plot}else{NULL} # fin.plot plots the graph if return == TRUE
+)
+return(tempo <- output)
+}
+# end outputs
+# end main code
+}
+
+
+
+
+
+
+
+# add return.ggplot = FALSE, from boxplot
+# add facet from boxplot if data1 is a dataframe or list of length 1
+# error to fix: 1) accept integers as color, 2) fun_scale but xhuld be ok when importing the job from boxplot
+# inter.tick x and y do not work: see labbook CL
+# change the rule of categ
+# add dot.size and line.size as list except if one value, idem color and geom and alpha
+# http://www.sthda.com/english/articles/24-ggpubr-publication-ready-plots/76-add-p-values-and-significance-levels-to-ggplots/
+# geom_step. Add "hv" or "vh", see also https://stackoverflow.com/questions/42633374/how-to-get-a-step-plot-using-geom-step-with-different-colors-for-the-segments
+# ERROR IN fun_scale(): lim ARGUMENT HAS A NULL RANGE (2 IDENTICAL VALUES) : remove this error if xlim is not NULL range -> draw a line of dots
+# add categ.order
+# check that x and y are numeric ?
+
+
+fun_gg_scatter <- function(
+data1, 
+x, 
+y, 
+categ = NULL, 
+legend.name = NULL, 
+color = NULL, 
+geom = "geom_point", 
+alpha = 0.5, 
+dot.size = 2, 
+line.size = 0.5, 
+x.lim = NULL, 
+x.lab = NULL, 
+x.log = "no", 
+x.tick.nb = NULL, 
+x.inter.tick.nb = NULL, 
+x.include.zero = FALSE, 
+x.left.extra.margin = 0.05, 
+x.right.extra.margin = 0.05, 
+x.text.angle = 0, 
+y.lim = NULL, 
+y.lab = NULL, 
+y.log = "no", 
+y.tick.nb = NULL, 
+y.inter.tick.nb = NULL, 
+y.include.zero = FALSE, 
+y.top.extra.margin = 0.05, 
+y.bottom.extra.margin = 0.05, 
+y.text.angle = 0, 
+text.size = 12, 
+title = "", 
+title.text.size = 12, 
+legend.show = TRUE, 
+legend.width = 0.5, 
+raster = FALSE, 
+raster.ratio = 1, 
+raster.threshold = NULL, 
+article = TRUE, 
+grid = FALSE, 
+return = FALSE, 
+plot = TRUE, 
+add = NULL, 
+warn.print = TRUE, 
+lib.path = NULL
+){
+# AIM
+# ggplot2 scatterplot with the possibility to overlay dots from up to 3 different data frames (-> three different legends) and lines from up to 3 different data frames (-> three different legends) -> up to 6 overlays totally
+# for ggplot2 specifications, see: https://ggplot2.tidyverse.org/articles/ggplot2-specs.html
+# WARNINGS
+# rows containing NA in data1[, c(y, categ)] will be removed before processing, with a warning (see below)
+# ARGUMENTS
+# data1: a dataframe compatible with ggplot2, or a list of data frames
+# x: character string of the data1 column name for x-axis. If data1 is a list, then x must be a list of character strings, of same size as data1, with compartment 1 related to compartment 1 of data1, etc. Write NULL for each "geom_hline" in geom argument
+# y: character string of the data1 column name for y-axis. If data1 is a list, then y must be a list of character strings, of same size as data1, with compartment 1 related to compartment 1 of data1, etc. Write NULL for each "geom_vline" in geom argument
+# categ: character string of the data1 column name for categories. If categ == NULL, no categories -> no legend displayed. If data1 is a list, then categ must be a list of character strings, of same size as data1, with compartment 1 related to compartment 1 of data1, etc. Some of the list compartments can be NULL, and other not
+# legend.name: character string of the legend title. If legend.name == NULL and categ != NULL, then legend.name <- categ. If data1 is a list, then legend.name must be a list of character strings, of same size as data1, with compartment 1 related to compartment 1 of data1, etc. Some of the list compartments can be NULL, and other not # add with other legends below
+# color: vector of character string of the colors of categ arguments. If color == NULL, default colors of ggplot2. If non null, it can be either: (1) a single color string (all the dots of the corresponding data1 will have this color, whatever categ NULL or not), (2) if categ non null, a vector of string colors, one for each class of categ (each color will be associated according to the alphabetical order of categ classes), (3) if categ non null, a vector or factor of string colors, like if it was one of the column of data1 data frame (beware: a single color per class of categ and a single class of categ per color must be respected). Integers are also accepted instead of character strings, as long as above rules about length are respected. Integers will be processed by fun_gg_palette() using the max integer value among all the integers in color. If data1 is a list, then color must be a list of character strings or integers, of same size as data1, with compartment 1 related to compartment 1 of data1, etc. Some of the compartments can be NULL. In that case, a different grey color will be used for each NULL compartment
+# geom: character string of the kind of plot. Either "geom_point" (scatterplot), "geom_line" (coordinates plotted then line connection from the lowest to highest coordinates), "geom_path" (line connection respecting the order in data1), "geom_step" line connection respecting the order in data1 but drawn in steps), "geom_hline" (horizontal line) or "geom_vline" (vertical line). BEWARE: for "geom_hline" or "geom_vline", (1) x or y argument must be NULL, respectively, (2) x.lim or y.lim argument must NOT be NULL, respectively, if only these kind of lines are drawn (if other geom present, then x.lim = NULL and y.lim = NULL will generate x.lim and y.lim defined by these other geom, which is not possible with "geom_hline" or "geom_vline"), (3) the function will draw n lines for n values in the x argument column name of the data1 data frame. If several colors required, the categ argument must be specified and the corresponding categ column name must exist in the data1 data frame with a different class name for each row. If data1 is a list, then geom must be a list of character strings, of same size as data1, with compartment 1 related to compartment 1 of data1, etc.
+# alpha: numeric value (from 0 to 1) of transparency. If data1 is a list, then alpha must be a list of numeric value, of same size as data1, with compartment 1 related to compartment 1 of data1, etc.
+# dot.size: numeric value of point size
+# line.size: numeric value of line size
+# x.lim: 2 numeric values for x-axis range. If NULL, range of x in data1. Order of the 2 values matters (for inverted axis). BEWARE: values of the x.lim must be already in the corresponding log if x.log argument is not "no" (see below)
+# x.lab: a character string or expression for x-axis legend. If NULL, x of the first data frame in data1. Warning message if the elements in x are different between data frames in data1
+# x.log: Either "no" (values in the x argument column of the data1 data frame are not log), "log2" (values in the x argument column of the data1 data frame are log2 transformed) or "log10" (values in the x argument column of the data1 data frame are log10 transformed). BEWARE: the function does not tranform the data, but just displays ticks in a log scale manner. Thus, negative or zero values are allowed
+# x.tick.nb: approximate number of desired label values on the x-axis (n argument of the fun_scale() function). If NULL, the number is managed by ggplot2
+# x.inter.tick.nb: number of desired secondary ticks between main ticks. Ignored if x.log is other than "no" (log scale plotted). Use argument return = TRUE and see $plot$x.second.tick.values to have the values associated to secondary ticks. IF NULL, no secondary ticks
+# x.include.zero: logical. Does x.lim range include 0? Ok even if x.log == TRUE because x, and thus x.lim, must already be log transformed values
+# x.left.extra.margin: single proportion (between 0 and 1) indicating if extra margins must be added to x.lim. If different from 0, add the range of the axis * x.left.extra.margin (e.g., abs(x.lim[2] - x.lim[1]) * x.left.extra.margin) to the left of x-axis
+# x.right.extra.margin: idem as x.left.extra.margin but to the bottom of x-axis
+# x.text.angle: integer value of the text angle for the x-axis labels. Positive values for counterclockwise rotation: 0 for horizontal, 90 for vertical, 180 for upside down etc. Negative values for clockwise rotation: 0 for horizontal, -90 for vertical, -180 for upside down etc.
+# y.lim: 2 numeric values for y-axis range. If NULL, range of y in data1. Order of the 2 values matters (for inverted axis). BEWARE: values of the y.lim must be already in the corresponding log if y.log argument is not "no" (see below)
+# y.lab: a character string or expression for y-axis legend. If NULL, y of the first data frame in data1. Warning message if the elements in y are different between data frames in data1
+# y.log: Either "no" (values in the y argument column of the data1 data frame are not log), "log2" (values in the y argument column of the data1 data frame are log2 transformed) or "log10" (values in the y argument column of the data1 data frame are log10 transformed). BEWARE: the function does not tranform the data, but just displays ticks in a log scale manner. Thus, negative or zero values are allowed
+# y.tick.nb: approximate number of desired label values on the y-axis (n argument of the fun_scale() function). If NULL, the number is managed by ggplot2
+# y.inter.tick.nb: number of desired secondary ticks between main ticks. Ignored if y.log is other than "no" (log scale plotted). Use argument return = TRUE and see $plot$y.second.tick.values to have the values associated to secondary ticks. IF NULL, no secondary ticks
+# y.include.zero: logical. Does y.lim range include 0? Ok even if y.log == TRUE because y, and thus y.lim, must already be log transformed values
+# y.left.extra.margin: single proportion (between 0 and 1) indicating if extra margins must be added to y.lim. If different from 0, add the range of the axis * y.left.extra.margin (e.g., abs(y.lim[2] - y.lim[1]) * y.left.extra.margin) to the left of y-axis
+# y.right.extra.margin: idem as y.left.extra.margin but to the bottom of y-axis
+# y.text.angle: integer value of the text angle for the y-axis labels. Positive values for counterclockwise rotation: 0 for horizontal, 90 for vertical, 180 for upside down etc. Negative values for clockwise rotation: 0 for horizontal, -90 for vertical, -180 for upside down etc.
+# text.size: numeric value of the size of the (1) axis numbers and axis legends and (2) texts in the graphic legend
+# title: character string of the graph title
+# title.text.size: numeric value of the title size (in points)
+# legend.show: logical. Show legend? Ignored if categ argument is NULL, because this already generate no legend
+# legend.width: single proportion (between 0 and 1) indicating the relative width of the legend sector (on the right of the plot) relative to the width of the plot. Value 1 means that the window device width is split in 2, half for the plot and half for the legend. Value 0 means no room for the legend which will overlay the plot region. If categ argument is NULL or legend.show argument is FALSE, an empty legend space is created, which can be useful when desiring graphs of exactly the same width, whatever they have legends or not. Write NULL to inactivate the legend sector. In such case, ggplot2 will manage the room required for the legend display, meaning that the width of the plotting region can vary between graphs, depending on the text in the legend
+# raster: logical. Dots in raster mode? If FALSE, dots from each geom_point from geom argument are in vectorial mode (bigger pdf and long to display if millions of dots). If TRUE, dots from each geom_point from geom argument are in matricial mode (smaller pdf and easy display if millions of dots, but long to generate the layer). If TRUE, the raster.ratio argument is used to avoid an ellipsoid representation of the dots. If TRUE, solve the transparency problem with some GUI. Overriden by raster.threshold if non NULL
+# raster.ratio: single numeric value indicating the height / width ratio of the graphic device used (for instance provided by the $dim of the output of the fun_open() function). The default value is 1 because by default R opens a square graphic device. But this argument has to be set when using other device dimensions. Ignored if raster == FALSE
+# raster.threshold: positive integer value indicating the limit of the dot number above which geom_point from geom argument switch from vectorial mode to raster mode (see the raster argument). If any layer is raster, then raster.ratio argument is used to avoid an ellipsoid representation of the dots. Inactive the raster argument if non NULL
+# article: logical. If TRUE, use a article theme (article like). If FALSE, use a classic related ggplot theme. Use the add argument (add = "+ggplot2::theme_classic()" for the exact classic ggplot theme
+# grid: logical. Draw horizontal and vertical lines in the background to better read the values? Not considered if article == FALSE
+# return: logical. Return the graph info?
