From c2f0b1c319fe95dc6c4c4d48bc90273a49cc373c Mon Sep 17 00:00:00 2001 From: "W. Joel Schneider" Date: Sat, 13 Apr 2024 08:29:05 -0400 Subject: [PATCH] add rhub --- .Rbuildignore | 1 + .github/workflows/rhub.yaml | 95 ++++++ CITATION.cff | 307 ++++++++++++++++++ DESCRIPTION | 2 +- README.Rmd | 1 + README.md | 18 +- codecov.yml | 2 + docs/404.html | 4 +- docs/LICENSE.html | 4 +- docs/articles/index.html | 4 +- docs/articles/simstandard_tutorial.html | 201 +++++++++++- .../figure-html/Amatrix-1.png | Bin 42408 -> 42285 bytes .../figure-html/Smatrix-1.png | Bin 39374 -> 39280 bytes .../figure-html/corplot-1.png | Bin 0 -> 87860 bytes .../figure-html/lavaan-1.png | Bin 32088 -> 32007 bytes .../figure-html/lavaantest-1.png | Bin 42070 -> 41928 bytes .../figure-html/lavaantest-2.png | Bin 39458 -> 39252 bytes .../figure-html/modelcov-1.png | Bin 122125 -> 122041 bytes .../figure-html/modelimpliedcor-1.png | Bin 0 -> 61051 bytes .../figure-html/msyntax-1.png | Bin 0 -> 41462 bytes .../figure-html/simstandard_comparison-1.png | Bin 38197 -> 38220 bytes .../figure-html/unnamed-chunk-10-1.png | Bin 87939 -> 0 bytes .../figure-html/unnamed-chunk-9-1.png | Bin 61053 -> 0 bytes docs/authors.html | 10 +- docs/index.html | 156 ++++----- docs/news/index.html | 18 +- docs/pkgdown.yml | 6 +- docs/reference/add_composite_scores.html | 9 +- docs/reference/add_factor_scores.html | 9 +- docs/reference/check_matrix2lavaan.html | 4 +- docs/reference/fixed2free.html | 4 +- .../get_factor_score_coefficients.html | 4 +- docs/reference/get_factor_score_validity.html | 4 +- .../get_factor_score_validity_se.html | 4 +- .../get_model_implied_correlations.html | 4 +- docs/reference/get_model_names.html | 4 +- docs/reference/index.html | 14 +- docs/reference/lav2ram.html | 4 +- docs/reference/matrix2lavaan.html | 4 +- docs/reference/model_complete.html | 12 +- docs/reference/pipe.html | 4 +- docs/reference/sim_standardized.html | 28 +- docs/reference/sim_standardized_matrices.html | 4 +- tests/testthat/testthat.R | 54 +++ vignettes/simstandard_tutorial.Rmd | 168 +++++++++- 45 files changed, 963 insertions(+), 204 deletions(-) create mode 100644 .github/workflows/rhub.yaml create mode 100644 CITATION.cff create mode 100644 docs/articles/simstandard_tutorial_files/figure-html/corplot-1.png create mode 100644 docs/articles/simstandard_tutorial_files/figure-html/modelimpliedcor-1.png create mode 100644 docs/articles/simstandard_tutorial_files/figure-html/msyntax-1.png delete mode 100644 docs/articles/simstandard_tutorial_files/figure-html/unnamed-chunk-10-1.png delete mode 100644 docs/articles/simstandard_tutorial_files/figure-html/unnamed-chunk-9-1.png diff --git a/.Rbuildignore b/.Rbuildignore index 8df7175..882f2db 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -17,3 +17,4 @@ ^pkgdown$ ^fixdocs.R$ ^\.github$ +^CITATION\.cff$ diff --git a/.github/workflows/rhub.yaml b/.github/workflows/rhub.yaml new file mode 100644 index 0000000..74ec7b0 --- /dev/null +++ b/.github/workflows/rhub.yaml @@ -0,0 +1,95 @@ +# R-hub's generic GitHub Actions workflow file. It's canonical location is at +# https://github.com/r-hub/actions/blob/v1/workflows/rhub.yaml +# You can update this file to a newer version using the rhub2 package: +# +# rhub::rhub_setup() +# +# It is unlikely that you need to modify this file manually. + +name: R-hub +run-name: "${{ github.event.inputs.id }}: ${{ github.event.inputs.name || format('Manually run by {0}', github.triggering_actor) }}" + +on: + workflow_dispatch: + inputs: + config: + description: 'A comma separated list of R-hub platforms to use.' + type: string + default: 'linux,windows,macos' + name: + description: 'Run name. You can leave this empty now.' + type: string + id: + description: 'Unique ID. You can leave this empty now.' + type: string + +jobs: + + setup: + runs-on: ubuntu-latest + outputs: + containers: ${{ steps.rhub-setup.outputs.containers }} + platforms: ${{ steps.rhub-setup.outputs.platforms }} + + steps: + # NO NEED TO CHECKOUT HERE + - uses: r-hub/actions/setup@v1 + with: + config: ${{ github.event.inputs.config }} + id: rhub-setup + + linux-containers: + needs: setup + if: ${{ needs.setup.outputs.containers != '[]' }} + runs-on: