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@@ -2,3 +2,6 @@ | |
^\.Rproj\.user$ | ||
^\.travis\.yml$ | ||
^docs$ | ||
^LICENSE\.md$ | ||
^README\.Rmd$ | ||
^\.github$ |
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*.html |
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# For help debugging build failures open an issue on the RStudio community with the 'github-actions' tag. | ||
# https://community.rstudio.com/new-topic?category=Package%20development&tags=github-actions | ||
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: windows-latest, r: 'release'} | ||
- {os: macOS-latest, r: 'release'} | ||
- {os: ubuntu-20.04, r: 'release', rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"} | ||
- {os: ubuntu-20.04, r: 'devel', rspm: "https://packagemanager.rstudio.com/cran/__linux__/focal/latest"} | ||
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env: | ||
R_REMOTES_NO_ERRORS_FROM_WARNINGS: true | ||
RSPM: ${{ matrix.config.rspm }} | ||
GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} | ||
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steps: | ||
- uses: actions/checkout@v2 | ||
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- uses: r-lib/actions/setup-r@v1 | ||
with: | ||
r-version: ${{ matrix.config.r }} | ||
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- uses: r-lib/actions/setup-pandoc@v1 | ||
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- name: Query dependencies | ||
run: | | ||
install.packages('remotes') | ||
saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2) | ||
writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version") | ||
shell: Rscript {0} | ||
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- name: Cache R packages | ||
if: runner.os != 'Windows' | ||
uses: actions/cache@v2 | ||
with: | ||
path: ${{ env.R_LIBS_USER }} | ||
key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }} | ||
restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1- | ||
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- name: Install system dependencies | ||
if: runner.os == 'Linux' | ||
run: | | ||
while read -r cmd | ||
do | ||
eval sudo $cmd | ||
done < <(Rscript -e 'writeLines(remotes::system_requirements("ubuntu", "20.04"))') | ||
- name: Install dependencies | ||
run: | | ||
remotes::install_deps(dependencies = TRUE) | ||
remotes::install_cran("rcmdcheck") | ||
shell: Rscript {0} | ||
|
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- name: Check | ||
env: | ||
_R_CHECK_CRAN_INCOMING_REMOTE_: false | ||
run: | | ||
options(crayon.enabled = TRUE) | ||
rcmdcheck::rcmdcheck(args = c("--no-manual", "--as-cran"), error_on = "warning", check_dir = "check") | ||
shell: Rscript {0} | ||
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- name: Upload check results | ||
if: failure() | ||
uses: actions/upload-artifact@main | ||
with: | ||
name: ${{ runner.os }}-r${{ matrix.config.r }}-results | ||
path: check |
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@@ -1,12 +1,12 @@ | ||
Package: metaSDT | ||
Type: Package | ||
Title: Calculate Type 1 and Type 2 Signal Detection Measures | ||
Date: 2018-05-04 | ||
Date: 2021-02-10 | ||
Version: 0.5.0 | ||
Authors@R: c( | ||
person("Matt", "Craddock", email = "[email protected]", role = "cre")) | ||
Description: Type 1 and Type 2 signal detection measures for simple 2AFC tasks. | ||
License: What license is it under? | ||
License: MIT + file LICENSE | ||
Encoding: UTF-8 | ||
LazyData: true | ||
Imports: | ||
|
@@ -17,4 +17,6 @@ Imports: | |
purrr | ||
Suggests: | ||
testthat | ||
RoxygenNote: 6.0.1 | ||
RoxygenNote: 7.1.1 | ||
URL: https://github.com/craddm/metaSDT | ||
BugReports: https://github.com/craddm/metaSDT/issues |
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YEAR: 2021 | ||
COPYRIGHT HOLDER: metaSDT authors |
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# MIT License | ||
|
||
Copyright (c) 2021 metaSDT 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: | ||
|
||
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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|
@@ -56,7 +56,11 @@ type_1_sdt <- function(df, stimulus = NULL, response = NULL, | |
d_prime <- (1 / s) * qnorm(s1_HR) - qnorm(s1_FA) | ||
c_raw <- (-1 / (1 + s)) * (qnorm(s1_HR) + qnorm(s1_FA)) | ||
c_prime <- c_raw / d_prime | ||
