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gratia

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Additional capability
The changelog describes experimental parallel processing support for smooth_estimates() and basis() through purrr, with a current R session configured using mirai::daemons().gavinsimpson.github.io · read 11 Oct 2026
Audience
The overview describes gratia as helping people work with GAMs in the tidyverse, where this can otherwise be tedious or difficult without understanding GAMs and mgcv model objects.gavinsimpson.github.io · read 11 Oct 2026
Bayesian analysis
Yesgavinsimpson.github.io · read 24 Sep 2026
Compatibility limit
The overview says specialist smoothers with bases mrf, sw, and sf are not currently supported.gavinsimpson.github.io · read 11 Oct 2026
Confidence intervals
gratia provides pointwise and simultaneous intervals for estimated smooths.gavinsimpson.github.io · read 11 Oct 2026
Deployment
desktopgavinsimpson.github.io · read 24 Sep 2026
Derivatives
The package estimates derivatives of fitted smoothers.gavinsimpson.github.io · read 11 Oct 2026
Development
The project describes gratia as under active development.gavinsimpson.github.io · read 11 Oct 2026
Diagnostics
The appraise() function provides model diagnostic plots.gavinsimpson.github.io · read 11 Oct 2026
Documentation
The getting-started guide says documentation is an area currently lacking and points users to package help pages and examples.gavinsimpson.github.io · read 11 Oct 2026
Installation
The package is available from CRAN with install.packages("gratia"), and the site also documents installation from GitHub and rOpenSci's R Universe.gavinsimpson.github.io · read 11 Oct 2026
Install options
The package page lists installation from CRAN, GitHub, and rOpenSci's R Universe service.gavinsimpson.github.io · read 11 Oct 2026
Integrations
The official getting-started guide demonstrates using gratia with mgcv, ggplot2, and dplyr.gavinsimpson.github.io · read 11 Oct 2026
Intended users
The package is designed to help people working with GAMs in the tidyverse.gavinsimpson.github.io · read 11 Oct 2026
License
The project identifies its license as MIT.gavinsimpson.github.io · read 11 Oct 2026
Maintainer
The package site names Gavin L. Simpson as author, maintainer, and copyright holder.gavinsimpson.github.io · read 11 Oct 2026
Models
It provides graphics and utility functions for GAMs fitted using the mgcv package.gavinsimpson.github.io · read 11 Oct 2026
Plotting
The draw() function produces ggplot2-based plots of estimated smooths and other model terms.gavinsimpson.github.io · read 11 Oct 2026

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