ubuntu-latest + name: ${{ matrix.config.label }} + strategy: + fail-fast: false + matrix: + config: ${{ fromJson(needs.setup.outputs.containers) }} + container: + image: ${{ matrix.config.container }} + + steps: + - uses: r-hub/actions/checkout@v1 + - uses: r-hub/actions/platform-info@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/setup-deps@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/run-check@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + + other-platforms: + needs: setup + if: ${{ needs.setup.outputs.platforms != '[]' }} + runs-on: ${{ matrix.config.os }} + name: ${{ matrix.config.label }} + strategy: + fail-fast: false + matrix: + config: ${{ fromJson(needs.setup.outputs.platforms) }} + + steps: + - uses: r-hub/actions/checkout@v1 + - uses: r-hub/actions/setup-r@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} + - uses: r-hub/actions/platform-info@v1 + with: + token: ${{ secrets.RHUB_TOKEN }} + job-config: ${{ matrix.config.job-config }} + - uses: r-hub/actions/setup-deps@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} + - uses: r-hub/actions/run-check@v1 + with: + job-config: ${{ matrix.config.job-config }} + token: ${{ secrets.RHUB_TOKEN }} diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..1ef14bc --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,307 @@ +# ----------------------------------------------------------- +# CITATION file created with {cffr} R package, v0.3.0 +# See also: https://docs.ropensci.org/cffr/ +# ----------------------------------------------------------- + +cff-version: 1.2.0 +message: 'To cite package "simstandard" in publications use:' +type: software +license: CC0-1.0 +title: 'simstandard: Generate Standardized Data' +version: 0.7.0 +abstract: Creates simulated data from structural equation models with standardized + loading. Data generation methods are described in Schneider (2013) . +authors: +- family-names: Schneider + given-names: W. Joel + email: w.joel.schneider@gmail.com + orcid: https://orcid.org/0000-0002-8393-5316 +repository: https://CRAN.R-project.org/package=simstandard +repository-code: https://github.com/wjschne/simstandard +url: https://github.com/wjschne/simstandard +contact: +- family-names: Schneider + given-names: W. Joel + email: w.joel.schneider@gmail.com + orcid: https://orcid.org/0000-0002-8393-5316 +references: +- type: software + title: 'R: A Language and Environment for Statistical Computing' + notes: Depends + authors: + - name: R Core Team + location: + name: Vienna, Austria + year: '2022' + url: https://www.R-project.org/ + institution: + name: R Foundation for Statistical Computing + version: '>= 3.5.0' +- type: software + title: lavaan + abstract: 'lavaan: Latent Variable Analysis' + notes: Imports + authors: + - family-names: Rosseel + given-names: Yves + email: Yves.Rosseel@UGent.be + orcid: https://orcid.org/0000-0002-4129-4477 + - family-names: Jorgensen + given-names: Terrence D. + email: TJorgensen314@gmail.com + orcid: https://orcid.org/0000-0001-5111-6773 + - family-names: Rockwood + given-names: Nicholas + email: nrockwood@llu.edu + orcid: https://orcid.org/0000-0001-5931-183X + year: '2022' + url: https://CRAN.R-project.org/package=lavaan +- type: software + title: magrittr + abstract: 'magrittr: A Forward-Pipe Operator for R' + notes: Imports + authors: + - family-names: Bache + given-names: Stefan Milton + email: stefan@stefanbache.dk + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=magrittr +- type: software + title: mvtnorm + abstract: 'mvtnorm: Multivariate Normal and t Distributions' + notes: Imports + authors: + - family-names: Genz + given-names: Alan + - family-names: Bretz + given-names: Frank + - family-names: Miwa + given-names: Tetsuhisa + - family-names: Mi + given-names: Xuefei + - family-names: Hothorn + given-names: Torsten + email: Torsten.Hothorn@R-project.org + orcid: https://orcid.org/0000-0001-8301-0471 + year: '2022' + url: https://CRAN.R-project.org/package=mvtnorm +- type: software + title: purrr + abstract: 'purrr: Functional Programming Tools' + notes: Imports + authors: + - family-names: Henry + given-names: Lionel + email: lionel@rstudio.com + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=purrr +- type: software + title: rlang + abstract: 'rlang: Functions for Base Types and Core R and ''Tidyverse'' Features' + notes: Imports + authors: + - family-names: Henry + given-names: Lionel + email: lionel@rstudio.com + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=rlang +- type: software + title: stats + abstract: 'R: A Language and Environment for Statistical Computing' + notes: Imports + authors: + - name: R Core Team + location: + name: Vienna, Austria + year: '2022' + url: https://www.R-project.org/ + institution: + name: R Foundation for Statistical Computing +- type: software + title: tibble + abstract: 'tibble: Simple Data Frames' + notes: Imports + authors: + - family-names: Müller + given-names: Kirill + email: krlmlr+r@mailbox.org + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=tibble +- type: software + title: badger + abstract: 'badger: Badge for R Package' + notes: Suggests + authors: + - family-names: Yu + given-names: Guangchuang + email: guangchuangyu@gmail.com + orcid: https://orcid.org/0000-0002-6485-8781 + year: '2022' + url: https://CRAN.R-project.org/package=badger +- type: software + title: covr + abstract: 'covr: Test Coverage for Packages' + notes: Suggests + authors: + - family-names: Hester + given-names: Jim + email: james.f.hester@gmail.com + year: '2022' + url: https://CRAN.R-project.org/package=covr +- type: software + title: dplyr + abstract: 'dplyr: A Grammar of Data Manipulation' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + orcid: https://orcid.org/0000-0003-4757-117X + - family-names: François + given-names: Romain + orcid: https://orcid.org/0000-0002-2444-4226 + - family-names: Henry + given-names: Lionel + - family-names: Müller + given-names: Kirill + orcid: https://orcid.org/0000-0002-1416-3412 + year: '2022' + url: https://CRAN.R-project.org/package=dplyr +- type: software + title: forcats + abstract: 'forcats: Tools for Working with Categorical Variables (Factors)' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=forcats +- type: software + title: ggplot2 + abstract: 'ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + orcid: https://orcid.org/0000-0003-4757-117X + - family-names: Chang + given-names: Winston + orcid: https://orcid.org/0000-0002-1576-2126 + - family-names: Henry + given-names: Lionel + - family-names: Pedersen + given-names: Thomas Lin + email: thomas.pedersen@rstudio.com + orcid: https://orcid.org/0000-0002-5147-4711 + - family-names: Takahashi + given-names: Kohske + - family-names: Wilke + given-names: Claus + orcid: https://orcid.org/0000-0002-7470-9261 + - family-names: Woo + given-names: Kara + orcid: https://orcid.org/0000-0002-5125-4188 + - family-names: Yutani + given-names: Hiroaki + orcid: https://orcid.org/0000-0002-3385-7233 + - family-names: Dunnington + given-names: Dewey + orcid: https://orcid.org/0000-0002-9415-4582 + year: '2022' + url: https://CRAN.R-project.org/package=ggplot2 +- type: software + title: knitr + abstract: 'knitr: A General-Purpose Package for Dynamic Report Generation in R' + notes: Suggests + authors: + - family-names: Xie + given-names: Yihui + email: xie@yihui.name + orcid: https://orcid.org/0000-0003-0645-5666 + year: '2022' + url: https://CRAN.R-project.org/package=knitr +- type: software + title: rmarkdown + abstract: 'rmarkdown: Dynamic Documents for R' + notes: Suggests + authors: + - family-names: Allaire + given-names: JJ + email: jj@rstudio.com + - family-names: Xie + given-names: Yihui + email: xie@yihui.name + orcid: https://orcid.org/0000-0003-0645-5666 + - family-names: McPherson + given-names: Jonathan + email: jonathan@rstudio.com + - family-names: Luraschi + given-names: Javier + email: javier@rstudio.com + - family-names: Ushey + given-names: Kevin + email: kevin@rstudio.com + - family-names: Atkins + given-names: Aron + email: aron@rstudio.com + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + - family-names: Cheng + given-names: Joe + email: joe@rstudio.com + - family-names: Chang + given-names: Winston + email: winston@rstudio.com + - family-names: Iannone + given-names: Richard + email: rich@rstudio.com + orcid: https://orcid.org/0000-0003-3925-190X + year: '2022' + url: https://CRAN.R-project.org/package=rmarkdown +- type: software + title: stringr + abstract: 'stringr: Simple, Consistent Wrappers for Common String Operations' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=stringr +- type: software + title: testthat + abstract: 'testthat: Unit Testing for R' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + year: '2022' + url: https://CRAN.R-project.org/package=testthat +- type: software + title: tidyr + abstract: 'tidyr: Tidy Messy Data' + notes: Suggests + authors: + - family-names: Wickham + given-names: Hadley + email: hadley@rstudio.com + - family-names: Girlich + given-names: Maximilian + year: '2022' + url: https://CRAN.R-project.org/package=tidyr diff --git a/DESCRIPTION b/DESCRIPTION index 500b3ac..1ce4eeb 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -39,4 +39,4 @@ VignetteBuilder: knitr Encoding: UTF-8 Language: en-US -RoxygenNote: 7.1.2 +RoxygenNote: 7.2.1 diff --git a/README.Rmd b/README.Rmd index a09abcd..9a361bf 100644 --- a/README.Rmd +++ b/README.Rmd @@ -19,6 +19,7 @@ knitr::opts_chunk$set( [![R-CMD-check](https://github.com/wjschne/simstandard/workflows/R-CMD-check/badge.svg)](https://github.com/wjschne/simstandard/actions) [![CRAN status](https://www.r-pkg.org/badges/version/simstandard)](https://CRAN.R-project.org/package=simstandard) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html#stable) +[![Codecov test coverage](https://codecov.io/gh/wjschne/simstandard/branch/main/graph/badge.svg)](https://app.codecov.io/gh/wjschne/simstandard?branch=main) diff --git a/README.md b/README.md index ba5962f..48560fe 100644 --- a/README.md +++ b/README.md @@ -10,6 +10,8 @@ status](https://www.r-pkg.org/badges/version/simstandard)](https://CRAN.R-project.org/package=simstandard) [![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-brightgreen.svg)](https://lifecycle.r-lib.org/articles/stages.html#stable) +[![Codecov test +coverage](https://codecov.io/gh/wjschne/simstandard/branch/main/graph/badge.svg)](https://app.codecov.io/gh/wjschne/simstandard?branch=main) Sometimes you have a structural model with standardized path @@ -67,14 +69,14 @@ data <- sim_standardized(m = model, n = 500) knitr::kable(head(data), digits = 2) ``` -| A1 | A2 | B1 | B2 | C | A | B | e_A1 | e_A2 | e_B1 | e_B2 | d_B | -|------:|------:|------:|------:|------:|------:|------:|------:|------:|------:|------:|------:| -| -0.04 | 1.33 | -0.71 | 1.41 | 1.92 | 1.02 | 1.52 | -0.55 | 0.51 | -1.62 | 0.35 | 0.70 | -| 0.84 | -0.06 | -0.70 | -0.79 | -1.33 | -0.79 | -0.83 | 1.23 | 0.57 | -0.20 | -0.21 | -0.19 | -| 1.84 | 0.45 | -0.14 | 0.19 | 0.59 | 1.38 | 0.93 | 1.16 | -0.65 | -0.70 | -0.46 | -0.17 | -| -1.88 | -0.73 | -1.73 | -0.54 | -1.00 | -1.15 | -0.62 | -1.31 | 0.19 | -1.36 | -0.11 | 0.30 | -| 0.24 | 0.01 | 1.10 | -0.01 | 1.07 | 0.51 | -0.03 | -0.01 | -0.40 | 1.11 | 0.01 | -0.44 | -| 0.51 | 0.75 | 1.65 | 1.48 | 2.45 | 1.62 | 1.50 | -0.29 | -0.54 | 0.75 | 0.44 | 0.20 | +| A1 | A2 | B1 | B2 | C | A | B | e_A1 | e_A2 | e_B1 | e_B2 | d_B | +|------:|-----:|------:|------:|------:|------:|------:|------:|------:|------:|------:|------:| +| -0.72 | 0.70 | 0.53 | -0.81 | -1.05 | 0.65 | -0.22 | -1.04 | 0.18 | 0.66 | -0.66 | -0.74 | +| -0.13 | 0.26 | 0.48 | 0.66 | 1.51 | 1.51 | 1.89 | -0.89 | -0.95 | -0.65 | -0.66 | 0.68 | +| 0.67 | 0.39 | -0.53 | 0.28 | 0.56 | 0.21 | -0.37 | 0.56 | 0.22 | -0.31 | 0.54 | -0.53 | +| -0.55 | 0.15 | 0.82 | -1.60 | 0.71 | -0.27 | -0.46 | -0.42 | 0.36 | 1.10 | -1.28 | -0.25 | +| 0.62 | 0.10 | -1.36 | -0.78 | -0.87 | -0.46 | 0.11 | 0.86 | 0.47 | -1.43 | -0.86 | 0.48 | +| 1.56 | 1.85 | 1.01 | -0.03 | 0.43 | 1.35 | 1.29 | 0.89 | 0.77 | 0.24 | -0.93 | 0.21 | See more in the [tutorial for this package](https://wjschne.github.io/simstandard//articles/simstandard_tutorial.html). diff --git a/codecov.yml b/codecov.yml index 8f36b6c..04c5585 100644 --- a/codecov.yml +++ b/codecov.yml @@ -6,7 +6,9 @@ coverage: default: target: auto threshold: 1% + informational: true patch: default: target: auto threshold: 1% + informational: true diff --git a/docs/404.html b/docs/404.html index 8a11733..d5ecef3 100644 --- a/docs/404.html +++ b/docs/404.html @@ -12,7 +12,7 @@ - + @@ -108,7 +108,7 @@

