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The packagetidySEM provides a ‘tidy’ workflow for conducting,reporting, and plotting structural equation modeling analyses. It doesnot perform model estimation, but instead allows users to estimatemodels in a software-agnostic way, using either the free open source Rpackageslavaan orOpenMx, or the commercial closed-source programMplus (controlled through the R packageMplusAutomation). The aim oftidySEM is to provide three specific functions:
- Generate model syntax in a top-down, tidy way,
- With particular attention to specifying mixture models in
OpenMx
- With particular attention to specifying mixture models in
- Tabulate model output in a publication-ready, uniform manner,
- Make easily customizable graphs for SEM-models.
These functions are designed with thetidy tools manifesto (Wickham,last updated23-11-2019) inmind, and interface with the existing suite of packages in thetidyverse.
You can install the public release oftidySEM from CRAN with:
install.packages("tidySEM")If you want access to the latest developer version, including featuresthat may not yet be finalized, you can install the development versionoftidySEM from R-universe with:
install.packages('tidySEM',repos= c('https://cjvanlissa.r-universe.dev','https://cloud.r-project.org'))
And if you are a developer and want to contribute totidySEM, or wantto install a specific historical version of the package, you can installdirectly from GitHub with:
install.packages("remotes")remotes::install_github('cjvanlissa/tidySEM')
Every user-facing function in the package is documented, and thedocumentation can be accessed by running?function_name in the Rconsole, e.g.,?graph_sem.
Furthermore, there are three main vignettes, describing the three maintracks oftidySEM functions:
- Avignette about generating syntax and estimatingmodels
- Avignette about tabulatingresults
- Avignette about makinggraphs
- An additional vignette describes thegraphingconventionsfor structural equation models.
You can cite the R-package with the following citation:
Van Lissa, C. J., (2019).tidySEM: Tidy structural equationmodeling. R package version 0.2.1.https://github.com/cjvanlissa/tidySEM/
If you have ideas, please get involved. You can contribute by opening anissue on ‘GitHub’, or sending a pull request with proposed features (seefurther instructions below).
By participating in this project, you agree to abide by theContributorCovenant.
- Please always contribute via pull request instead of committing tomaster, so I can review the contribution.
- You can either fork the repository to your own account and thensubmit a pull request, or make minor changes directly on thisrepository, and choose to commit them to a different branch and senda pull request when you save those changes
- If you fix an issue, in your Commit message, please write “closes#issuenumber” so we can trace which commits fixed which issues
- Please add a line to NEWS.md for each bug fix or feature contribution
- Please increment the minor version number in DESCRIPTION, e.g.:0.2.3.1 -> 0.2.3.2
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