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^neuromat\.Rproj$ | ||
^\.Rproj\.user$ | ||
^LICENSE\.md$ | ||
^README\.Rmd$ | ||
^\.github$ | ||
^_pkgdown\.yml$ | ||
^docs$ | ||
^pkgdown$ | ||
^man-roxygen$ |
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*.html |
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# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples | ||
# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help | ||
on: | ||
push: | ||
branches: [main, master] | ||
pull_request: | ||
branches: [main, master] | ||
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name: R-CMD-check | ||
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jobs: | ||
R-CMD-check: | ||
runs-on: ${{ matrix.config.os }} | ||
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name: ${{ matrix.config.os }} (${{ matrix.config.r }}) | ||
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strategy: | ||
fail-fast: false | ||
matrix: | ||
config: | ||
- {os: macos-latest, r: 'release'} | ||
- {os: windows-latest, r: 'release'} | ||
- {os: ubuntu-latest, r: 'devel', http-user-agent: 'release'} | ||
- {os: ubuntu-latest, r: 'release'} | ||
- {os: ubuntu-latest, r: 'oldrel-1'} | ||
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env: | ||
GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} | ||
R_KEEP_PKG_SOURCE: yes | ||
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steps: | ||
- uses: actions/checkout@v4 | ||
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- uses: r-lib/actions/setup-pandoc@v2 | ||
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- uses: r-lib/actions/setup-r@v2 | ||
with: | ||
r-version: ${{ matrix.config.r }} | ||
http-user-agent: ${{ matrix.config.http-user-agent }} | ||
use-public-rspm: true | ||
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- uses: r-lib/actions/setup-r-dependencies@v2 | ||
with: | ||
extra-packages: any::rcmdcheck | ||
needs: check | ||
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- uses: r-lib/actions/check-r-package@v2 | ||
with: | ||
upload-snapshots: true |
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# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples | ||
# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help | ||
on: | ||
push: | ||
branches: [main, master] | ||
pull_request: | ||
branches: [main, master] | ||
release: | ||
types: [published] | ||
workflow_dispatch: | ||
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name: pkgdown | ||
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jobs: | ||
pkgdown: | ||
runs-on: ubuntu-latest | ||
# Only restrict concurrency for non-PR jobs | ||
concurrency: | ||
group: pkgdown-${{ github.event_name != 'pull_request' || github.run_id }} | ||
env: | ||
GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} | ||
permissions: | ||
contents: write | ||
steps: | ||
- uses: actions/checkout@v4 | ||
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- uses: r-lib/actions/setup-pandoc@v2 | ||
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- uses: r-lib/actions/setup-r@v2 | ||
with: | ||
use-public-rspm: true | ||
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- uses: r-lib/actions/setup-r-dependencies@v2 | ||
with: | ||
extra-packages: any::pkgdown, local::. | ||
needs: website | ||
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- name: Build site | ||
run: pkgdown::build_site_github_pages(new_process = FALSE, install = FALSE) | ||
shell: Rscript {0} | ||
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- name: Deploy to GitHub pages 🚀 | ||
if: github.event_name != 'pull_request' | ||
uses: JamesIves/github-pages-deploy-action@v4.5.0 | ||
with: | ||
clean: false | ||
branch: gh-pages | ||
folder: docs |
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.Rproj.user | ||
docs | ||
inst/doc |
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Package: neuromat | ||
Title: Create Model Matrices for Neuroimaging Analyses | ||
Version: 0.0.0.9000 | ||