data.frame(d_prime, c_raw, c_prime, s1_HR, s1_FA) | ||
data.frame(d_prime, | ||
c_raw, | ||
c_prime, | ||
s1_HR, | ||
s1_FA) | ||
} | ||
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#' Type 1 SDT for rating data | ||
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@@ -107,14 +111,16 @@ type_1_sdt <- function(df, stimulus = NULL, response = NULL, | |
#' The output is a data frame with various Type-1 measures, one for each | ||
#' criterion. | ||
#' | ||
#' @param nR_S1 Responses to S1 stimulus. See below for advice. | ||
#' @param nR_S2 Responses to S2 stimulus. See below for advice. | ||
#' @param nr_s1 Responses to S1 stimulus. See below for advice. | ||
#' @param nr_s2 Responses to S2 stimulus. See below for advice. | ||
#' @param add_constant Adds a small constant to every cell to account for | ||
#' boundaries - i.e. log-linear correction. Default = TRUE. | ||
#' @author Matt Craddock \email{[email protected]} | ||
#' @author Matt Craddock \email{matt@@mattcraddock.com} | ||
#' @export | ||
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rating_sdt <- function (nr_s1, nr_s2, add_constant = FALSE) { | ||
rating_sdt <- function(nr_s1, | ||
nr_s2, | ||
add_constant = FALSE) { | ||
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if (add_constant) { | ||
nr_s1 <- nr_s1 + (1 / length(nr_s1)) | ||
|
@@ -175,16 +181,16 @@ rating_sdt <- function (nr_s1, nr_s2, add_constant = FALSE) { | |
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sdt_counts <- function(df, stimulus = NULL, response = NULL, | ||
split_resp = TRUE) { | ||
stim_col <- enquo(stimulus) | ||
resp_col <- enquo(response) | ||
stim_col <- rlang::enquo(stimulus) | ||
resp_col <- rlang::enquo(response) | ||
df <- dplyr::group_by(df, !!stim_col, !!resp_col) | ||
df <- dplyr::summarise(df, total = n()) | ||
df <- dplyr::ungroup(df) | ||
df <- tidyr::complete(df, !!stim_col, !!resp_col, fill = list(total = 0)) | ||
if (split_resp) { | ||
df <- tidyr::spread(df, !!stim_col, "total") | ||
} | ||
return(df) | ||
df | ||
} | ||
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#' Fit Type 2 SDT using Maximum Likelihood Estimation. | ||
|
@@ -294,7 +300,7 @@ fit_meta_d_MLE <- function(nR_S1, nR_S2, s = 1, add_constant = TRUE) { | |
d1 <- (1 / s) * qnorm(ratingHR[t1_index]) - qnorm(ratingFAR[t1_index]) | ||
meta_d1 <- d1 | ||
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c1 <- (-1 / (1 + s)) * ( qnorm(ratingHR) + qnorm(ratingFAR) ) | ||
c1 <- (-1 / (1 + s)) * (qnorm(ratingHR) + qnorm(ratingFAR) ) | ||
t1c1 <- c1[t1_index] | ||
t2c1 <- c1[t2_index] | ||
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@@ -547,9 +553,9 @@ fit_meta_d_logL <- function(x, parameters) { | |
#' responses) to account for 0 or 1 values. Defaults to TRUE for ease of use | ||
#' across multiple datasets. | ||
#'@author Maniscalco & Lau. Ported to R by Matt Craddock | ||
#' \email{[email protected]} | ||
#' \email{matt@@mattcraddock.com} | ||
#'@import dplyr | ||
#'@import purrr | ||
#'@importFrom purrr map_dbl map2 map | ||
#'@export | ||
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fit_meta_d_SSE <- function(nR_S1, nR_S2, s = 1, d_min = -5, d_max = 5, | ||
|
@@ -590,55 +596,63 @@ fit_meta_d_SSE <- function(nR_S1, nR_S2, s = 1, d_min = -5, d_max = 5, | |
sum(nR_S1[(n_ratings + 1):(n_ratings * 2)]) | ||
} | ||
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d_grid <- seq(d_min, d_max, by = d_grain) | ||
d_grid <- seq(d_min, | ||
d_max, | ||
by = d_grain) | ||
c_grid <- c_prime * d_grid | ||
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S1mu <- -d_grid / 2 | ||
S2mu <- d_grid / 2 | ||
S1sd <- 1 | ||
S2sd <- 1 / s | ||
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bounds <- 5 * max(S1sd, S2sd) | ||
bounds <- 5 * max(S1sd, | ||
S2sd) | ||
SSEmin <- Inf | ||
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param_space <- map2(S1mu, S2mu, | ||
~seq(.x - bounds, .y + bounds, by = .001)) # param space | ||
param_space <- purrr::map2(S1mu, | ||
S2mu, | ||
~seq(.x - bounds, | ||
.y + bounds, | ||
by = .001)) # param space | ||
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min_z <- map2(param_space, c_grid, ~min(abs(.x - .y))) | ||
c_ind <- map2(param_space, c_grid, ~which.min(abs(.x - .y))) | ||
min_z <- purrr::map2(param_space, c_grid, ~min(abs(.x - .y))) | ||