+# plot: logical. Plot the graphic? If FALSE and return argument is TRUE, graphical parameters and associated warnings are provided without plotting
+# add: character string allowing to add more ggplot2 features (dots, lines, themes, facet, etc.). Ignored if NULL
+# BEWARE: (1) the string must start with "+", (2) the string must finish with ")" and (3) each function must be preceded by "ggplot2::". Example: "+ ggplot2::coord_flip() + ggplot2::theme_bw()"
+# If the character string contains the "ggplot2::theme" string, then the article argument of fun_gg_boxplot() (see above) is ignored with a warning
+# Handle the add argument with caution since added functions can create conflicts with the preexisting internal ggplot2 functions
+# warn.print: logical. Print warnings at the end of the execution? If TRUE, no print if no warning message generated
+# lib.path: character string indicating the absolute path of the required packages (see below). if NULL, the function will use the R library default folders
+# REQUIRED PACKAGES
+# ggplot2
+# if raster plots are drawn (see the raster and raster.threshold arguments):
+# Cairo
+# grid
+# REQUIRED FUNCTIONS FROM CUTE_LITTLE_R_FUNCTION
+# fun_gg_empty_graph()
+# fun_gg_palette()
+# fun_gg_point_rast()
+# fun_pack()
+# fun_check()
+# fun_round()
+# fun_scale()
+# fun_inter_ticks()
+# RETURN
+# a scatter plot is plot argument is TRUE
+# a list of the graph info if return argument is TRUE:
+# $data: the graphic info coordinates
+# $removed.row.nb: a list of the removed rows numbers in data frames (because of NA). NULL if no row removed
+# $removed.rows: a list of the removed rows in data frames (because of NA). NULL if no row removed
+# $axes: the x-axis and y-axis info
+# $warn: the warning messages. Use cat() for proper display. NULL if no warning
+# EXAMPLES
+# DEBUGGING
+# set.seed(1) ; obs1 <- data.frame(km = rnorm(1000, 10, 3), time = rnorm(1000, 10, 3), group1 = rep(c("A1", "A2"), 500)) ; obs2 <-data.frame(km = rnorm(1000, 15, 3), time = rnorm(1000, 15, 3), group2 = rep(c("G1", "G2"), 500)) ; set.seed(NULL) ; obs1$km[2:3] <- NA ; data1 = list(L1 = obs1, L2 = obs2) ; x = list(L1 = "km", L2 = "km") ; y = list(L1 = "time", L2 = "time") ; categ = list(L1 = "group1", L2 = "group2") ; legend.name = NULL ; color = list(L1 = 4:5, L2 = 7:8) ; geom = list(L1 = "geom_point", L2 = "geom_point") ; alpha = list(L1 = 0.5, L2 = 0.5) ; dot.size = 3 ; line.size = 0.5 ; x.lim = NULL ; x.lab = "KM" ; x.log = "no" ; x.tick.nb = 10 ; x.inter.tick.nb = 1 ; x.left.extra.margin = 0 ; x.right.extra.margin = 0 ; y.lim = c(1, 25) ; y.lab = "TIME (s)" ; y.log = "no" ; y.tick.nb = 5 ; y.inter.tick.nb = 2 ; y.top.extra.margin = 0 ; y.bottom.extra.margin = 0 ; x.include.zero = TRUE ; y.include.zero = TRUE ; x.text.angle = 0 ; y.text.angle = 0 ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.show = TRUE ; legend.width = 0.5 ; article = FALSE ; grid = FALSE ; raster = TRUE ; raster.ratio = 1 ; raster.threshold = NULL ; return = FALSE ; plot = TRUE ; add = NULL ; warn.print = TRUE ; lib.path = NULL
+# data1 <- list(L1 = data.frame(a = 1:6, b = (1:6)^2, group = c("A", "A", "A", "B", "B", "B")), L2 = data.frame(a = (1:6)*2, b = ((1:6)^2)*2, group = c("A1", "A1", "A1", "B1", "B1", "B1")), L3 = data.frame(a = (1:6)*3, b = ((1:6)^2)*3, group3 = c("A4", "A5", "A6", "A7", "B4", "B5"))) ; data1$L1$a[3] <- NA ; data1$L1$group[5] <- NA ; data1$L3$group3[4] <- NA ; data1 ; x = list(L1 = names(data1$L1)[1], L2 = names(data1$L2)[1], L3 = NULL) ; y = list(L1 = names(data1$L1)[2], L2 = names(data1$L2)[2], L3 = "a") ; categ = list(L1 = "group", L2 = NULL, L3 = NULL) ; legend.name = NULL ; color = NULL ; geom = list(L1 = "geom_point", L2 = "geom_point", L3 = "geom_hline") ; alpha = list(L1 = 0.5, L2 = 0.5, L3 = 0.5) ; dot.size = 1 ; line.size = 0.5 ; x.lim = c(14, 4) ; x.lab = NULL ; x.log = "log10" ; x.tick.nb = 10 ; x.inter.tick.nb = 4 ; x.left.extra.margin = 0 ; x.right.extra.margin = 0 ; y.lim = c(60, 5) ; y.lab = NULL ; y.log = "log10" ; y.tick.nb = 10 ; y.inter.tick.nb = 2 ; y.top.extra.margin = 0 ; y.bottom.extra.margin = 0  ; x.include.zero = TRUE ; y.include.zero = TRUE ; x.text.angle = 0 ; y.text.angle = 0 ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.show = TRUE ; legend.width = 0.5 ; article = TRUE ; grid = FALSE ; raster = FALSE ; raster.ratio = 1 ; raster.threshold = NULL ; return = TRUE ; plot = TRUE ; add = NULL ; warn.print = TRUE ; lib.path = NULL
+# data1 <- data.frame(km = 2:7, time = (2:7)^2, group = c("A", "A", "A", "B", "B", "B")) ; data1 ; x = "km"; y = "time"; categ = "group"; legend.name = NULL ; color = NULL ; geom = "geom_point"; alpha = 0.1 ; dot.size = 1 ; line.size = 0.5 ; x.lim = c(1,10) ; x.lab = NULL ; x.log = "log10" ; x.tick.nb = 10 ; x.inter.tick.nb = 4 ; x.left.extra.margin = 0 ; x.right.extra.margin = 0 ; y.lim = NULL ; y.lab = expression(paste("TIME (", 10^-20, " s)")) ; y.log = "log10" ; y.tick.nb = 10 ; y.inter.tick.nb = 2 ; y.top.extra.margin = 0 ; y.bottom.extra.margin = 0  ; x.include.zero = TRUE ; y.include.zero = TRUE ; x.text.angle = 0 ; y.text.angle = 0 ; text.size = 12 ; title = "" ; title.text.size = 8 ; legend.show = TRUE ; legend.width = 0.5 ; article = FALSE ; grid = FALSE ; raster = FALSE ; raster.ratio = 1 ; raster.threshold = NULL ; return = FALSE ; plot = TRUE ; add = NULL ; warn.print = TRUE ; lib.path = NULL
+# function name
+function.name <- paste0(as.list(match.call(expand.dots=FALSE))[[1]], "()")
+# end function name
+# required function checking
+req.function <- c(
+"fun_check", 
+"fun_gg_just", 
+"fun_gg_empty_graph", 
+"fun_gg_palette", 
+"fun_gg_point_rast", 
+"fun_round", 
+"fun_pack", 
+"fun_scale", 
+"fun_inter_ticks"
+)
+for(i1 in req.function){
+if(length(find(i1, mode = "function")) == 0){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": REQUIRED ", i1, "() FUNCTION IS MISSING IN THE R ENVIRONMENT\n\n================\n\n")
+stop(tempo.cat)
+}
+}
+# end required function checking
+# reserved words to avoid bugs (used in this function)
+reserved.words <- c("fake_x", "fake_y", "fake_categ", "color")
+# end reserved words to avoid bugs (used in this function)
+# primary argument checking
+arg.check <- NULL #
+text.check <- NULL #
+checked.arg.names <- NULL # for function debbuging: used by r_debugging_tools
+ee <- expression(arg.check <- c(arg.check, tempo$problem) , text.check <- c(text.check, tempo$text) , checked.arg.names <- c(checked.arg.names, tempo$fun.name))
+tempo1 <- fun_check(data = data1, class = "data.frame", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = data1, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": data1 ARGUMENT MUST BE A DATA FRAME OR A LIST OF DATA FRAMES")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+if( ! is.null(x)){
+tempo1 <- fun_check(data = x, class = "vector", mode = "character", na.contain = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = x, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": x ARGUMENT MUST BE A SINGLE CHARACTER STRING OR A LIST OF CHARACTER STRINGS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(y)){
+tempo1 <- fun_check(data = y, class = "vector", mode = "character", na.contain = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = y, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": y ARGUMENT MUST BE A SINGLE CHARACTER STRING OR A LIST OF CHARACTER STRINGS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(categ)){
+tempo1 <- fun_check(data = categ, class = "vector", mode = "character", na.contain = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = categ, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": categ ARGUMENT MUST BE A SINGLE CHARACTER STRING OR A LIST OF CHARACTER STRINGS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(legend.name)){
+tempo1 <- fun_check(data = legend.name, class = "vector", mode = "character", na.contain = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = legend.name, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": legend.name ARGUMENT MUST BE A SINGLE CHARACTER STRING OR A LIST OF CHARACTER STRINGS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(color)){
+tempo1 <- fun_check(data = color, class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = color, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": color ARGUMENT MUST BE A VECTOR OF CHARACTER STRING OR A LIST OF CHARACTER VECTORS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(geom)){
+tempo1 <- fun_check(data = geom, class = "vector", mode = "character", na.contain = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = geom, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": geom ARGUMENT MUST BE A SINGLE CHARACTER STRING OR A LIST OF CHARACTER STRINGS")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo1 <- fun_check(data = alpha, prop = TRUE, length = 1, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = alpha, class = "list", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("ERROR IN ", function.name, ": alpha ARGUMENT MUST BE A SINGLE NUMERIC VALUE BETWEEN 0 AND 1 OR A LIST OF SUCH VALUES")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+tempo <- fun_check(data = dot.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = line.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+if( ! is.null(x.lim)){
+tempo <- fun_check(data = x.lim, class = "vector", mode = "numeric", length = 2, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & any(x.lim %in% c(Inf, -Inf))){
+tempo.cat <- paste0("ERROR IN ", function.name, ": x.lim ARGUMENT CANNOT CONTAIN -Inf OR Inf VALUES")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(x.lab)){
+if(all(class(x.lab) %in% "expression")){ # to deal with math symbols
+tempo <- fun_check(data = x.lab, class = "expression", length = 1, fun.name = function.name) ; eval(ee)
+}else{
+tempo <- fun_check(data = x.lab, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+}
+tempo <- fun_check(data = x.log, options = c("no", "log2", "log10"), length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(x.tick.nb)){
+tempo <- fun_check(data = x.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & x.tick.nb < 0){
+tempo.cat <- paste0("ERROR IN ", function.name, ": x.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(x.inter.tick.nb)){
+tempo <- fun_check(data = x.inter.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & x.inter.tick.nb < 0){
+tempo.cat <- paste0("ERROR IN ", function.name, ": x.inter.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo <- fun_check(data = x.include.zero, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = x.left.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = x.right.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = x.text.angle, class = "vector", typeof = "integer", double.as.integer.allowed = TRUE, length = 1, neg.values = TRUE, fun.name = function.name) ; eval(ee)
+if( ! is.null(y.lim)){
+tempo <- fun_check(data = y.lim, class = "vector", mode = "numeric", length = 2, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & any(y.lim %in% c(Inf, -Inf))){
+tempo.cat <- paste0("ERROR IN ", function.name, ": y.lim ARGUMENT CANNOT CONTAIN -Inf OR Inf VALUES")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(y.lab)){
+if(all(class(y.lab) %in% "expression")){ # to deal with math symbols
+tempo <- fun_check(data = y.lab, class = "expression", length = 1, fun.name = function.name) ; eval(ee)
