emmeans
Estimated Marginal Means, aka Least-Squares Means
Obtain estimated marginal means (EMMs) for many linear, generalized linear, and mixed models. Compute contrasts or linear functions of EMMs, trends, and comparisons of slopes. Plots and other displays. Least-squares means are discussed, and the term "estimated marginal means" is suggested, in Searle, Speed, and Milliken (1980) Population marginal means in the linear model: An alternative to least squares means, The American Statistician 34(4), 216-221 doi:10.1080/00031305.1980.10483031.
- Version1.10.7
- R versionR (≥ 4.1.0)
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?No
- Last release01/31/2025
Documentation
- VignetteA quick-start guide for emmeans
- VignetteFAQs for emmeans
- VignetteBasics of EMMs
- VignetteComparisons and contrasts
- VignetteConfidence intervals and tests
- VignetteInteraction analysis in emmeans
- VignetteWorking with messy data
- VignetteModels supported by emmeans
- VignettePrediction in emmeans
- VignetteRe-engineering CLDs
- VignetteSophisticated models in emmeans
- VignetteTransformations and link functions
- VignetteUtilities and options
- VignetteIndex of vignette topics
- VignetteExplanations supplement
- VignetteFor developers: Extending emmeans
- MaterialREADME
- MaterialNEWS
- In ViewsMixedModels
Team
Russell V. Lenth
MaintainerShow author detailsBen Bolker
Show author detailsRolesContributorMaarten Jung
Show author detailsRolesContributorJulia Piaskowski
Show author detailsRolesContributorFernando Miguez
Jonathon Love
Show author detailsRolesContributorHenrik Singmann
Maxime Herve
Show author detailsRolesContributorIago Giné-Vázquez
Show author detailsRolesContributorBalazs Banfai
Hannes Riebl
Show author detailsRolesContributorPaul Buerkner
Show author detailsRolesContributor
Insights
Last 30 days
This package has been downloaded 166,206 times in the last 30 days. That's a whole lot of downloads. Somewhere, a librarian is trying to figure out why more bandwidth is needed. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6,383 times.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Last 365 days
This package has been downloaded 1,565,950 times in the last 365 days. This is the academic equivalent of going platinum. Except, you know, with more charts and fewer screaming fans. Congratulations! The day with the most downloads was Apr 29, 2024 with 9,478 downloads.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Data provided by CRAN
Binaries
Dependencies
- Imports3 packages
- Enhances12 packages
- Suggests29 packages
- Reverse Depends5 packages
- Reverse Imports40 packages
- Reverse Suggests54 packages
- Reverse Enhances1 package