Page not found (404)

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/LICENSE.html b/docs/LICENSE.html index 3d43d2b..1485d71 100644 --- a/docs/LICENSE.html +++ b/docs/LICENSE.html @@ -1,5 +1,5 @@ -CC0 1.0 Universal • simstandardCC0 1.0 Universal • simstandard @@ -106,7 +106,7 @@

Statement of Purpose -

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/articles/index.html b/docs/articles/index.html index bfa151d..74e471b 100644 --- a/docs/articles/index.html +++ b/docs/articles/index.html @@ -1,5 +1,5 @@ -Articles • simstandardArticles • simstandard @@ -72,7 +72,7 @@

All vignettes

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/articles/simstandard_tutorial.html b/docs/articles/simstandard_tutorial.html index c01b117..8b6cdc9 100644 --- a/docs/articles/simstandard_tutorial.html +++ b/docs/articles/simstandard_tutorial.html @@ -12,7 +12,7 @@ - + @@ -90,7 +90,7 @@

Using the simstandard package

W. Joel Schneider

-

2022-10-13

+

2024-04-13

Source: vignettes/simstandard_tutorial.Rmd @@ -99,7 +99,7 @@

2022-10-13

-

+

Purpose of simstandard

@@ -150,8 +150,7 @@

Generate Model-Based Multivariat #> 4 -0.269 -0.941 -0.763 -0.288 0.217 -0.683 -0.856 -0.458 0.330 -0.256 #> 5 -0.0163 -0.814 0.447 -0.226 0.723 0.203 1.04 -0.266 -0.747 -1.65 #> 6 -1.44 -0.192 -0.795 -1.13 -0.441 -0.822 -0.966 -0.671 -0.765 0.581 -#> # … with 5 more variables: e_A3 <dbl>, e_B1 <dbl>, e_B2 <dbl>, e_B3 <dbl>, -#> # d_B <dbl>

+#> # ℹ 5 more variables: e_A3 <dbl>, e_B1 <dbl>, e_B2 <dbl>, e_B3 <dbl>, d_B <dbl>

Let’s make a function to display correlations and covariance matrices:

@@ -369,9 +368,9 @@ 

Return lavaan syntax m_free <- fixed2free(m) # Display model m_free cat(m_free) +#> B ~ A #> A =~ A1 + A2 + A3 + B1 -#> B =~ B1 + B2 + B3 -#> B ~ A

+#> B =~ B1 + B2 + B3

Now let’s use lavaan to see if the observed data in d conform to the model in m_free.

@@ -395,7 +394,7 @@ 

Return lavaan syntax lav_results, standardized = TRUE, fit.measures = TRUE) -#> lavaan 0.6-12 ended normally after 27 iterations +#> lavaan 0.6.17 ended normally after 27 iterations #> #> Estimator ML #> Optimization method NLMINB @@ -427,14 +426,15 @@

Return lavaan syntax #> #> Akaike (AIC) 1333249.965 #> Bayesian (BIC) 1333383.146 -#> Sample-size adjusted Bayesian (BIC) 1333338.653 +#> Sample-size adjusted Bayesian (SABIC) 1333338.653 #> #> Root Mean Square Error of Approximation: #> #> RMSEA 0.001 #> 90 Percent confidence interval - lower 0.000 #> 90 Percent confidence interval - upper 0.004 -#> P-value RMSEA <= 0.05 1.000 +#> P-value H_0: RMSEA <= 0.050 1.000 +#> P-value H_0: RMSEA >= 0.080 0.000 #> #> Standardized Root Mean Square Residual: #> @@ -664,16 +664,187 @@

Return model-implied correlat -

+

It is possible to extract the model-implied correlations among the observed variables, latent variables, error terms, factor scores, and composite variables. For example, here we extract correlations among the observed and latent variables:

-get_model_implied_correlations(m,
-                               latent = TRUE) %>%
+get_model_implied_correlations(
+  m,
+  latent = TRUE) %>%
   ggcor()
-