Authors@R: | ||
person( | ||
given = "Athanasia Mo", | ||
family = "Mowinckel", | ||
email = "a.m.mowinckel@psykologi.uio.no", | ||
role = c("aut", "cre"), | ||
comment = c(ORCID = "0000-0002-5756-0223")) | ||
Description: Neuroimaging software often requires the specification | ||
of model matrices to run analyses. These can be difficult to | ||
correctly. This package helps neuroscientists to create such | ||
This includes creating qdec-files for Freesurfer Linear Mixes | ||
Effects models. | ||
License: MIT + file LICENSE | ||
Encoding: UTF-8 | ||
Roxygen: list(markdown = TRUE) | ||
RoxygenNote: 7.2.3 | ||
Imports: | ||
grDevices, | ||
methods, | ||
stats, | ||
utils | ||
URL: https://github.com/capro-uio/neuromat, http://www.capro.dev/neuromat/ | ||
BugReports: https://github.com/capro-uio/neuromat/issues | ||
Suggests: | ||
knitr, | ||
rmarkdown | ||
VignetteBuilder: knitr |
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YEAR: 2024 | ||
COPYRIGHT HOLDER: freesurfer.lme authors |
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# MIT License | ||
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Copyright (c) 2024 freesurfer.lme authors | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Generated by roxygen2: do not edit by hand | ||
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S3method(plot,qdec) | ||
export(make_fs_qdec) | ||
export(qdec) | ||
export(scale_vec) | ||
importFrom(grDevices,hcl.colors) | ||
importFrom(methods,is) | ||
importFrom(stats,heatmap) | ||
importFrom(stats,model.matrix) | ||
importFrom(utils,write.csv) |
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#' Create a Freesurfer qdec | ||
#' | ||
#' Create a Freesurfer qdec from a model formula, | ||
#' utilising R's robust model formula syntax. The function | ||
#' also scales continuous variables, and can keep the original | ||
#' data in the output. | ||
#' | ||
#' @details | ||
#' The \code{\link{formula}} should in all likelihood also | ||
#' include the \code{-1} to remove the intercept, as this | ||
#' will provide a matrix where all levels of factor variables | ||
#' have their own binary column. This is necessary to follow | ||
#' the steps from the Freesurfer documentation. | ||
#' | ||
#' It is highly recommended to have the base-id's for Freesurfer | ||
#' in their own column, and request to have this remain | ||
#' in the qdec by using the id-column's name in the | ||
#' \code{keep} argument. | ||
#' | ||
#' @param data data.frame, list or environment | ||
#' containing the data. Neither matrix nor an array | ||
#' will be accepted. | ||
#' @template formula | ||
#' @param path an option file path to write qdec to csv | ||
#' @param keep logical or vector of column names, | ||
#' to keep the original data in the output. | ||
#' Default is \code{FALSE}. | ||
#' | ||
#' @return data.frame with model matrix and | ||
#' scaled continuous variables. | ||
#' @export | ||
#' @importFrom stats model.matrix | ||
#' @importFrom utils write.csv | ||
#' @importFrom methods is | ||
#' | ||
#' @examples | ||
#' cars <- mtcars | ||
#' cars$cyl <- as.factor(cars$cyl) | ||
#' cars$gear <- as.factor(cars$gear) | ||
#' | ||
#' make_fs_qdec(cars, mpg ~ cyl + hp) | ||
#' | ||
#' # Remove the intercept, necessary to follow | ||
#' # steps from Freesurfer docs | ||
#' make_fs_qdec(cars, mpg ~ -1 + cyl + hp) | ||
#' make_fs_qdec(cars, mpg ~ -1 + cyl + hp + gear) | ||
#' | ||
#' # Keep the original data also in the output | ||
#' make_fs_qdec(cars, mpg ~ -1 + cyl + hp, keep = TRUE) | ||
#' | ||
#' # Keep the original data of specific columns | ||
#' # Use a character vector | ||
#' make_fs_qdec(cars, mpg ~ -1 + cyl + hp, keep = c("mpg", "gear")) | ||
#' | ||
make_fs_qdec <- function(data, | ||
formula, | ||
path = NULL, | ||
keep = FALSE) { | ||
if(all( | ||
is(keep, "character") & | ||
keep == "" | ||
)){ | ||
stop("`keep` cannot be ''. Use TRUE/FALSE or the names of columns.", call. = FALSE) | ||
} | ||