+}else{
+tempo <- fun_check(data = y.lab, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+}
+tempo <- fun_check(data = y.log, options = c("no", "log2", "log10"), length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(y.tick.nb)){
+tempo <- fun_check(data = y.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & y.tick.nb < 0){
+tempo.cat <- paste0("ERROR IN ", function.name, ": y.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+if( ! is.null(y.inter.tick.nb)){
+tempo <- fun_check(data = y.inter.tick.nb, class = "vector", typeof = "integer", length = 1, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE & y.inter.tick.nb < 0){
+tempo.cat <- paste0("ERROR IN ", function.name, ": y.inter.tick.nb ARGUMENT MUST BE A NON NULL POSITIVE INTEGER")
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+tempo <- fun_check(data = y.include.zero, class = "vector", mode = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y.top.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y.bottom.extra.margin, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = y.text.angle, class = "vector", typeof = "integer", double.as.integer.allowed = TRUE, length = 1, neg.values = TRUE, fun.name = function.name) ; eval(ee)
+# inactivated because x.lim and y.lim already log transformed
+# if(tempo$problem == FALSE & y.log == TRUE & xy.include.zero == TRUE){
+# warn.count <- warn.count + 1 ; tempo.warn <- paste0("(", warn.count,") BOTH y.log AND xy.include.zero ARGUMENTS SET TO TRUE -> xy.include.zero ARGUMENT RESET TO FALSE")
+# warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+# }
+tempo <- fun_check(data = text.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = title, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = title.text.size, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = legend.show, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(legend.width)){
+tempo <- fun_check(data = legend.width, prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = raster, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = raster.ratio, class = "vector", mode = "numeric", length = 1, neg.values = FALSE, fun.name = function.name) ; eval(ee)
+if( ! is.null(raster.threshold)){
+tempo <- fun_check(data = raster.threshold, class = "vector", typeof = "integer", neg.values = FALSE, double.as.integer.allowed = TRUE, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = article, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = grid, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = return, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = plot, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(add)){
+tempo <- fun_check(data = add, class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+tempo <- fun_check(data = warn.print, class = "logical", length = 1, fun.name = function.name) ; eval(ee)
+if( ! is.null(lib.path)){
+tempo <- fun_check(data = lib.path, class = "vector", mode = "character", fun.name = function.name) ; eval(ee)
+if(tempo$problem == FALSE){
+if( ! all(dir.exists(lib.path))){ # separation to avoid the problem of tempo$problem == FALSE and lib.path == NA
+tempo.cat <- paste0("ERROR IN ", function.name, ": DIRECTORY PATH INDICATED IN THE lib.path ARGUMENT DOES NOT EXISTS:\n", paste(lib.path, collapse = "\n"))
+text.check <- c(text.check, tempo.cat)
+arg.check <- c(arg.check, TRUE)
+}
+}
+}
+if(any(arg.check) == TRUE){
+stop(paste0("\n\n================\n\n", paste(text.check[arg.check], collapse = "\n"), "\n\n================\n\n"), call. = FALSE) #
+}
+# source("C:/Users/Gael/Documents/Git_versions_to_use/debugging_tools_for_r_dev-v1.2/r_debugging_tools-v1.2.R") ; eval(parse(text = str_basic_arg_check_dev)) ; eval(parse(text = str_arg_check_with_fun_check_dev)) # activate this line and use the function (with no arguments left as NULL) to check arguments status and if they have been checked using fun_check()
+# end primary argument checking
+
+
+
+
+
+
+
+
+# second round of checking and data preparation
+# check list lengths (and names of data1 compartments if non name present)
+warn <- NULL
+warn.count <- 0
+if(all(class(data1) == "list")){
+if(length(data1) > 6){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": data1 ARGUMENT MUST BE A LIST OF 6 DATA FRAMES MAXIMUM (6 OVERLAYS MAX)\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if(is.null(names(data1))){
+names(data1) <- paste0("L", 1:length(data1))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL NAME COMPARTMENT OF data1 LIST -> NAMES RESPECTIVELY ATTRIBUTED TO EACH COMPARTMENT:\n", paste(names(data1), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+if( ! is.null(x)){
+if( ! (all(class(x) == "list") & length(data1) == length(x))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": x ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}else{
+x <- vector("list", length(data1))
+}
+if( ! is.null(y)){
+if( ! (all(class(y) == "list") & length(data1) == length(y))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": y ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}else{
+y <- vector("list", length(data1))
+}
+if( ! is.null(categ)){
+if( ! (all(class(categ) == "list") & length(data1) == length(categ))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": categ ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+if( ! is.null(legend.name)){
+if( ! (all(class(legend.name) == "list") & length(data1) == length(legend.name))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": legend.name ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+if( ! is.null(color)){
+if( ! (all(class(color) == "list") & length(data1) == length(color))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": color ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+if( ! (all(class(geom) == "list") & length(data1) == length(geom))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": geom ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if( ! (all(class(alpha) == "list") & length(data1) == length(alpha))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": alpha ARGUMENT MUST BE A LIST OF SAME LENGTH AS data1 IF data1 IS A LIST\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+# end check list lengths (and names of data1 compartments if non name present)
+# conversion into lists
+if(all(is.data.frame(data1))){
+data1 <- list(L1 = data1)
+if(all(class(x) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": x ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+x <- list(L1 = x)
+}
+if(all(class(y) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": y ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+y <- list(L1 = y)
+}
+if( ! is.null(categ)){
+if(all(class(categ) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": categ ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+categ <- list(L1 = categ)
+}
+}
+if( ! is.null(legend.name)){
+if(all(class(legend.name) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": legend.name ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+legend.name <- list(L1 = legend.name)
+}
+}
+if( ! is.null(color)){
+if(all(class(color) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": color ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+color <- list(L1 = color)
+}
+}
+if(all(class(geom) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": geom ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+geom <- list(L1 = geom)
+}
+if(all(class(alpha) == "list")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": alpha ARGUMENT CANNOT BE A LIST IF data1 IS A DATA FRAME\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+alpha <- list(L1 = alpha)
+}
+}else if( ! all(sapply(data1, FUN = "class") == "data.frame")){ # if not a data frame, data1 can only be a list, as tested above
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": data1 ARGUMENT MUST BE A DATA FRAME OR A LIST OF DATA FRAMES\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# data, x, y, geom, alpha are list now
+# if non NULL, categ, legend.name, color are list now
+# end conversion into lists
+# legend name filling
+if(is.null(legend.name) & ! is.null(categ)){
+legend.name <- categ
+}else if(is.null(legend.name) & is.null(categ)){
+legend.name <- vector("list", length(data1)) # null list
+}
+# legend.name not NULL anymore (list)
+# end legend name filling
+# ini categ for legend display
+fin.lg.disp <- vector("list", 6) # will be used at the end to display or not legends
+fin.lg.disp[] <- FALSE
+legend.disp <- vector("list", length(data1))
+if(is.null(categ) | legend.show == FALSE){
+legend.disp[] <- FALSE
+}else{
+for(i2 in 1:length(data1)){
+if(is.null(categ[[i2]])){
+legend.disp[[i2]] <- FALSE
+}else{
+legend.disp[[i2]] <- TRUE
+}
+}
+}
+# end ini categ for legend display
+# integer colors into gg_palette
+tempo.check.color <- NULL
+for(i1 in 1:length(data1)){
+if(any(is.na(color[[i1]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ": color ARGUMENT CANNOT CONTAIN NA\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+tempo.check.color <- c(tempo.check.color, fun_check(data = color[[i1]], data.name = ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), class = "integer", double.as.integer.allowed = TRUE, na.contain = TRUE, fun.name = function.name, print = FALSE)$problem)
+}
+tempo.check.color <- ! tempo.check.color # invert TRUE and FALSE because if integer, then problem = FALSE
+if(any(tempo.check.color == TRUE)){ # convert integers into colors
+tempo.integer <- unlist(color[tempo.check.color])
+tempo.color <- fun_gg_palette(max(tempo.integer, na.rm = TRUE))
+for(i1 in 1:length(data1)){
+if(tempo.check.color[i1] == TRUE){
+color[[i1]] <-tempo.color[color[[i1]]]
+}
+}
+}
+# end integer colors into gg_palette
+
+
+# second round of argument checking
+compart.null.color <- 0 # will be used to attribute a color when color is non NULL but a compartment of color is NULL
+data1.ini <- data1 # to report NA removal
+removed.row.nb <- vector("list", length = length(data1)) # to report NA removal
+removed.rows <- vector("list", length = length(data1)) # to report NA removal
+for(i1 in 1:length(data1)){
+tempo <- fun_check(data = data1[[i1]], data.name = ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), class = "data.frame", na.contain = TRUE, fun.name = function.name) ; eval(ee)
+# reserved word checking
+if(any(names(data1[[i1]]) %in% reserved.words)){ # I do not use fun_name_change() because cannot control y before creating "fake_y". But ok because reserved are not that common
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": COLUMN NAMES OF ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " ARGUMENT CANNOT BE ONE OF THESE WORDS\n", paste(reserved.words, collapse = " "), "\nTHESE ARE RESERVED FOR THE ", function.name, " FUNCTION\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# end reserved word checking
+# check of geom now because required for y argument
+tempo <- fun_check(data = geom[[i1]], data.name = ifelse(length(geom) == 1, "geom", paste0("geom NUMBER ", i1)), options = c("geom_point", "geom_line", "geom_path", "geom_step", "geom_hline", "geom_vline"), length = 1, fun.name = function.name) ; eval(ee)
+# end check of geom now because required for y argument
+if(is.null(x[[i1]])){