+

+
+# lavaan syntax for model
+m <- "
+A =~ 0.7 * A1 + 0.8 * A2 + 0.9 * A3 + 0.3 * B1
+B =~ 0.7 * B1 + 0.8 * B2 + 0.9 * B3
+B ~ 0.6 * A
+
+# Variances
+A1 ~~ 0.51 * A1
+A2 ~~ 0.36 * A2
+A3 ~~ 0.19 * A3
+B1 ~~ 0.168 * B1
+B2 ~~ 0.36 * B2
+B3 ~~ 0.19 * B3
+A ~~ 1 * A
+B ~~ 0.64 * B
+"
+
+m_fit <- lavaanify(m) 
+  
+
+# mRAM <- lavMatrixRepresentation(m_fit, 
+                                # representation = "RAM")
+
+v <- list(
+    v_latent_exogenous = lavNames(m_fit, "lv.x"),
+    v_latent_endogenous = lavNames(m_fit, "lv.nox"),
+    v_observed_exogenous = lavNames(m_fit, "ov.x"),
+    v_observed_endogenous = lavNames(m_fit, "ov.nox"),
+    v_observed_indicator = lavNames(m_fit, "ov.ind"),
+    v_disturbance = paste0("d_", lavNames(m_fit, "lv.nox")),
+    v_error = paste0("e_", lavNames(m_fit, "ov.nox"))
+  )
+
+v$v_residual <- c(v$v_error,
+                        v$v_disturbance)
+v$v_exogenous <- c(v$v_residual,
+                         v$v_observed_exogenous,
+                         v$v_latent_exogenous)
+v$v_endogenous <- c(v$v_observed_endogenous,
+                          v$v_latent_endogenous)
+v$v_modeled <- c(v$v_endogenous,
+                       v$v_latent_exogenous,
+                       v$v_observed_exogenous)
+v$v_observed <- c(v$v_observed_exogenous, 
+                        v$v_observed_endogenous)
+v$v_latent <- c(v$v_latent_exogenous, 
+                      v$v_latent_endogenous)
+
+# Reduced ram
+rram <- list()
+rram$A <- matrix(0, 
+                 nrow = length(v$v_modeled), 
+                 ncol = length(v$v_modeled), 
+                 dimnames = list(v$v_modeled, v$v_modeled))
+rram$S <- rram$A 
+rram$F <- matrix(
+  0,
+  nrow = length(v$v_observed),
+  ncol = length(v$v_modeled),
+  dimnames = list(v$v_observed, v$v_modeled)
+)
+
+
+
+m_fit |> 
+  filter(op == "=~") |> 
+  
+  select(rhs, lhs, ustart)
+#>   rhs lhs ustart
+#> 1  A1   A    0.7
+#> 2  A2   A    0.8
+#> 3  A3   A    0.9
+#> 4  B1   A    0.3
+#> 5  B1   B    0.7
+#> 6  B2   B    0.8
+#> 7  B3   B    0.9
+
+m_fit |> 
+  filter(op == "~") |> 
+  select(lhs, rhs, ustart)
+#>   lhs rhs ustart
+#> 1   B   A    0.6
+
+d_A <- m_fit |> 
+  filter(op %in% c("=~", "~")) |> 
+  mutate(cause = if_else(op == "~", rhs, lhs),
+         effect = if_else(op == "~", lhs, rhs))
+
+d_S <- m_fit |> 
+  filter(op %in% c("~~")) 
+
+rram$A[cbind(d_A$effect, d_A$cause)] <- d_A$ustart
+rram$S[cbind(d_S$lhs, d_S$rhs)] <- d_S$ustart
+rram$S[cbind(d_S$rhs, d_S$lhs)] <- d_S$ustart
+rram$F[cbind(v$v_observed, v$v_observed)] <- 1
+
+dimnames(rram$S) <- list(v$v_exogenous, v$v_exogenous)
+
+
+
+
+
+
+extended_diag <- matrix(0, nrow = nrow(rram$A), ncol = length(v$v_residual)) |> 
+  `dimnames<-`(list(rownames(rram$A), v$v_residual)) |> 
+  `diag<-`(sqrt(diag(rram$S[v$v_residual, v$v_residual])))
+extended_A <- cbind(rram$A, extended_diag) |> 
+  rbind(matrix(0, nrow = length(v$v_residual),
+               ncol = length(v$v_residual) + nrow(rram$A))) %>%
+  `rownames<-`(colnames(.))
+
+# Identity matrix the same size as A and S
+I <- diag(nrow(extended_A)) 
+
+# Inverted I - A for total effects (direct + indirect)
+iA <- solve(I - extended_A) 
+
+# Exogenous covariance matrix
+extended_S <- matrix(0, 
+                     nrow = nrow(extended_A), 
+                     ncol = ncol(extended_A)) |> 
+  `dimnames<-`(dimnames(extended_A))
+# diag(extended_S) <- 1
+extended_S[cbind(rownames(rram$S), colnames(rram$S))] <- 1
+
+extended_cov <- iA %*% extended_S %*% t(iA)
+
+extended_mu <- rep(0, nrow(extended_A)) |> `names<-`(rownames(extended_A))
+extended_mu[v$v_residual] <- 0
+
+eigen(rram$S, symmetric = T)
+#> eigen() decomposition
+#> $values
+#> [1] 1.000 0.640 0.510 0.360 0.360 0.190 0.190 0.168
+#> 
+#> $vectors
+#>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
+#> [1,]    0    0    1    0    0    0    0    0
+#> [2,]    0    0    0    1    0    0    0    0
+#> [3,]    0    0    0    0    0    0    1    0
+#> [4,]    0    0    0    0    0    0    0    1
+#> [5,]    0    0    0    0    1    0    0    0
+#> [6,]    0    0    0    0    0    1    0    0
+#> [7,]    0    1    0    0    0    0    0    0
+#> [8,]    1    0    0    0    0    0    0    0
+
+
+((iA %*% extended_S %*% t(iA))[,v$v_exogenous] ^ 2) |> 
+  as.data.frame() |> 
+  rownames_to_column("variable") |> 
+  pivot_longer(-variable, names_to = "exogenous") |> 
+  filter(value != 0) |> 
+  arrange(exogenous) |> 
+  ggplot(aes(variable, value)) + 
+  geom_col(aes(fill = exogenous))
+

