--- title: "Example 12: Combined Figure" output: rmarkdown::html_vignette vignette: > %\VignetteIndexEntry{Example 12: Combined Figure} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} --- ```{r setup, include = FALSE} knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ``` There are a few packages in R that can combine multiple figures into a single image. This image can then be embedded into a report to create a combined figure. Here is an example using the **patchwork** package. ## Program Note the following about this example: * The **[patchwork](https://CRAN.R-project.org/package=patchwork)** package creates combined plots. * The **[reporter](https://reporter.r-sassy.org)** package can embed patchwork images into any output type that accepts images. ```{r eval=FALSE, echo=TRUE} library(sassy) library(ggplot2) library(patchwork) # Prepare Log ------------------------------------------------------------- options("logr.autolog" = TRUE, "logr.notes" = FALSE) # Get path to temp directory tmp <- tempdir() # Get sample data directory dir <- system.file("extdata", package = "sassy") # Open log lgpth <- log_open(file.path(tmp, "example12.log")) # Load and Prepare Data --------------------------------------------------- sep("Prepare Data") put("Define data library") libname(sdtm, dir, "csv") put("Prepare format") agefmt <- value(condition(x >= 18 & x <= 24, "18 to 24"), condition(x >= 25 & x <= 44, "25 to 44"), condition(x >= 45 & x <= 64, "45 to 64"), condition(x >= 65, ">= 65")) put("Prepare data") datastep(sdtm$DM, keep = v(USUBJID, SEX, AGE, ARM, AGECAT), where = expression(ARM != "SCREEN FAILURE"), { AGECAT = fapply(AGE, agefmt) }) -> dm_mod put("Convert agecat to factor it will sort correctly") dm_mod$AGECAT <- factor(dm_mod$AGECAT, levels = levels(agefmt)) put("Split by ARM") dm_sub <- split(dm_mod, factor(dm_mod$ARM)) # Create Plots ------------------------------------------------------------ sep("Create Plots") put("Create plot for ARM A") plt1 <- ggplot(dm_sub$`ARM A`, aes(x = AGECAT, fill = SEX)) + geom_bar(position = "dodge") + labs(x = "Age Groups", y = "Number of Subjects (n)", title = "Placebo") put("Create plot for ARM B") plt2 <- ggplot(dm_sub$`ARM B`, aes(x = AGECAT, fill = SEX)) + geom_bar(position = "dodge") + labs(x = "Age Groups", y = "Number of Subjects (n)", title = "Drug 50mg") put("Create plot for ARM C") plt3 <- ggplot(dm_sub$`ARM C`, aes(x = AGECAT, fill = SEX)) + geom_bar(position = "dodge") + labs(x = "Age Groups", y = "Number of Subjects (n)", title = "Drug 100mg") put("Create plot for ARM D") plt4 <- ggplot(dm_sub$`ARM D`, aes(x = AGECAT, fill = SEX)) + geom_bar(position = "dodge") + labs(x = "Age Groups", y = "Number of Subjects (n)", title = "Competitor") put("Combine 4 plots into 1 using patchwork") plts <- (plt1 | plt2) / (plt3 | plt4) # Report ------------------------------------------------------------------ sep("Create and print report") pth <- file.path(tmp, "output/example12.rtf") plt <- create_plot(plts, 4.5, 7) |> titles("Figure 3.2", "Distribution of Subjects by Treatment Group", font_size = 11, bold = TRUE) rpt <- create_report(pth, output_type = "RTF", font = "Arial") |> set_margins(top = 1, bottom = 1) |> page_header("Sponsor: Company", "Study: ABC") |> add_content(plt) |> footnotes("Program: DM_Figure.R") |> page_footer(paste0("Date Produced: ", fapply(Sys.time(), "%d%b%y %H:%M")), right = "Page [pg] of [tpg]") # Write report to file res <- write_report(rpt) # Clean Up ---------------------------------------------------------------- # Close log log_close() # Uncomment to view files # file.show(pth) # file.show(lgpth) ``` ## Output Here is an image of the RTF report