+if(all(geom[[i1]] != "geom_hline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ": x ARGUMENT CANNOT BE NULL EXCEPT IF ", ifelse(length(geom) == 1, "x", paste0("geom NUMBER ", i1)), " ARGUMENT IS \"geom_hline\"\nHERE geom ARGUMENT IS: ", paste(geom[[i1]], collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+x[[i1]] <- "fake_x"
+data1[[i1]] <- cbind(data1[[i1]], fake_x = NA)
+data1[[i1]][, "fake_x"] <- as.numeric(data1[[i1]][, "fake_x"])
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL ", ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x")), " ARGUMENT ASSOCIATED TO ", ifelse(length(geom) == 1, "geom", paste0("geom NUMBER ", i1)), " ARGUMENT ", geom[[i1]], " -> FAKE COLUMN ADDED TO DATA FRAME ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", NAMED \"fake_x\" FOR FINAL DRAWING")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}else{
+if(all(geom[[i1]] == "geom_hline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ": x ARGUMENT MUST BE NULL IF ", ifelse(length(geom) == 1, "geom", paste0("geom NUMBER ", i1)), " ARGUMENT IS \"geom_hline\"\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+tempo <- fun_check(data = x[[i1]], data.name = ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x ARGUMENT")), class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+if(is.null(y[[i1]])){
+if(all(geom[[i1]] != "geom_vline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ": y ARGUMENT CANNOT BE NULL EXCEPT IF ", ifelse(length(geom) == 1, "y", paste0("geom NUMBER ", i1)), " ARGUMENT IS \"geom_vline\"\nHERE geom ARGUMENT IS: ", paste(geom[[i1]], collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+y[[i1]] <- "fake_y"
+data1[[i1]] <- cbind(data1[[i1]], fake_y = NA)
+data1[[i1]][, "fake_y"] <- as.numeric(data1[[i1]][, "fake_y"])
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL ", ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y")), " ARGUMENT ASSOCIATED TO ", ifelse(length(geom) == 1, "geom", paste0("geom NUMBER ", i1)), " ARGUMENT ", geom[[i1]], " -> FAKE COLUMN ADDED TO DATA FRAME ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", NAMED \"fake_y\" FOR FINAL DRAWING")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}else{
+if(all(geom[[i1]] == "geom_vline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ": y ARGUMENT MUST BE NULL IF ", ifelse(length(geom) == 1, "geom", paste0("geom NUMBER ", i1)), " ARGUMENT IS \"geom_vline\"\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+tempo <- fun_check(data = y[[i1]], data.name = ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y ARGUMENT")), class = "vector", mode = "character", length = 1, fun.name = function.name) ; eval(ee)
+}
+if( ! (x[[i1]] %in% names(data1[[i1]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x")), " ARGUMENT MUST BE A COLUMN NAME OF ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if( ! (y[[i1]] %in% names(data1[[i1]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y")), " ARGUMENT MUST BE A COLUMN NAME OF ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# na detection and removal (done now to be sure of the correct length of categ)
+if(x[[i1]] == "fake_x" & y[[i1]] == "fake_y"){ # because the code cannot accept to be both "fake_x" and "fake_y" at the same time
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 2\nTHE CODE CANNOT ACCEPT x AND y TO BE \"fake_x\" AND \"fake_y\" IN THE SAME DATA FRAME ", i1, " \n\n============\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if(any(is.na(data1[[i1]][, c(if(x[[i1]] == "fake_x"){NULL}else{x[[i1]]}, if(y[[i1]] == "fake_y"){NULL}else{y[[i1]]})]))){
+tempo.removed.row.nb <- unlist(lapply(lapply(c(data1[[i1]][c(if(x[[i1]] == "fake_x"){NULL}else{x[[i1]]}, if(y[[i1]] == "fake_y"){NULL}else{y[[i1]]})]), FUN = is.na), FUN = which))
+removed.row.nb[[i1]] <- c(removed.row.nb[[i1]], tempo.removed.row.nb)
+# report of removed rows will be performed at the very end
+data1[[i1]] <- data1[[i1]][-tempo.removed.row.nb, ]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NA DETECTED IN COLUMN ", if(x[[i1]] == "fake_x"){""}else{ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x ARGUMENT"))}, if(x[[i1]] != "fake_x" & y[[i1]] != "fake_y"){" AND "}, if(y[[i1]] == "fake_y"){""}else{ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y ARGUMENT"))}, " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ". CORRESPONDING ROWS HAVE BEEN REMOVED (SEE $removed.row.nb AND $removed.rows)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end na detection and removal (done now to be sure of the correct length of categ)
+tempo <- fun_check(data = data1[[i1]][, x[[i1]]], data.name = ifelse(length(x) == 1, "x OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF x ARGUMENT", " IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), class = "vector", mode = "numeric", na.contain = ifelse(x[[i1]] == "fake_x", TRUE, FALSE), fun.name = function.name) ; eval(ee)
+tempo <- fun_check(data = data1[[i1]][, y[[i1]]], data.name = ifelse(length(y) == 1, "y OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF y ARGUMENT", " IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), class = "vector", mode = "numeric", na.contain = ifelse(y[[i1]] == "fake_y", TRUE, FALSE), fun.name = function.name) ; eval(ee)
+if(( ! is.null(categ)) & ( ! is.null(categ[[i1]]))){ # if categ[[i1]] = NULL, fake_categ will be created later on
+tempo <- fun_check(data = categ[[i1]], data.name = ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")),, class = "vector", mode = "character", length = 1, fun.name = function.name)
+if( ! (categ[[i1]] %in% names(data1[[i1]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ")), " ARGUMENT MUST BE A COLUMN NAME OF ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# na detection and removal (done now to be sure of the correct length of categ)
+if(any(is.na(data1[[i1]][, categ[[i1]]]))){
+tempo.removed.row.nb <- unlist(lapply(lapply(c(data1[[i1]][categ[[i1]]]), FUN = is.na), FUN = which))
+removed.row.nb[[i1]] <- c(removed.row.nb[[i1]], tempo.removed.row.nb)
+# report of removed rows will be performed at the very end
+data1[[i1]] <- data1[[i1]][-tempo.removed.row.nb, ]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", THE CATEGORY COLUMN:\n", paste(categ[[i1]], collapse = " "), "\nCONTAINS NA")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end na detection and removal (done now to be sure of the correct length of categ)
+tempo1 <- fun_check(data = data1[[i1]][, categ[[i1]]], data.name = ifelse(length(categ) == 1, "categ OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF categ ARGUMENT IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), class = "vector", mode = "character", na.contain = FALSE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = data1[[i1]][, categ[[i1]]], data.name = ifelse(length(categ) == 1, "categ OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF categ ARGUMENT IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), class = "factor", na.contain = FALSE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(categ) == 1, "categ OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF categ ARGUMENT IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " MUST BE A FACTOR OR CHARACTER VECTOR\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if(tempo1$problem == FALSE){
+data1[[i1]][, categ[[i1]]] <- factor(data1[[i1]][, categ[[i1]]]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", THE CHARACTER COLUMN HAS BEEN CONVERTED TO FACTOR")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+
+}
+# OK: all the non NULL categ columns of data1 are factors from here
+if(geom[[i1]] == "geom_vline" | geom[[i1]] == "geom_hline"){
+if(length(unique(data1[[i1]][, categ[[i1]]])) != nrow(data1[[i1]])){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(geom) == 1, "geom OF data1 ARGUMENT", paste0("geom NUMBER ", i1, " OF DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " ARGUMENT IS ", geom[[i1]], ", MEANING THAT ", ifelse(length(categ) == 1, "categ OF data1 ARGUMENT", paste0("ELEMENT ", i1, " OF categ ARGUMENT IN DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " MUST HAVE A DIFFERENT CLASS PER LINE OF data1 (ONE x VALUE PER CLASS)\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}else if(( ! is.null(categ)) & is.null(categ[[i1]])){ # if categ[[i1]] = NULL, fake_categ will be created. BEWARE: is.null(categ[[i1]]) means no legend display (see above), because categ has not been precised. This also means a single color for data1[[i1]]
+if(length(color[[i1]]) > 1){ # 0 means is.null(color[[i1]]) and 1 is ok -> single color for data1[[i1]]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ")), " ARGUMENT BUT CORRESPONDING COLORS IN ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " HAS LENGTH OVER 1\n", paste(color[[i1]], collapse = " "), "\nWHICH IS NOT COMPATIBLE WITH NULL CATEG -> COLOR RESET TO A SINGLE COLOR")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+color[[i1]] <- NULL # will provide a single color below
+}
+categ[[i1]] <- "fake_categ"
+data1[[i1]] <- cbind(data1[[i1]], fake_categ = "")
+# inactivated because give a different color to different "Line_" categ while a single color for all the data1[[i1]] required. Thus, put back after the color management
+# if(geom[[i1]] == "geom_hline" | geom[[i1]] == "geom_vline"){
+# data1[[i1]][, "fake_categ"] <- paste0("Line_", 1:nrow(data1[[i1]]))
+# }else{
+data1[[i1]][, "fake_categ"] <- data1[[i1]][, "fake_categ"] # as.numeric("") create a vector of NA but class numeric
+# }
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ")), " ARGUMENT -> FOR DATA FRAME ", ifelse(length(data1) == 1, "data1 ARGUMENT:", paste0("NUMBER ", i1, " OF data1 ARGUMENT:")), "\n- FAKE \"fake_categ\" COLUMN ADDED FILLED WITH \"\"(OR WITH \"Line_...\" FOR LINES)\n- SINGLE COLOR USED FOR PLOTTING\n- NO LEGEND DISPLAYED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+if( ! is.null(legend.name[[i1]])){
+tempo <- fun_check(data = legend.name[[i1]], data.name = ifelse(length(legend.name) == 1, "legend.name", paste0("legend.name NUMBER ", i1)),, class = "vector", mode = "character", length = 1, fun.name = function.name)
+}
+if( ! is.null(color)){ # if color is NULL, will be filled later on
+# check the nature of color
+if(is.null(color[[i1]])){
+compart.null.color <- compart.null.color + 1
+color[[i1]] <- grey(compart.null.color / 8) # cannot be more than 7 overlays. Thus 7 different greys. 8/8 is excluded because white dots
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL COLOR IN ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", SINGLE COLOR ", paste(color[[i1]], collapse = " "), " HAS BEEN ATTRIBUTED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+tempo1 <- fun_check(data = color[[i1]], data.name = ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), class = "vector", mode = "character", na.contain = TRUE, fun.name = function.name, print = FALSE)
+tempo2 <- fun_check(data = color[[i1]], data.name = ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), class = "factor", na.contain = TRUE, fun.name = function.name, print = FALSE)
+if(tempo1$problem == TRUE & tempo2$problem == TRUE){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " MUST BE A FACTOR OR CHARACTER VECTOR OR INTEGER VECTOR\n\n================\n\n") # integer possible because dealt above
+stop(tempo.cat, call. = FALSE)
+}else if( ! (all(color[[i1]] %in% colors() | grepl(pattern = "^#", color[[i1]])))){ # check that all strings of low.color start by #