c_ind <- purrr::map2(param_space, | ||
c_grid, | ||
~which.min(abs(.x - .y))) | ||
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HRs <- map2(param_space, S2mu, | ||
HRs <- purrr::map2(param_space, S2mu, | ||
~ 1 - (pnorm(.x, .y, S2sd))) | ||
FARs <- map2(param_space, S1mu, | ||
FARs <- purrr::map2(param_space, S1mu, | ||
~ 1 - (pnorm(.x, .y, S1sd))) | ||
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# fit type 2 data for S1 responses | ||
est_HR2s_rS1 <- map2(FARs, c_ind, ~(1 - .x[1:.y]) / (1 - .x[.y])) | ||
est_FAR2s_rS1 <- map2(HRs, c_ind, ~(1 - .x[1:.y]) / (1 - .x[.y])) | ||
est_HR2s_rS1 <- purrr::map2(FARs, c_ind, ~(1 - .x[1:.y]) / (1 - .x[.y])) | ||
est_FAR2s_rS1 <- purrr::map2(HRs, c_ind, ~(1 - .x[1:.y]) / (1 - .x[.y])) | ||
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SSE <- NULL | ||
SSE_rS1 <- matrix(data = NaN, nrow = length(d_grid), ncol = n_ratings - 1) | ||
rS1_ind <- matrix(data = NaN, nrow = length(d_grid), ncol = n_ratings - 1) | ||
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for (n in (1:(n_ratings - 1))) { | ||
SSE <- map2(est_HR2s_rS1, est_FAR2s_rS1, | ||
SSE <- purrr::map2(est_HR2s_rS1, est_FAR2s_rS1, | ||
~ (.x - obs_HR2_rS1[[n]]) ^ 2 + (.y - obs_FAR2_rS1[[n]]) ^ 2) | ||
SSE_rS1[, n] <- map_dbl(SSE, min) | ||
inds <- unlist(map(SSE, which.min)) | ||
SSE_rS1[, n] <- purrr::map_dbl(SSE, min) | ||
inds <- unlist(purrr::map(SSE, which.min)) | ||
rS1_ind[1:length(inds), n] <- inds | ||
} | ||
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# fit type 2 data for S2 responses | ||
est_HR2s_rS2 <- map2(HRs, c_ind, ~ .x[.y:length(.x)] / .x[.y]) | ||
est_FAR2s_rS2 <- map2(FARs, c_ind, ~ .x[.y:length(.x)] / .x[.y]) | ||
est_HR2s_rS2 <- purrr::map2(HRs, c_ind, ~ .x[.y:length(.x)] / .x[.y]) | ||
est_FAR2s_rS2 <- purrr::map2(FARs, c_ind, ~ .x[.y:length(.x)] / .x[.y]) | ||
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SSE_rS2 <- matrix(data = NaN, nrow = length(d_grid), ncol = n_ratings - 1) | ||
rS2_ind <- matrix(data = NaN, nrow = length(d_grid), ncol = n_ratings - 1) | ||
for (n in (1:(n_ratings - 1))) { | ||
SSE <- map2(est_HR2s_rS2, est_FAR2s_rS2, | ||
SSE <- purrr::map2(est_HR2s_rS2, est_FAR2s_rS2, | ||
~(.x - obs_HR2_rS2[[n]]) ^ 2 + (.y - obs_FAR2_rS2[[n]]) ^ 2) | ||
SSE_rS2[, n] <- map_dbl(SSE, min) | ||
inds <- unlist(map(SSE, which.min)) | ||
SSE_rS2[, n] <- purrr::map_dbl(SSE, min) | ||
inds <- unlist(purrr::map(SSE, which.min)) | ||
rS2_ind[1:length(inds), n] <- inds | ||
} | ||
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|
@@ -717,7 +731,10 @@ fit_meta_d_SSE <- function(nR_S1, nR_S2, s = 1, d_min = -5, d_max = 5, | |
#' @export | ||
#' | ||
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fit_meta_d_bal <- function (nR_S1, nR_S2, s = 1, add_constant = FALSE) { | ||
fit_meta_d_bal <- function(nR_S1, | ||
nR_S2, | ||
s = 1, | ||
add_constant = FALSE) { | ||
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if (add_constant) { | ||
nR_S1 <- nR_S1 + (1 / length(nR_S1)) | ||
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@@ -778,10 +795,12 @@ fit_meta_d_bal <- function (nR_S1, nR_S2, s = 1, add_constant = FALSE) { | |
} | ||
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#' Internal function for fitting meta_d_plus | ||
#' | ||
#' @param x0 Starting parameters. | ||
#' @param th Theta. | ||
#' @param hp Hit rate for positive responses | ||
#' @param fp False positive rate for positive responses. | ||
#' @keywords internal | ||
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fit_metad_plus <- function(x0, th, hp, fp) { | ||
y1 <- (1 - pnorm(x0[[1]], x0[[2]], 1)) / | ||
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@@ -792,11 +811,12 @@ fit_metad_plus <- function(x0, th, hp, fp) { | |
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#' Internal function for fitting meta_d_minus | ||
#' | ||
#' @param x0 Starting parameters. | ||
#' @param th Theta | ||
#' @param hm Hit rate for negative responses | ||
#' @param fm False positive rate for negative responses | ||
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#' @keywords internal | ||
fit_metad_minus <- function(x0, th, hm, fm) { | ||
y1 <- pnorm(x0[[1]], 0, 1) / pnorm(th * x0[[2]], 0, 1) - hm | ||
y2 <- pnorm(x0[[1]], x0[[2]], 1) / pnorm(th * x0[[2]], x0[[2]], 1) - fm | ||
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