produced by the above example: ## Log Here is the log produced by the above combined plot example: ``` ========================================================================= Log Path: C:/Users/dbosa/AppData/Local/Temp/RtmpkNnsUE/log/example12.log Program Path: C:/packages/Testing/procs/ProcsCombinedFigure.R Working Directory: C:/packages/Testing/procs User Name: dbosa R Version: 4.3.1 (2023-06-16 ucrt) Machine: SOCRATES x86-64 Operating System: Windows 10 x64 build 22621 Base Packages: stats graphics grDevices utils datasets methods base Other Packages: tidylog_1.0.2 ggplot2_3.4.2 patchwork_1.1.3 procs_1.0.3 reporter_1.4.1 libr_1.2.8 fmtr_1.5.9 logr_1.3.4 common_1.0.8 sassy_1.1.0 Log Start Time: 2023-09-06 21:06:40.53712 ========================================================================= ========================================================================= Prepare Data ========================================================================= Define data library # library 'sdtm': 7 items - attributes: csv not loaded - path: C:/Users/dbosa/AppData/Local/R/win-library/4.3/sassy/extdata - items: Name Extension Rows Cols Size LastModified 1 AE csv 150 27 88.5 Kb 2023-08-07 17:51:40 2 DM csv 87 24 45.5 Kb 2023-08-07 17:51:40 3 DS csv 174 9 34.1 Kb 2023-08-07 17:51:40 4 EX csv 84 11 26.4 Kb 2023-08-07 17:51:40 5 IE csv 2 14 13.4 Kb 2023-08-07 17:51:40 6 SV csv 685 10 70.3 Kb 2023-08-07 17:51:40 7 VS csv 3358 17 467.4 Kb 2023-08-07 17:51:40 Load data into workspace lib_load: library 'sdtm' loaded Prepare format # A user-defined format: 4 conditions Name Type Expression Label Order 1 obj U x >= 18 & x <= 24 18 to 24 NA 2 obj U x >= 25 & x <= 44 25 to 44 NA 3 obj U x >= 45 & x <= 64 45 to 64 NA 4 obj U x >= 65 >= 65 NA Prepare data datastep: columns decreased from 24 to 5 # A tibble: 85 × 5 USUBJID SEX AGE ARM AGECAT 1 ABC-01-049 M 39 ARM D 25 to 44 2 ABC-01-050 M 47 ARM B 45 to 64 3 ABC-01-051 M 34 ARM A 25 to 44 4 ABC-01-052 F 45 ARM C 45 to 64 5 ABC-01-053 F 26 ARM B 25 to 44 6 ABC-01-054 M 44 ARM D 25 to 44 7 ABC-01-055 F 47 ARM C 45 to 64 8 ABC-01-056 M 31 ARM A 25 to 44 9 ABC-01-113 M 74 ARM D >= 65 10 ABC-01-114 F 72 ARM B >= 65 # ℹ 75 more rows # ℹ Use `print(n = ...)` to see more rows Convert agecat to factor it will sort correctly Split by ARM ========================================================================= Create Plots ========================================================================= Create plot for ARM A Create plot for ARM B Create plot for ARM C Create plot for ARM D Combine 4 plots into 1 using patchwork ========================================================================= Create and print report ========================================================================= # A report specification: 1 pages - file_path: 'C:\Users\dbosa\AppData\Local\Temp\RtmpkNnsUE/output/example12.rtf' - output_type: RTF - units: inches - orientation: landscape - margins: top 1 bottom 1 left 1 right 1 - line size/count: 9/36 - page_header: left=Sponsor: Company right=Study: ABC - footnote 1: 'Program: DM_Figure.R' - page_footer: left=Date Produced: 06Sep23 21:06 center= right=Page [pg] of [tpg] - content: # A plot specification: - height: 4.5 - width: 7 - title 1: 'Figure 3.2' - title 2: 'Distribution of Subjects by Treatment Group' lib_sync: synchronized data in library 'sdtm' lib_unload: library 'sdtm' unloaded ========================================================================= Log End Time: 2023-09-06 21:06:43.938549 Log Elapsed Time: 0 00:00:03 ========================================================================= ``` Next: [Example 13: Mean Change From Baseline](sassy-chgbase.html)