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST BE A HEXADECIMAL COLOR VECTOR STARTING BY # AND/OR COLOR NAMES GIVEN BY colors(): ", paste(unique(color[[i1]]), collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if(any(is.na(color[[i1]]))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", THE COLORS:\n", paste(unique(color[[i1]]), collapse = " "), "\nCONTAINS NA")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end check the nature of color
+# check the length of color
+if(is.null(categ) & length(color[[i1]]) != 1){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST BE A SINGLE COLOR IF categ IS NULL\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if( ! is.null(categ)){
+# No problem of NA management by ggplot2 because already removed
+if(categ[[i1]] == "fake_categ" & length(color[[i1]]) != 1){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST BE A SINGLE COLOR IF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IS NULL\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if(length(color[[i1]]) == length(unique(data1[[i1]][, categ[[i1]]]))){ # here length(color) is equal to the different number of categ
+data1[[i1]][, categ[[i1]]] <- factor(data1[[i1]][, categ[[i1]]]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", THE FOLLOWING COLORS:\n", paste(color[[i1]], collapse = " "), "\nHAVE BEEN ATTRIBUTED TO THESE CLASSES:\n", paste(levels(factor(data1[[i1]][, categ[[i1]]])), collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(length(color[[i1]]) == length(data1[[i1]][, categ[[i1]]])){# here length(color) is equal to nrow(data1[[i1]]) -> Modif to have length(color) equal to the different number of categ (length(color) == length(levels(data1[[i1]][, categ[[i1]]])))
+data1[[i1]] <- cbind(data1[[i1]], color = color[[i1]])
+tempo.check <- unique(data1[[i1]][ , c(categ[[i1]], "color")])
+if( ! (nrow(data1[[i1]]) == length(color[[i1]]) & nrow(tempo.check) == length(unique(data1[[i1]][ , categ[[i1]]])))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT HAS THE LENGTH OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " COLUMN VALUES\nBUT IS INCORRECTLY ASSOCIATED TO EACH CLASS OF THIS categ:\n", paste(unique(mapply(FUN = "paste", data1[[i1]][ ,categ[[i1]]], data1[[i1]][ ,"color"])), collapse = "\n"), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+data1[[i1]][, categ[[i1]]] <- factor(data1[[i1]][, categ[[i1]]]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+color[[i1]] <- unique(color[[i1]][order(data1[[i1]][, categ[[i1]]])]) # Modif to have length(color) equal to the different number of categ (length(color) == length(levels(data1[[i1]][, categ[[i1]]])))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count, ") FROM FUNCTION ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT HAS THE LENGTH OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " COLUMN VALUES\nCOLORS HAVE BEEN RESPECTIVELY ASSOCIATED TO EACH CLASS OF categ AS:\n", paste(levels(factor(data1[[i1]][, categ[[i1]]])), collapse = " "), "\n", paste(color[[i1]], collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}else if(length(color[[i1]]) == 1){
+data1[[i1]][, categ[[i1]]] <- factor(data1[[i1]][, categ[[i1]]]) # if already a factor, change nothing, if characters, levels according to alphabetical order
+color[[i1]] <- rep(color[[i1]], length(levels(data1[[i1]][, categ[[i1]]])))
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") IN ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), ", COLOR HAS LENGTH 1 MEANING THAT ALL THE DIFFERENT CLASSES OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), "\n", paste(levels(factor(data1[[i1]][, categ[[i1]]])), collapse = " "), "\nWILL HAVE THE SAME COLOR\n", paste(color[[i1]], collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else{
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST BE (1) LENGTH 1, OR (2) THE LENGTH OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), " COLUMN VALUES, OR (3) THE LENGTH OF THE CLASSES IN THIS COLUMN. HERE IT IS COLOR LENGTH ", length(color[[i1]]), " VERSUS CATEG LENGTH ", length(data1[[i1]][, categ[[i1]]]), " AND CATEG CLASS LENGTH ", length(unique(data1[[i1]][, categ[[i1]]])), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+if((geom[[i1]] == "geom_hline" | geom[[i1]] == "geom_vline") & ! is.null(categ[[i1]])){ # add here after the color management, to deal with the different lines to plot inside any data[[i1]]
+if(categ[[i1]] == "fake_categ"){
+data1[[i1]][, "fake_categ"] <- factor(paste0("Line_", formatC(1:nrow(data1[[i2]]), width = nchar(nrow(data1[[i2]])), flag = "0")))
+}
+}
+tempo <- fun_check(data = alpha[[i1]], data.name = ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), prop = TRUE, length = 1, fun.name = function.name) ; eval(ee)
+}
+if(length(data1) > 1){
+if(length(unique(unlist(x))) > 1){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE x ARGUMENT DOES NOT CONTAIN IDENTICAL COLUMN NAMES:\n", paste(unlist(x), collapse = " "), "\nX-AXIS OVERLAYING DIFFERENT VARIABLES?")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+if(length(data1) > 1){
+if(length(unique(unlist(y))) > 1){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE y ARGUMENT DOES NOT CONTAIN IDENTICAL COLUMN NAMES:\n", paste(unlist(y), collapse = " "), "\nY-AXIS OVERLAYING DIFFERENT VARIABLES?")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+if(sum(geom %in% "geom_point") > 3){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": geom ARGUMENT CANNOT HAVE MORE THAN THREE \"geom_point\" ELEMENTS\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if(length(geom) - sum(geom %in% "geom_point") > 3){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": geom ARGUMENT CANNOT HAVE MORE THAN THREE LINE ELEMENTS\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if(x.log != "no"){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") x.log ARGUMENT SET TO ", x.log, ".\nVALUES FROM THE x ARGUMENT COLUMN OF THE data1 DATA FRAME MUST BE ALREADY ", toupper(x.log), " TRANSFORMED, AS THE x.log ARGUMENT JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+if( ! is.null(x.lim)){
+if(any(x.lim <= 0)){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") x.lim ARGUMENT CAN SPAN ZERO OR NEGATIVE VALUES IF x.log ARGUMENT IS SET TO ", x.log, " BECAUSE THIS LATTER ARGUMENT DOES NOT TRANSFORM DATA, JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(any( ! is.finite(if(x.log == "log10"){10^x.lim}else{2^x.lim}))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": x.lim ARGUMENT RETURNS INF WITH THE x.log ARGUMENT SET TO ", x.log, "\nAS SCALE COMPUTATION IS ", ifelse(x.log == "log10", 10, 2), "^x.lim:\n", paste(ifelse(x.log == "log10", 10, 2)^x.lim, collapse = " "), "\nARE YOU SURE THAT x.lim ARGUMENT HAS BEEN SPECIFIED WITH VALUES ALREADY IN LOG SCALE?\n", paste(x.lim, collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+if(y.log != "no"){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") y.log ARGUMENT SET TO ", y.log, ".\nVALUES FROM THE y ARGUMENT COLUMN OF THE data1 DATA FRAME MUST BE ALREADY ", toupper(y.log), " TRANSFORMED, AS THE y.log ARGUMENT JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+if( ! is.null(y.lim)){
+if(any(y.lim <= 0)){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") y.lim ARGUMENT CAN SPAN ZERO OR NEGATIVE VALUES IF y.log ARGUMENT IS SET TO ", y.log, " BECAUSE THIS LATTER ARGUMENT DOES NOT TRANSFORM DATA, JUST MODIFIES THE AXIS SCALE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else if(any( ! is.finite(if(y.log == "log10"){10^y.lim}else{2^y.lim}))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": y.lim ARGUMENT RETURNS INF WITH THE y.log ARGUMENT SET TO ", y.log, "\nAS SCALE COMPUTATION IS ", ifelse(y.log == "log10", 10, 2), "^y.lim:\n", paste(ifelse(y.log == "log10", 10, 2)^y.lim, collapse = " "), "\nARE YOU SURE THAT y.lim ARGUMENT HAS BEEN SPECIFIED WITH VALUES ALREADY IN LOG SCALE?\n", paste(y.lim, collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+if( ! is.null(add)){
+if( ! grepl(pattern = "^\\+", add)){ # check that the add string start by +
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": add ARGUMENT MUST START WITH \"+\": ", paste(unique(add), collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if( ! grepl(pattern = "ggplot2::", add)){ #
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": add ARGUMENT MUST CONTAIN \"ggplot2::\" IN FRONT OF EACH GGPLOT2 FUNCTION: ", paste(unique(add), collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if( ! grepl(pattern = ")$", add)){ # check that the add string finished by )
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, ": add ARGUMENT MUST FINISH BY \")\": ", paste(unique(add), collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+# end second round of argument checking
+# end second round of checking and data preparation
+
+
+
+
+
+# package checking
+fun_pack(req.package = c("ggplot2", "gridExtra"), lib.path = lib.path)
+# packages Cairo and grid tested by fun_gg_point_rast()
+# end package checking
+
+
+
+
+# main code
+# axes management
+if(is.null(x.lim)){
+if(any(unlist(mapply(FUN = "[[", data1, x, SIMPLIFY = FALSE)) %in% c(Inf, -Inf))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE x COLUMN IN data1 CONTAINS -Inf OR Inf VALUES THAT WILL NOT BE CONSIDERED IN THE PLOT RANGE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+x.lim <- suppressWarnings(range(unlist(mapply(FUN = "[[", data1, x, SIMPLIFY = FALSE)), na.rm = TRUE, finite = TRUE)) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only. x.lim added here. If NULL, ok if x argument has values
+if(suppressWarnings(all(x.lim %in% c(Inf, -Inf)))){
+if(all(unlist(geom) == "geom_hline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " NOT POSSIBLE TO ONLY DRAW geom_hline KIND OF LINES IF x.lim ARGUMENT IS SET TO NULL, SINCE NO X-AXIS DEFINED (", ifelse(length(x) == 1, "x", paste0("ELEMENT ", i1, " OF x")), " ARGUMENT MUST BE NULL FOR THESE KIND OF LINES)\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " x.lim ARGUMENT MADE OF NA, -Inf OR Inf ONLY: ", paste(x.lim, collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+x.lim.order <- order(x.lim) # to deal with inverse axis
+# print(x.lim.order)
+x.lim <- sort(x.lim)
+x.lim[1] <- x.lim[1] - abs(x.lim[2] - x.lim[1]) * ifelse(diff(x.lim.order) > 0, x.right.extra.margin, x.left.extra.margin) # diff(x.lim.order) > 0 means not inversed axis
+x.lim[2] <- x.lim[2] + abs(x.lim[2] - x.lim[1]) * ifelse(diff(x.lim.order) > 0, x.left.extra.margin, x.right.extra.margin) # diff(x.lim.order) > 0 means not inversed axis
+if(x.include.zero == TRUE){ # no need to check x.log != "no" because done before
+x.lim <- range(c(x.lim, 0), na.rm = TRUE, finite = TRUE) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only
+}
+x.lim <- x.lim[x.lim.order]
+if(any(is.na(x.lim))){
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 3\n\n============\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+if(is.null(y.lim)){
+if(any(unlist(mapply(FUN = "[[", data1, y, SIMPLIFY = FALSE)) %in% c(Inf, -Inf))){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") THE y COLUMN IN data1 CONTAINS -Inf OR Inf VALUES THAT WILL NOT BE CONSIDERED IN THE PLOT RANGE")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+y.lim <- suppressWarnings(range(unlist(mapply(FUN = "[[", data1, y, SIMPLIFY = FALSE)), na.rm = TRUE, finite = TRUE)) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only. y.lim added here. If NULL, ok if y argument has values