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qdec <- qdec(data, formula) | ||
vars <- attr(qdec, "vars") | ||
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if(is(keep, "character")){ | ||
vars <- keep | ||
} | ||
data <- data[ , vars, drop = FALSE] | ||
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add_orig <- suppressWarnings( | ||
any(keep, is.character(keep)) | ||
) | ||
if(add_orig){ | ||
qdec <- cbind(qdec, data) | ||
} | ||
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# write to path if requested | ||
if(!is.null(path)){ | ||
write.csv(qdec, path, row.names = FALSE) | ||
} | ||
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qdec | ||
} | ||
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#' Freesurfer qdec constructor | ||
#' | ||
#' Creates a qdec matrix from a model formula. | ||
#' | ||
#' @param data input data.frame | ||
#' @template formula | ||
#' | ||
#' @return qdec with model matrix | ||
#' @export | ||
#' | ||
#' @examples | ||
#' cars <- mtcars | ||
#' cars$cyl <- as.factor(cars$cyl) | ||
#' | ||
#' qdec <- qdec(cars, mpg ~ cyl + hp) | ||
qdec <- function(data, formula){ | ||
# extract variable names from formula | ||
vars <- all.vars(formula) | ||
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# create model matrix | ||
mm <- model.matrix(formula, data) | ||
mm <- as.data.frame(mm) | ||
mm <- mm[, !names(mm) %in% names(data)] | ||
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# scale continuous variables | ||
dataz <- scale_num_data(data, vars) | ||
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# combine model matrix and scaled data | ||
qdec <- cbind(mm, dataz) | ||
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structure( | ||
qdec, | ||
class = c("qdec", "tbl", "data.frame"), | ||
formula = formula, | ||
vars = vars | ||
) | ||
} | ||
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#' Plot qdec matrix | ||
#' | ||
#' Visualise a Freesurfer qdec matrix as returned | ||
#' byt the \code{\link{make_fs_qdec}} function. | ||
#' | ||
#' @param x a qdec object | ||
#' @param col a vector of colors to be used in the heatmap. | ||
#' @param ... arguments to be passed to \code{\link{heatmap}}. | ||
#' \code{scale}, \code{Rowv}, \code{Colv} already have | ||
#' custom values that may not be overwritten for the sake | ||
#' of a better visualisation. | ||
#' | ||
#' @return a heatmap of the qdec matrix | ||
#' @export | ||
#' @importFrom grDevices hcl.colors | ||
#' @importFrom stats heatmap | ||
#' @examples | ||
#' cars <- mtcars | ||
#' cars$cyl <- as.factor(cars$cyl) | ||
#' | ||
#' qdec <- make_fs_qdec(cars, mpg ~ -1 + cyl + hp) | ||
#' plot(qdec) | ||
plot.qdec <- function(x, | ||
col = hcl.colors(12, "viridis"), | ||
...) { | ||
if(!inherits(x, "qdec")){ | ||
stop("Input `x` must be a qdec object", call. = FALSE) | ||
} | ||
x <- x[, !names(x) %in% attr(x, "vars")] | ||
x <- as.matrix(x) | ||
x <- x[dim(x)[1]:1, ] | ||
heatmap(x, scale = "none", | ||
Rowv = NA, Colv = NA, | ||
col = col, | ||
...) | ||
} |
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#' Scale a numeric vector | ||
#' | ||
#' @param x numeric vector to scale | ||
#' @param ... additional arguments to be passed to \code{\link{scale}} | ||
#' | ||
#' @return scaled vector | ||
#' @export | ||
#' @keywords internal | ||
#' @examples | ||
#' scale_vec(1:20) | ||
scale_vec <- function(x, ...) { | ||
# Error if x has more than one dimension | ||
if(!is.null(dim(x))){ | ||
stop("Input `x` must be a vector", call. = FALSE) | ||
} | ||
as.numeric(scale(x, ...)) | ||
} | ||
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scale_num_data <- function(data, formula){ | ||
# scale continuous variables | ||
cl <- sapply(data, class) | ||
dataz <- data[,which(cl %in% "numeric")] | ||
dataz <- apply(dataz, 2, scale_vec) | ||
dataz <- as.data.frame(dataz, check.names = FALSE) | ||
names(dataz) <- paste0(names(dataz), "z") | ||
dataz | ||
} |
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