+
+
+
+
+(iA %*% extended_S %*% t(iA))[v$v_endogenous,v$v_exogenous]
+#>         e_A1 e_A2      e_A3     e_B1 e_B2      e_B3  d_B    A
+#> A1 0.7141428  0.0 0.0000000 0.000000  0.0 0.0000000 0.00 0.70
+#> A2 0.0000000  0.6 0.0000000 0.000000  0.0 0.0000000 0.00 0.80
+#> A3 0.0000000  0.0 0.4358899 0.000000  0.0 0.0000000 0.00 0.90
+#> B1 0.0000000  0.0 0.0000000 0.409878  0.0 0.0000000 0.56 0.72
+#> B2 0.0000000  0.0 0.0000000 0.000000  0.6 0.0000000 0.64 0.48
+#> B3 0.0000000  0.0 0.0000000 0.000000  0.0 0.4358899 0.72 0.54
+#> B  0.0000000  0.0 0.0000000 0.000000  0.0 0.0000000 0.80 0.60

@@ -694,7 +865,7 @@

Return model-implied correlat

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

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zbTY-}q<&T~Y(~6_LXC0w?;akKrbp}zXlKj^o2JKE>U%4!k3`mnOHQgmcf z-`L)MP%4Hlcaj_mw|;G^Mzmjf{&v96uP)0`KLvOKb_YvL7ax$zhpnW^l+1~ zFMF1E`Io`gzx(o{pMp~~Z@)Y&9yQ+}JAG3{=3GRI7o2 zfWTZrEgN{{-KNs=@)p4>9zY(5)c1Z=Ybr%+TxIU+*UgiRtd<~y4(-W;)c;{V+UO<}l9gox26gtSm_#$%^Nu021?n5qmYRXHPZy|u>2GWaI~icd3G$yc wj{m{OV0!D;q;1HrZ}Rtl|38m_SIFj7!MU}(1~pz*>^MM0WnSh!fBo)%0g=}=G5`Po diff --git a/docs/authors.html b/docs/authors.html index 6809a1a..df13789 100644 --- a/docs/authors.html +++ b/docs/authors.html @@ -1,5 +1,5 @@ -Authors and Citation • simstandardAuthors and Citation • simstandard @@ -54,7 +54,7 @@
-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/index.html b/docs/index.html index bbb90bc..a445dfe 100644 --- a/docs/index.html +++ b/docs/index.html @@ -12,16 +12,14 @@ - + - + Changelog • simstandardChangelog • simstandard @@ -65,13 +65,13 @@ +2021-05-07
@@ -71,14 +71,14 @@

Citation

-

Schneider W (2022). +

Schneider W (2024). simstandard: Generate Standardized Data. R package version 0.7.0, https://github.com/wjschne/simstandard.

@Manual{,
   title = {simstandard: Generate Standardized Data},
   author = {W. Joel Schneider},
-  year = {2022},
+  year = {2024},
   note = {R package version 0.7.0},
   url = {https://github.com/wjschne/simstandard},
 }
@@ -94,7 +94,7 @@

Citation

  • Added get_factor_score_validity_se function to return factor score standard errors.
  • Added get_model_names function to return a list of model variable names.
+2021-01-21
  • Added get_factor_score_coefficients function to return factor score coefficients
  • Added get_factor_score_validity function to return factor score validity coefficients
  • Added v_factor_score_disturbance and v_factor_score_residual to v_names list returned by sim_standardized_matrices.
  • @@ -85,12 +85,12 @@
+2020-11-25
  • Added get_model_implied_correlations function, which returns the model-implied correlation matrix of observed variables, latent variables, error terms, factor scores, and composite variables.
+2020-10-22
  • Added composite_score_validity to list returned by sim_standardized_matrices
  • Added add_composite_scores function to add composite scores to new data.
  • @@ -102,7 +102,7 @@
+2019-01-07
  • Added the matrix2lavaan function to provide a convenient method of creating lavaan syntax from matrices.
  • Added the lav2ram function to extract standardized RAM matrices from a lavaan object.
  • The sim_standardized_matrices function has a new argument, composite_threshold. If this argument is specified, variables with loadings below the threshold are not used as indicators of the composite scores.
  • @@ -115,14 +115,14 @@
+2018-11-08
  • Added the fixed2free function, which takes a lavaan syntax model with fixed parameters and returns a lavaan syntax model in which all parameters are free.
  • Added the model_complete function, which takes a lavaan syntax model with standardized loadings, structure coefficients, and covariances, and returns a lavaan syntax model with all standardized coefficients, including standardized variances.
  • Added the add_factor_scores function, which adds predicted factor scores to a data.frame.
+2018-10-16
  • Initial release
@@ -139,7 +139,7 @@