+if(suppressWarnings(all(y.lim %in% c(Inf, -Inf)))){ # happen when y is only NULL
+if(all(unlist(geom) == "geom_vline")){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " NOT POSSIBLE TO ONLY DRAW geom_vline KIND OF LINES IF y.lim ARGUMENT IS SET TO NULL, SINCE NO Y-AXIS DEFINED (", ifelse(length(y) == 1, "y", paste0("ELEMENT ", i1, " OF y")), " ARGUMENT MUST BE NULL FOR THESE KIND OF LINES)\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else{
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " y.lim ARGUMENT MADE OF NA, -Inf OR Inf ONLY: ", paste(y.lim, collapse = " "), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+y.lim.order <- order(y.lim) # to deal with inverse axis
+y.lim <- sort(y.lim)
+y.lim[1] <- y.lim[1] - abs(y.lim[2] - y.lim[1]) * ifelse(diff(y.lim.order) > 0, y.bottom.extra.margin, y.top.extra.margin) # diff(y.lim.order) > 0 means not inversed axis
+y.lim[2] <- y.lim[2] + abs(y.lim[2] - y.lim[1]) * ifelse(diff(y.lim.order) > 0, y.top.extra.margin, y.bottom.extra.margin) # diff(y.lim.order) > 0 means not inversed axis
+if(y.include.zero == TRUE){ # no need to check y.log != "no" because done before
+y.lim <- range(c(y.lim, 0), na.rm = TRUE, finite = TRUE) # finite = TRUE removes all the -Inf and Inf except if only this. In that case, whatever the -Inf and/or Inf present, output -Inf;Inf range. Idem with NA only
+}
+y.lim <- y.lim[y.lim.order]
+if(any(is.na(y.lim))){
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 4\n\n============\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# end axes management
+
+
+
+
+# create a fake categ if NULL to deal with legend display
+if(is.null(categ)){
+categ <- vector("list", length(data1))
+categ[] <- "fake_categ"
+for(i2 in 1:length(data1)){
+data1[[i2]] <- cbind(data1[[i2]], fake_categ = "")
+if(geom[[i2]] == "geom_hline" | geom[[i2]] == "geom_vline"){
+data1[[i2]][, "fake_categ"] <- factor(paste0("Line_", 1:nrow(data1[[i2]])))
+}
+}
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL categ ARGUMENT -> FAKE \"fake_categ\" COLUMN ADDED TO EACH DATA FRAME OF data1, AND FILLED WITH \"\"")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end create a fake categ if NULL to deal with legend display
+
+
+
+
+# vector of color with length as in data1
+if(is.null(color)){
+color <- vector("list", length(data1))
+length.categ.list <- lapply(lapply(mapply(FUN = "[[", data1, categ, SIMPLIFY = FALSE), FUN = unique), FUN = function(x){length(x[ ! is.na(x)])})
+length.categ.list[sapply(categ, FUN = "==", "fake_categ")] <- 1 # when is.null(color), a single color for all the dots or lines of data[[i1]] that contain "fake_categ" category
+total.categ.length <- sum(unlist(length.categ.list), na.rm = TRUE)
+tempo.color <- fun_gg_palette(total.categ.length)
+tempo.count <- 0
+for(i3 in 1:length(data1)){
+color[[i3]] <- tempo.color[(1:length.categ.list[[i3]]) + tempo.count]
+tempo.count <- tempo.count + length.categ.list[[i3]]
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") NULL color ARGUMENT -> COLORS RESPECTIVELY ATTRIBUTED TO EACH CLASS OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i3, " OF categ ARGUMENT")), " (", categ[[i3]], ") IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i3, " OF data1 ARGUMENT")), ":\n", paste(color[[i3]], collapse = " "), "\n", paste(if(all(levels(data1[[i3]][, categ[[i3]]]) == "")){'\"\"'}else{levels(data1[[i3]][, categ[[i3]]])}, collapse = " "))
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+# end vector of color with length as in data1
+
+
+
+
+# last check
+for(i1 in 1:length(data1)){
+if(categ[[i1]] != "fake_categ" & length(color[[i1]]) != length(unique(data1[[i1]][, categ[[i1]]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " LAST CHECK: ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST HAVE THE LENGTH OF LEVELS OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), "\nHERE IT IS COLOR LENGTH ", length(color[[i1]]), " VERSUS CATEG LEVELS LENGTH ", length(unique(data1[[i1]][, categ[[i1]]])), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}else if(categ[[i1]] == "fake_categ" & length(color[[i1]]) != 1){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " LAST CHECK: ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST HAVE LENGTH 1 WHEN ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IS NULL\nHERE IT IS COLOR LENGTH ", length(color[[i1]]), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+# end last check
+
+
+
+
+
+# conversion of geom_hline and geom_vline
+for(i1 in 1:length(data1)){
+if(geom[[i1]] == "geom_hline" | geom[[i1]] == "geom_vline"){
+final.data.frame <- data.frame()
+for(i3 in 1:nrow(data1[[i1]])){
+tempo.data.frame <- rbind(data1[[i1]][i3, ], data1[[i1]][i3, ])
+if(geom[[i1]] == "geom_hline"){
+tempo.data.frame[, x[[i1]]] <- x.lim
+}else if(geom[[i1]] == "geom_vline"){
+tempo.data.frame[, y[[i1]]] <- y.lim
+}else{
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 5\n\n============\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+# 3 lines below inactivated because I put that above
+# if(is.null(categ[[i1]])){
+# data1[, "fake_categ"] <- paste0("Line_", i3)
+# }
+final.data.frame <- rbind(final.data.frame, tempo.data.frame)
+}
+data1[[i1]] <- final.data.frame
+geom[[i1]] <- "geom_line"
+if(length(color[[i1]]) == 1){
+color[[i1]] <- rep(color[[i1]], length(unique(data1[[i1]][ , categ[[i1]]])))
+}else if(length(color[[i1]]) != length(unique(data1[[i1]][ , categ[[i1]]]))){
+tempo.cat <- paste0("\n\n================\n\nERROR IN ", function.name, " geom_hline AND geom_vline CONVERSION TO FIT THE XLIM AND YLIM LIMITS OF THE DATA: ", ifelse(length(color) == 1, "color", paste0("color NUMBER ", i1)), " ARGUMENT MUST HAVE THE LENGTH OF LEVELS OF ", ifelse(length(categ) == 1, "categ", paste0("ELEMENT ", i1, " OF categ ARGUMENT")), " IN ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i1, " OF data1 ARGUMENT")), "\nHERE IT IS COLOR LENGTH ", length(color[[i1]]), " VERSUS CATEG LEVELS LENGTH ", length(unique(data1[[i1]][, categ[[i1]]])), "\n\n================\n\n")
+stop(tempo.cat, call. = FALSE)
+}
+}
+}
+# end conversion of geom_hline and geom_vline
+
+
+
+
+# kind of geom_point (vectorial or raster)
+scatter.kind <- vector("list", length = length(data1)) # list of same length as data1, that will be used to use either ggplot2::geom_point() (vectorial dot layer) or fun_gg_point_rast() (raster dot layer)
+fix.ratio <- FALSE
+if(is.null(raster.threshold)){
+if(raster == TRUE){
+scatter.kind[] <- "fun_gg_point_rast" # not important to fill everything: will be only used when geom == "geom_point"
+fix.ratio <- TRUE
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") RASTER PLOT GENERATED -> ASPECT RATIO OF THE PLOT REGION SET BY THE raster.ratio ARGUMENT (", fun_round(raster.ratio, 2), ") TO AVOID A BUG OF ELLIPSOID DOT DRAWING")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}else{
+scatter.kind[] <- "ggplot2::geom_point"
+}
+}else{
+for(i2 in 1:length(data1)){
+if(geom[[i2]] == "geom_point"){
+if(nrow(data1[[i2]]) <= raster.threshold){
+scatter.kind[[i2]] <- "ggplot2::geom_point"
+}else{
+scatter.kind[[i2]] <- "fun_gg_point_rast"
+fix.ratio <- TRUE
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") ", ifelse(length(data1) == 1, "data1 ARGUMENT", paste0("DATA FRAME NUMBER ", i2, " OF data1 ARGUMENT")), " LAYER AS RASTER (NOT VECTORIAL)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+}
+if(any(unlist(scatter.kind) == "fun_gg_point_rast")){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") RASTER PLOT GENERATED -> ASPECT RATIO OF THE PLOT REGION SET BY THE raster.ratio ARGUMENT (", fun_round(raster.ratio, 2), ") TO AVOID A BUG OF ELLIPSOID DOT DRAWING")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+# end kind of geom_point (vectorial or raster)
+
+
+
+
+# no need loop part
+coord.names <- NULL
+tempo.gg.name <- "gg.indiv.plot."
+tempo.gg.count <- 0
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::ggplot())
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::xlab(if(is.null(x.lab)){x[[1]]}else{x.lab}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::ylab(if(is.null(y.lab)){y[[1]]}else{y.lab}))
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::ggtitle(title))
+# text angle management
+x.tempo.just <- fun_gg_just(angle = x.text.angle, axis = "x")
+y.tempo.just <- fun_gg_just(angle = y.text.angle, axis = "y")
+# end text angle management
+add.check <- TRUE
+if( ! is.null(add)){ # if add is NULL, then = 0
+if(grepl(pattern = "ggplot2::theme", add) == TRUE){
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") \"ggplot2::theme\" STRING DETECTED IN THE add ARGUMENT -> INTERNAL GGPLOT2 THEME FUNCTIONS theme() AND theme_classic() HAVE BEEN INACTIVATED, TO BE USED BY THE USER.
+\nIT IS RECOMMENDED TO USE \"+ theme(aspect.ratio = raster.ratio)\" IF RASTER MODE IS ACTIVATED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+add.check <- FALSE
+}
+}
+if(add.check == TRUE & article == TRUE){
+# BEWARE: not possible to add several times theme(). NO message but the last one overwrites the others
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::theme_classic(base_size = text.size))
+if(grid == TRUE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+line = ggplot2::element_line(size = 0.5), 
+axis.line.y.left = ggplot2::element_line(colour = "black"), # draw lines for the y axis
+axis.line.x.bottom = ggplot2::element_line(colour = "black"), # draw lines for the x axis
+panel.grid.major.x = ggplot2::element_line(colour = "grey75"),
+panel.grid.major.y = ggplot2::element_line(colour = "grey75"),
+axis.text.x = ggplot2::element_text(angle = x.tempo.just$angle, hjust = x.tempo.just$hjust, vjust = x.tempo.just$vjust),
+axis.text.y = ggplot2::element_text(angle = y.tempo.just$angle, hjust = y.tempo.just$hjust, vjust = y.tempo.just$vjust), 
+aspect.ratio = if(fix.ratio == TRUE){raster.ratio}else{NULL} # for raster
+))
+}else{
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+line = ggplot2::element_line(size = 0.5), 
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+axis.line.y.left = ggplot2::element_line(colour = "black"), 
+axis.line.x.bottom = ggplot2::element_line(colour = "black"), 
+axis.text.x = ggplot2::element_text(angle = x.tempo.just$angle, hjust = x.tempo.just$hjust, vjust = x.tempo.just$vjust),
+axis.text.y = ggplot2::element_text(angle = y.tempo.just$angle, hjust = y.tempo.just$hjust, vjust = y.tempo.just$vjust), 
+aspect.ratio = if(fix.ratio == TRUE){raster.ratio}else{NULL} # for raster
+))
+}
+}else if(add.check == TRUE & article == FALSE){
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), m.gg <- ggplot2::theme(
+text = ggplot2::element_text(size = text.size), 
+plot.title = ggplot2::element_text(size = title.text.size), # stronger than text
+line = ggplot2::element_line(size = 0.5), 
+legend.key = ggplot2::element_rect(color = "white", size = 1.5), # size of the frame of the legend
+panel.background = ggplot2::element_rect(fill = "grey95"), 
+axis.line.y.left = ggplot2::element_line(colour = "black"), 
+axis.line.x.bottom = ggplot2::element_line(colour = "black"), 
+panel.grid.major.x = ggplot2::element_line(colour = "grey75"), 
+panel.grid.major.y = ggplot2::element_line(colour = "grey75"), 
+panel.grid.minor.x = ggplot2::element_blank(), 
