The goal of reportifyr is to assist with semi-automatic report creation, providing a streamlined process for saving tables, figures, and footnotes from analysis scripts and incorporating them into Microsoft Word documents for report generation. reportifyr is a wrapper around the officer R package and python-docx python library, allowing users to easily manipulate Microsoft Word documents in R for polished and consistent reports.
Installation
You can install the development version of reportifyr like so:
pak::pkg_install("a2-ai/reportifyr")Initializing appropriate folder structures
Before starting any reporting effort, it is important to initialize all reporting directories within the project directory you are working in. Please note that for development, the directory structure and names have been hard-coded. We realize this is sub-optimal and are working on allowing user-defined report/ and OUTPUTS/ structure!
initialize_report_project(project_dir = here::here())Steps at the analysis level
To take advantage of more advanced features of the reportifyr package (such as automatic abbreviation creation and footnote placing) you need to capture some metadata during the analysis.
The reportifyr package contains some helpful functions for easily capturing metadata. These functions should be used in actual analysis scripts. The metadata .json files are saved along side the object files (figures or tables) and will be referenced when building reports.
# Path to the analysis figures
figures_path <- "OUTPUTS/figures"
# We can grab some standard meta types to ease footnote insertion
meta_types = get_meta_types(project_dir = here::here())
# ------------------------------------------------------------------------------
# Construct a simple ggplot
# ------------------------------------------------------------------------------
library(ggplot2)
g <- ggplot(data = Theoph, aes(x=Time, y = conc, group = Subject)) +
geom_point() +
geom_line() +
theme_bw()
# Save a .png using the helper function
out_name <- "01-12345-pk-timecourse.png"
ggsave_with_metadata(
filename = file.path(figures_path, out_name),
width = 9.4,
height = 6.72,
meta_type = meta_type$conc-time-trajectories
)
# Or save with `ggplot2::ggsave` and immediately after run the `write_object_metadata` function
out_name <- "01-12345-pk-timecourse2.png"
ggplot2::ggsave(
filename = file.path(figures.path, out_name),
plot = g,
width = 9.4,
height = 6.72)
write_object_metadata(
file.path(figures.path, out_name),
meta_type = meta_type$conc-time-trajectories)
# Path to the analysis tables
tables_path <- "OUTPUTS/tables"
# ------------------------------------------------------------------------------
# Construct a simple table
# ------------------------------------------------------------------------------
# Let's save a .csv using the helper function
out_name <- "01-12345-pk-theoph.csv"
write_csv_with_metadata(
object = Theoph,
file = file.path(tables.path, out_name),
row.names = F
)
# Or save with `write.csv` and immediately after run the `write_object_metadata` function
write.csv(x = Theoph, file = file.path(tables.path, out_name), row.names = F)
write_object_metadata(object = file.path(tables.path, out_name))Report creation
This is a basic example which shows you how to render a Microsoft Word document with figures, tables, and footnotes.
# ------------------------------------------------------------------------------
# A minimal example
# ------------------------------------------------------------------------------
# Load all dependencies.
# ------------------------------------------------------------------------------
library(reportifyr)
initialize_report_project(project_dir = here::here())
docx_in <- file.path(here::here(), "report", "shell", "template.docx")
doc_dirs <- make_doc_dirs(docx_in = docx_in)
figures_path <- file.path(here::here(), "OUTPUTS", "figures")
tables_path <- file.path(here::here(), "OUTPUTS", "tables")
footnotes <- file.path(here::here(), "report", "standard_footnotes.yaml")
# ---------------------------------------------------------------------------
# Step 1.
# Table addition, running `add_tables` will format and insert tables into the doc.
# ---------------------------------------------------------------------------
add_tables(
docx_in = doc_dirs$doc_clean,
docx_out = doc_dirs$doc_tables,
tables_path = tables_path
)
# ---------------------------------------------------------------------------
# Step 2.
# Next we place in the plots using the `add_plots` function.
# ---------------------------------------------------------------------------
add_plots(
docx_in = doc_dirs$doc_tables,
docx_out = doc_dirs$doc_tabs_figs,
figures_path = figures_path
)
# ---------------------------------------------------------------------------
# Step 3.
# Now we can add the footnotes to all the inserted figures and tables using `add_footnotes`.
# ---------------------------------------------------------------------------
add_footnotes(
docx_in = doc_dirs$doc_tabs_figs,
docx_out = doc_dirs$doc_draft,
figures_path = figures_path,
tables_path = tables_path,
footnotes = footnotes
)
# ---------------------------------------------------------------------------
# Step 4.
# Clean the output for final document creation using `finalize_document`.
# This will remove the ties between reportifyr and the document so be careful!
# ---------------------------------------------------------------------------
finalize_document(
docx_in = doc_dirs$doc_draft,
docx_out = doc_dirs$doc_final
)reportifyr also offers a wrapper to complete all above steps with one function call:
library(reportifyr)
initialize_report_project(project_dir = here::here())
figures_path <- file.path(here::here(), "OUTPUTS", "figures")
tables_path <- file.path(here::here(), "OUTPUTS", "tables")
footnotes <- file.path(here::here(), "report", "standard_footnotes.yaml")
docx_in <- file.path(here::here(), "report", "shell", "template.docx")
docx_out <- file.path(here::here(), "report", "draft", "draft.docx")
build_report(docx_in = docx_in,
docx_out = docx_out,
figures_path = figures_path,
tables_path = tables_path,
standard_footnotes_yaml = footnotes)
# If you're satisfied with the report and want to remove the magic strings, you'll
# need to run `finalize_document`
finalize_document(docx_in = docx_out,
docx_out = "report/final/final.docx")