Arguments

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/fixed2free.html b/docs/reference/fixed2free.html index 67f31fd..147bd0f 100644 --- a/docs/reference/fixed2free.html +++ b/docs/reference/fixed2free.html @@ -1,5 +1,5 @@ -Remove fixed parameters from a lavaan model — fixed2free • simstandardRemove fixed parameters from a lavaan model — fixed2free • simstandard @@ -106,7 +106,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/get_factor_score_coefficients.html b/docs/reference/get_factor_score_coefficients.html index 6c5ded5..7f5dc3e 100644 --- a/docs/reference/get_factor_score_coefficients.html +++ b/docs/reference/get_factor_score_coefficients.html @@ -1,5 +1,5 @@ -Return factor score coefficients — get_factor_score_coefficients • simstandardReturn factor score coefficients — get_factor_score_coefficients • simstandard @@ -121,7 +121,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/get_factor_score_validity.html b/docs/reference/get_factor_score_validity.html index 577a223..5c157c5 100644 --- a/docs/reference/get_factor_score_validity.html +++ b/docs/reference/get_factor_score_validity.html @@ -1,5 +1,5 @@ -Return factor score validity coefficients — get_factor_score_validity • simstandardReturn factor score validity coefficients — get_factor_score_validity • simstandard @@ -116,7 +116,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/get_factor_score_validity_se.html b/docs/reference/get_factor_score_validity_se.html index 2a18cd0..f38667b 100644 --- a/docs/reference/get_factor_score_validity_se.html +++ b/docs/reference/get_factor_score_validity_se.html @@ -1,5 +1,5 @@ -Return factor score validity coefficient standard errors — get_factor_score_validity_se • simstandardReturn factor score validity coefficient standard errors — get_factor_score_validity_se • simstandard @@ -116,7 +116,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/get_model_implied_correlations.html b/docs/reference/get_model_implied_correlations.html index e7e81a2..56bfb61 100644 --- a/docs/reference/get_model_implied_correlations.html +++ b/docs/reference/get_model_implied_correlations.html @@ -1,5 +1,5 @@ -Return model-implied correlation matrix — get_model_implied_correlations • simstandardReturn model-implied correlation matrix — get_model_implied_correlations • simstandardReturn model names — get_model_names • simstandardReturn model names — get_model_names • simstandard @@ -148,7 +148,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/index.html b/docs/reference/index.html index a8c4560..9a7b32f 100644 --- a/docs/reference/index.html +++ b/docs/reference/index.html @@ -1,5 +1,5 @@ -Function reference • simstandardFunction reference • simstandard @@ -63,13 +63,11 @@

All functions

add_composite_scores()

-

For each latent variable in a structural model, add a -composite score to observed data.

+

For each latent variable in a structural model, add a composite score to observed data.

add_factor_scores()

-

For each latent variable in a structural model, add an estimated -factor score to observed data.

+

For each latent variable in a structural model, add an estimated factor score to observed data.

fixed2free()

@@ -105,9 +103,7 @@

All functions

model_complete()

-

Function that takes a lavaan model with standardized paths and -loadings and returns a complete lavaan model syntax with -standardized variances

+

Function that takes a lavaan model with standardized paths and loadings and returns a complete lavaan model syntax with standardized variances

sim_standardized()

@@ -129,7 +125,7 @@

All functions
-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/lav2ram.html b/docs/reference/lav2ram.html index 3f239f2..984d825 100644 --- a/docs/reference/lav2ram.html +++ b/docs/reference/lav2ram.html @@ -1,5 +1,5 @@ -Extract standardized RAM matrices from a lavaan object — lav2ram • simstandardExtract standardized RAM matrices from a lavaan object — lav2ram • simstandard @@ -92,7 +92,7 @@

Value

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/matrix2lavaan.html b/docs/reference/matrix2lavaan.html index 766db39..7a6140d 100644 --- a/docs/reference/matrix2lavaan.html +++ b/docs/reference/matrix2lavaan.html @@ -1,5 +1,5 @@ -Create lavaan model syntax from matrix coefficients — matrix2lavaan • simstandardCreate lavaan model syntax from matrix coefficients — matrix2lavaan • simstandard @@ -155,7 +155,7 @@

Examples

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/model_complete.html b/docs/reference/model_complete.html index f756d1e..445e8c4 100644 --- a/docs/reference/model_complete.html +++ b/docs/reference/model_complete.html @@ -1,9 +1,5 @@ -Function that takes a lavaan model with standardized paths and -loadings and returns a complete lavaan model syntax with -standardized variances — model_complete • simstandardFunction that takes a lavaan model with standardized paths and loadings and returns a complete lavaan model syntax with standardized variances — model_complete • simstandardPipe operator — %>% • simstandardPipe operator — %>% • simstandard @@ -79,7 +79,7 @@

Pipe operator

-

Site built with pkgdown 2.0.6.

+

Site built with pkgdown 2.0.8.

diff --git a/docs/reference/sim_standardized.html b/docs/reference/sim_standardized.html index 2cfeecc..bbc0e01 100644 --- a/docs/reference/sim_standardized.html +++ b/docs/reference/sim_standardized.html @@ -1,5 +1,5 @@ -Generates simulated data with standardized parameters. — sim_standardized • simstandardGenerates simulated data with standardized parameters. — sim_standardized • simstandardReturn model characteristics — sim_standardized_matrices • simstandardReturn model characteristics — sim_standardized_matrices • simstandard