+panel.grid.minor.y = ggplot2::element_blank(), 
+strip.background = ggplot2::element_rect(fill = "white", colour = "black"), 
+axis.text.x = ggplot2::element_text(angle = x.tempo.just$angle, hjust = x.tempo.just$hjust, vjust = x.tempo.just$vjust),
+axis.text.y = ggplot2::element_text(angle = y.tempo.just$angle, hjust = y.tempo.just$hjust, vjust = y.tempo.just$vjust), 
+aspect.ratio = if(fix.ratio == TRUE){raster.ratio}else{NULL} # for raster
+# do not work -> legend.position = "none" # to remove the legend completely: https://www.datanovia.com/en/blog/how-to-remove-legend-from-a-ggplot/
+))
+}
+# end no need loop part
+
+
+
+# loop part
+point.count <- 0
+line.count <- 0
+lg.order <- vector(mode = "list", length = 6) # order of the legend
+lg.order <- lapply(lg.order, as.numeric) # order of the legend
+lg.color <- vector(mode = "list", length = 6) # color of the legend
+lg.alpha <- vector(mode = "list", length = 6) # order of the legend
+lg.alpha <- lapply(lg.alpha, as.numeric) # alpha of the legend
+for(i1 in 1:length(data1)){
+if(geom[[i1]] == "geom_point"){
+point.count <- point.count + 1
+if(point.count == 1){
+fin.lg.disp[[1]] <- legend.disp[[point.count + line.count]]
+lg.order[[1]] <- point.count + line.count
+lg.color[[1]] <- color[[i1]]
+lg.alpha[[1]] <- alpha[[i1]]
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = scatter.kind[[i1]]))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], fill = categ[[i1]]), size = dot.size, color = color[[i1]][i5], alpha = alpha[[i1]])) # beware: a single color allowed for color argument  outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_fill_manual(name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = as.character(color[[i1]]), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], linetype = 0)))) # values are the values of fill. order determines the order in the legend
+}
+if(point.count == 2){
+fin.lg.disp[[2]] <- legend.disp[[point.count + line.count]]
+lg.order[[2]] <- point.count + line.count
+lg.color[[2]] <- color[[i1]]
+lg.alpha[[2]] <- alpha[[i1]]
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = scatter.kind[[i1]]))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], shape = categ[[i1]]), size = dot.size, color = color[[i1]][i5], alpha = alpha[[i1]])) # beware: a single color allowed for color argument  outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_shape_manual(name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = rep(19, length(color[[i1]])), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], linetype = 0)))) # values are the values of shape
+}
+if(point.count == 3){
+fin.lg.disp[[3]] <- legend.disp[[point.count + line.count]]
+lg.order[[3]] <- point.count + line.count
+lg.color[[3]] <- color[[i1]]
+lg.alpha[[3]] <- alpha[[i1]]
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = scatter.kind[[i1]]))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], stroke = categ[[i1]]), size = dot.size, color = color[[i1]][i5], alpha = alpha[[i1]])) # beware: a single color allowed for color argument  outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "stroke", name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = rep(0.5, length(color[[i1]])), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], linetype = 0)))) # values are the values of stroke
+}
+}else{
+line.count <- line.count + 1
+if(line.count == 1){
+fin.lg.disp[[4]] <- legend.disp[[point.count + line.count]]
+lg.order[[4]] <- point.count + line.count
+lg.color[[4]] <- color[[i1]]
+if(plot == TRUE & fin.lg.disp[[4]] == TRUE & ((length(dev.list()) > 0 & names(dev.cur()) == "windows") | (length(dev.list()) == 0 & Sys.info()["sysname"] == "Windows"))){ # if any Graph device already open and this device is "windows", or if no Graph device opened yet and we are on windows system -> prevention of alpha legend bug on windows using value 1
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") GRAPHIC DEVICE USED ON A WINDOWS SYSTEM ->\nTRANSPARENCY OF THE LINES IS INACTIVATED IN THE LEGEND TO PREVENT A WINDOWS DEPENDENT BUG (SEE https://github.com/tidyverse/ggplot2/issues/2452)\nTO OVERCOME THIS ON WINDOWS, USE ANOTHER DEVICE (pdf() FOR INSTANCE)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+lg.alpha[[4]] <- 1 # to avoid a bug on windows: if alpha argument is different from 1 for lines (transparency), then lines are not correctly displayed in the legend when using the R GUI (bug https://github.com/tidyverse/ggplot2/issues/2452). No bug when using a pdf
+}else{
+lg.alpha[[4]] <- alpha[[i1]]
+}
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste("ggplot2::", geom[[i1]], sep ="")))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], linetype = categ[[i1]]), color = color[[i1]][i5], size = line.size, lineend = "round", alpha = alpha[[i1]])) # beware: a single color allowed for color argument  outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "linetype", name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = rep(1, length(color[[i1]])), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], shape = NA)))) # values are the values of linetype. 1 means solid. Regarding the alpha bug, I have tried different things without success: alpha in guide alone, in geom alone, in both, with different values 
+}
+if(line.count == 2){
+fin.lg.disp[[5]] <- legend.disp[[point.count + line.count]]
+lg.order[[5]] <- point.count + line.count
+lg.color[[5]] <- color[[i1]]
+if(plot == TRUE & fin.lg.disp[[5]] == TRUE & ((length(dev.list()) > 0 & names(dev.cur()) == "windows") | (length(dev.list()) == 0 & Sys.info()["sysname"] == "Windows"))){ # if any Graph device already open and this device is "windows", or if no Graph device opened yet and we are on windows system -> prevention of alpha legend bug on windows using value 1
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") GRAPHIC DEVICE USED ON A WINDOWS SYSTEM ->\nTRANSPARENCY OF THE LINES IS INACTIVATED IN THE LEGEND TO PREVENT A WINDOWS DEPENDENT BUG (SEE https://github.com/tidyverse/ggplot2/issues/2452)\nTO OVERCOME THIS ON WINDOWS, USE ANOTHER DEVICE (pdf() FOR INSTANCE)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+lg.alpha[[5]] <- 1 # to avoid a bug on windows: if alpha argument is different from 1 for lines (transparency), then lines are not correctly displayed in the legend when using the R GUI (bug https://github.com/tidyverse/ggplot2/issues/2452). No bug when using a pdf
+}else{
+lg.alpha[[5]] <- alpha[[i1]]
+}
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste("ggplot2::", geom[[i1]], sep ="")))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], alpha = categ[[i1]]), color = color[[i1]][i5], size = line.size, lineend = "round")) # beware: a single color allowed for color argument outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "alpha", name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = rep(alpha[[i1]], length(color[[i1]])), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], shape = NA)))) # values are the values of linetype. 1 means solid. Regarding the alpha bug, I have tried different things without success: alpha in guide alone, in geom alone, in both, with different values 
+}
+if(line.count == 3){
+fin.lg.disp[[6]] <- legend.disp[[point.count + line.count]]
+lg.order[[6]] <- point.count + line.count
+lg.color[[6]] <- color[[i1]]
+if(plot == TRUE & fin.lg.disp[[6]] == TRUE & ((length(dev.list()) > 0 & names(dev.cur()) == "windows") | (length(dev.list()) == 0 & Sys.info()["sysname"] == "Windows"))){ # if any Graph device already open and this device is "windows", or if no Graph device opened yet and we are on windows system -> prevention of alpha legend bug on windows using value 1
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") GRAPHIC DEVICE USED ON A WINDOWS SYSTEM ->\nTRANSPARENCY OF THE LINES IS INACTIVATED IN THE LEGEND TO PREVENT A WINDOWS DEPENDENT BUG (SEE https://github.com/tidyverse/ggplot2/issues/2452)\nTO OVERCOME THIS ON WINDOWS, USE ANOTHER DEVICE (pdf() FOR INSTANCE)")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+lg.alpha[[6]] <- 1 # to avoid a bug on windows: if alpha argument is different from 1 for lines (transparency), then lines are not correctly displayed in the legend when using the R GUI (bug https://github.com/tidyverse/ggplot2/issues/2452). No bug when using a pdf
+}else{
+lg.alpha[[6]] <- alpha[[i1]]
+}
+class.categ <- levels(factor(data1[[i1]][, categ[[i1]]]))
+for(i5 in 1:length(color[[i1]])){ # or length(class.categ). It is the same because already checked that lengths are the same
+tempo.data.frame <- data1[[i1]][data1[[i1]][, categ[[i1]]] == class.categ[i5], ]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = paste("ggplot2::", geom[[i1]], sep ="")))(data = tempo.data.frame, mapping = ggplot2::aes_string(x = x[[i1]], y = y[[i1]], size = categ[[i1]]), color = color[[i1]][i5], alpha = alpha[[i1]], lineend = "round")) # beware: a single color allowed for color argument  outside aesthetic, hence the loop # legend.show option do not remove the legend, only the aesthetic of the legend (dot, line, etc.)
+coord.names <- c(coord.names, paste0(geom[[i1]], ".", class.categ[i5]))
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_discrete_manual(aesthetics = "size", name = if(is.null(legend.name)){NULL}else{legend.name[[i1]]}, values = rep(line.size, length(color[[i1]])), guide = ggplot2::guide_legend(override.aes = list(colour = color[[i1]], shape = NA)))) # values are the values of linetype. 1 means solid. Regarding the alpha bug, I have tried different things without success: alpha in guide alone, in geom alone, in both, with different values 
+}
+}
+}
+# end loop part
+
+
+
+
+# legend display
+tempo.legend.final <- 'ggplot2::guides(fill = if(fin.lg.disp[[1]] == TRUE){ggplot2::guide_legend(order = lg.order[[1]], override.aes = list(alpha = lg.alpha[[1]], color = lg.color[[1]]))}else{FALSE}, shape = if(fin.lg.disp[[2]] == TRUE){ggplot2::guide_legend(order = lg.order[[2]], override.aes = list(alpha = lg.alpha[[2]], color = lg.color[[2]]))}else{FALSE}, stroke = if(fin.lg.disp[[3]] == TRUE){ggplot2::guide_legend(order = lg.order[[3]], override.aes = list(alpha = lg.alpha[[2]], color = lg.color[[3]]))}else{FALSE}, linetype = if(fin.lg.disp[[4]] == TRUE){ggplot2::guide_legend(order = lg.order[[4]], override.aes = list(alpha = lg.alpha[[4]], color = lg.color[[4]]))}else{FALSE}, alpha = if(fin.lg.disp[[5]] == TRUE){ggplot2::guide_legend(order = lg.order[[5]], override.aes = list(alpha = lg.alpha[[5]], color = lg.color[[5]]))}else{FALSE}, size = if(fin.lg.disp[[6]] == TRUE){ggplot2::guide_legend(order = lg.order[[6]], override.aes = list(alpha = lg.alpha[[6]], color = lg.color[[6]]))}else{FALSE})' # clip = "off" to have secondary ticks outside plot region does not work
+if( ! is.null(legend.width)){
+if(any(unlist(legend.disp))){ # means some TRUE
+tempo.graph.info <- ggplot2::ggplot_build(eval(parse(text = paste0(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "), ' + ', tempo.legend.final)))) # will be recovered later again, when ylim will be considered
+legend.final <- fun_gg_get_legend(ggplot_built = tempo.graph.info, fun.name = function.name) # get legend
+fin.lg.disp[] <- FALSE # remove all the legends because now in legend.final
+if(is.null(legend.final)){ # even if any(unlist(legend.disp)) id TRUE
+legend.final <- fun_gg_empty_graph() # empty graph instead of legend
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") LEGEND REQUESTED (NON NULL categ ARGUMENT OR legend.show ARGUMENT SET TO TRUE)\nBUT IT SEEMS THAT THE PLOT HAS NO LEGEND -> EMPTY LEGEND SPACE CREATED BECAUSE OF THE NON NULL legend.width ARGUMENT\n")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}else{ # means all FALSE
+legend.final <- fun_gg_empty_graph() # empty graph instead of legend
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") LEGEND REQUESTED (NON NULL categ ARGUMENT OR legend.show ARGUMENT SET TO TRUE)\nBUT IT SEEMS THAT THE PLOT HAS NO LEGEND -> EMPTY LEGEND SPACE CREATED BECAUSE OF THE NON NULL legend.width ARGUMENT\n")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+}
+if( ! any(unlist(legend.disp))){
+fin.lg.disp[] <- FALSE # remove all the legends
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), eval(parse(text = tempo.legend.final)))
+# end legend display
+
+
+
+
+
+# scale management
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::coord_cartesian(xlim = x.lim, ylim = y.lim)) # clip = "off" to have secondary ticks outside plot region does not work
+tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))$layout$panel_params[[1]]
+# x-axis secondary ticks (after ggplot2::coord_cartesian() or ggplot2::coord_flip())
+# tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))$layout$panel_params[[1]]
+x.second.tick.values <- NULL
+x.tempo.tick.pos <- NULL
+if(x.log != "no"){
+tempo <- fun_inter_ticks(lim = x.lim, log = x.log)
+x.second.tick.values <- tempo$values
+x.tempo.tick.pos <- tempo$coordinates
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", x = x.tempo.tick.pos, xend = x.tempo.tick.pos, y = tempo.coord$y.range[1], yend = tempo.coord$y.range[1] + diff(tempo.coord$y.range) / 80))
+coord.names <- c(coord.names, "x.second.tick.positions")
+}else if(( ! is.null(x.inter.tick.nb)) & x.log == "no"){
+if(x.inter.tick.nb > 0){
+x.ticks.pos <- if(is.null(attributes(tempo.coord$x$breaks))){tempo.coord$x$breaks}else{unlist(attributes(tempo.coord$x$breaks))} # layout$panel_params[[1]]$x$breaks can be characters (labels of the axis). In that case, it has attributes that corresponds to positions # code before ggplot2 3.3.0: suppressWarnings(as.numeric(tempo.coord$x.labels)) # too difficult to predict the behavior of tempo.coord$x.major_source depending on x.lim neg or not, inv or not
+x.ticks.pos <- x.ticks.pos[ ! is.na(x.ticks.pos)]
+if(length(x.ticks.pos) == 0){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, ": CODE INCONSISTENCY 12\n\n============\n\n")
+stop(tempo.cat)
+}
+tick.dist <- mean(diff(x.ticks.pos), na.rm = TRUE)
+minor.tick.dist <- tick.dist / (x.inter.tick.nb + 1)
+x.tempo.tick.pos <- seq(x.ticks.pos[1] - tick.dist, x.ticks.pos[length(x.ticks.pos)] + tick.dist, by = minor.tick.dist)
+x.tempo.tick.pos <- x.tempo.tick.pos[x.tempo.tick.pos >= min(x.lim) & x.tempo.tick.pos <= max(x.lim)]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", x = x.tempo.tick.pos, xend = x.tempo.tick.pos, y = tempo.coord$y.range[1], yend = tempo.coord$y.range[1] + diff(tempo.coord$y.range) / 80))
+x.second.tick.values <- x.tempo.tick.pos
+coord.names <- c(coord.names, "x.second.tick.positions")
+}
+}
+# end x-axis secondary ticks (after ggplot2::coord_cartesian() or ggplot2::coord_flip())
+# x-axis ticks and inv
+if(is.null(x.tick.nb) & x.log != "no"){ # integer main ticks for log2 and log10
+tempo.scale <- (as.integer(min(x.lim, na.rm = TRUE)) - 1):(as.integer(max(x.lim, na.rm = TRUE)) + 1)
+}else{
+tempo <- if(is.null(attributes(tempo.coord$x$breaks))){tempo.coord$x$breaks}else{unlist(attributes(tempo.coord$x$breaks))}
+tempo.scale <- fun_scale(lim = x.lim, n = ifelse(is.null(x.tick.nb), length(tempo[ ! is.na(tempo)]), x.tick.nb)) # in ggplot 3.3.0, tempo.coord$x.major_source replaced by tempo.coord$x$breaks
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_x_continuous(
+breaks = tempo.scale, 
+minor_breaks = x.tempo.tick.pos, # add the grid of the minor ticks
+labels = if(x.log == "log10"){
+scales::trans_format("identity",  scales::math_format(10^.x))
+}else if(x.log == "log2"){
+scales::trans_format("identity",  scales::math_format(2^.x))
+}else if(x.log == "no"){
+ggplot2::waiver()
+}else{
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 6\n\n============\n\n") ; stop(tempo.cat, call. = FALSE)
+}, 
+expand = c(0, 0), # remove space after after axis limits
+limits = NA, # indicate that limits must correspond to data limits
+trans = ifelse(diff(x.lim) < 0, "reverse", "identity") # equivalent to ggplot2::scale_x_reverse()
+))
+# end x-axis ticks and inv
+# y-axis secondary ticks (after ggplot2::coord_cartesian() or ggplot2::coord_flip())
+# tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))$layout$panel_params[[1]]
+y.second.tick.values <- NULL
+y.tempo.tick.pos <- NULL
+if(y.log != "no"){
+tempo <- fun_inter_ticks(lim = y.lim, log = y.log)
+y.second.tick.values <- tempo$values
+y.tempo.tick.pos <- tempo$coordinates
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", y = y.tempo.tick.pos, yend = y.tempo.tick.pos, x = tempo.coord$x.range[1], xend = tempo.coord$x.range[1] + diff(tempo.coord$x.range) / 80))
+coord.names <- c(coord.names, "y.second.tick.positions")
+}else if(( ! is.null(y.inter.tick.nb)) & y.log == "no"){
+if(y.inter.tick.nb > 0){
+ticks.pos <- if(is.null(attributes(tempo.coord$y$breaks))){tempo.coord$y$breaks}else{unlist(attributes(tempo.coord$y$breaks))} # layout$panel_params[[1]]$y$breaks can be characters (labels of the axis). In that case, it has attributes that corresponds to positions # code before ggplot2 3.3.0: suppressWarnings(as.numeric(tempo.coord$y.labels)) # too difficult to predict the behavior of tempo.coord$x.major_source depending on y.lim neg or not, inv or not
+ticks.pos <- ticks.pos[ ! is.na(ticks.pos)]
+if(length(ticks.pos) == 0){
+tempo.cat <- paste0("\n\n============\n\nINTERNAL CODE ERROR IN ", function.name, ": CODE INCONSISTENCY 12\n\n============\n\n")
+stop(tempo.cat)
+}
+tick.dist <- mean(diff(ticks.pos), na.rm = TRUE)
+minor.tick.dist <- tick.dist / (y.inter.tick.nb + 1)
+y.tempo.tick.pos <- seq(ticks.pos[1] - tick.dist, ticks.pos[length(ticks.pos)] + tick.dist, by = minor.tick.dist)
+y.tempo.tick.pos <- y.tempo.tick.pos[y.tempo.tick.pos >= min(y.lim) & y.tempo.tick.pos <= max(y.lim)]
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::annotate(geom = "segment", y = y.tempo.tick.pos, yend = y.tempo.tick.pos, x = tempo.coord$x.range[1], xend = tempo.coord$x.range[1] + diff(tempo.coord$x.range) / 80))
+y.second.tick.values <- y.tempo.tick.pos
+coord.names <- c(coord.names, "y.second.tick.positions")
+}
+}
+# end y-axis secondary ticks (after ggplot2::coord_cartesian() or ggplot2::coord_flip())
+# y-axis ticks and inv
+# tempo.coord <- ggplot2::ggplot_build(eval(parse(text = paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "))))$layout$panel_params[[1]]
+if(is.null(y.tick.nb) & y.log != "no"){ # integer main ticks for log2 and log10
+tempo.scale <- (as.integer(min(y.lim, na.rm = TRUE)) - 1):(as.integer(max(y.lim, na.rm = TRUE)) + 1)
+}else{
+tempo <- if(is.null(attributes(tempo.coord$y$breaks))){tempo.coord$y$breaks}else{unlist(attributes(tempo.coord$y$breaks))}
+tempo.scale <- fun_scale(lim = y.lim, n = ifelse(is.null(y.tick.nb), length(tempo[ ! is.na(tempo)]), y.tick.nb)) # in ggplot 3.3.0, tempo.coord$y.major_source replaced by tempo.coord$y$breaks
+}
+assign(paste0(tempo.gg.name, tempo.gg.count <- tempo.gg.count + 1), ggplot2::scale_y_continuous(
+breaks = tempo.scale, 
+minor_breaks = y.tempo.tick.pos, # add the grid of the minor ticks
+labels = if(y.log == "log10"){
+scales::trans_format("identity",  scales::math_format(10^.x))
+}else if(y.log == "log2"){
+scales::trans_format("identity",  scales::math_format(2^.x))
+}else if(y.log == "no"){
+ggplot2::waiver()
+}else{
+tempo.cat <- paste0("\n\n============\n\nERROR IN ", function.name, ": CODE INCONSISTENCY 7\n\n============\n\n") ; stop(tempo.cat, call. = FALSE)
+}, 
+expand = c(0, 0), # remove space after after axis limits
+limits = NA, # indicate that limits must correspond to data limits
+trans = ifelse(diff(y.lim) < 0, "reverse", "identity") # equivalent to ggplot2::scale_y_reverse()
+))
+# end y-axis ticks and inv
+# end scale management
+
+
+
+
+# drawing
+fin.plot <- eval(parse(text = paste(paste(paste0(tempo.gg.name, 1:tempo.gg.count), collapse = " + "),if(is.null(add)){NULL}else{add})))
+if(plot == TRUE){
+if( ! is.null(legend.width)){ # any(unlist(legend.disp)) == TRUE removed to have empty legend space # not & any(unlist(fin.lg.disp)) == TRUE here because converted to FALSE
+suppressMessages(suppressWarnings(gridExtra::grid.arrange(fin.plot, legend.final, ncol=2, widths=c(1, legend.width))))
+}else{
+suppressMessages(suppressWarnings(print(fin.plot)))
+}
+}else{
+warn.count <- warn.count + 1
+tempo.warn <- paste0("(", warn.count,") PLOT NOT SHOWN AS REQUESTED")
+warn <- paste0(ifelse(is.null(warn), tempo.warn, paste0(warn, "\n\n", tempo.warn)))
+}
+# end drawing
+
+
+
+# outputs
+if(warn.print == TRUE & ! is.null(warn)){
+warning(paste0("FROM ", function.name, " FUNCTION:\n\n", warn), call. = FALSE) # to recover the warning messages, use return = TRUE
+}
+if(return == TRUE){
+output <- ggplot2::ggplot_build(fin.plot)
+# output$data <- output$data[-1] # yes for boxplot but not for scatter # remove the first data because corresponds to the initial empty boxplot
+if(length(output$data) != length(coord.names)){
+tempo.cat <- paste0("\n\n================\n\nINTERNAL CODE ERROR IN ", function.name, ": length(output$data) AND length(coord.names) MUST BE IDENTICAL. CODE HAS TO BE MODIFIED\n\n================\n\n")
+stop(tempo.cat)
+}else{
+names(output$data) <- coord.names
+}
+if(is.null(unlist(removed.row.nb))){
+removed.row.nb <- NULL
+removed.rows <- NULL
+}else{
+for(i3 in 1:length(data1)){
+if( ! is.null(removed.row.nb[[i3]])){
+removed.row.nb[[i3]] <- sort(removed.row.nb[[i3]])
+removed.rows[[i3]] <- data1.ini[[i3]][removed.row.nb[[i3]], ]
+}
+}
+}
+tempo <- output$layout$panel_params[[1]]
+output <- list(
+data = data1, 
+removed.row.nb = removed.row.nb, 
+removed.rows = removed.rows, 
+plot = c(output$data, x.second.tick.values = list(x.second.tick.values), y.second.tick.values = list(y.second.tick.values)), 
+axes = list(
+x.range = tempo$x.range, 
+x.labels = if(is.null(attributes(tempo$x$breaks))){tempo$x$breaks}else{tempo$x$scale$get_labels()}, # is.null(attributes(tempo$x$breaks)) test if it is number (TRUE) or character (FALSE)
+x.positions = if(is.null(attributes(tempo$x$breaks))){tempo$x$breaks}else{unlist(attributes(tempo$x$breaks))}, 
+y.range = tempo$y.range, 
+y.labels = if(is.null(attributes(tempo$y$breaks))){tempo$y$breaks}else{tempo$y$scale$get_labels()}, 
+y.positions = if(is.null(attributes(tempo$y$breaks))){tempo$y$breaks}else{unlist(attributes(tempo$y$breaks))}
+), 
+warn = paste0("\n", warn, "\n\n")
+)
+return(output)
+}
+# end outputs
+# end main code
+}
+
+
+
+
+
+
diff --git a/cute_little_R_functions.docx b/cute_little_R_functions.docx
index 197e9eb26e4455acc00d0792f36510ab93bb3059..d5b6d0778dc1e883175b97a9bd467448040b6f6d 100644
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diff --git a/scatter.docx b/scatter.docx
index cadd4380e8281b9afc279e3932034f4ebde81422..6c122ae8f20f52021f76a24e9d7e65b7eef7f800 100644
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