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Display penalty matrices of smooths using ggplot

Source: R/draw-methods.R
draw.penalty_df.Rd

Displays the penalty matrices of smooths as a heatmap using ggplot

Usage

# S3 method for class 'penalty_df'
draw(
  object,
  normalize = FALSE,
  as_matrix = TRUE,
  continuous_fill = NULL,
  xlab = NULL,
  ylab = NULL,
  title = NULL,
  subtitle = NULL,
  caption = NULL,
  ncol = NULL,
  nrow = NULL,
  guides = "keep",
  ...
)

Arguments

object

a fitted GAM, the result of a call to mgcv::gam().

normalize

logical; normalize the penalty to the range -1, 1?

as_matrix

logical; how should the plotted penalty matrix be oriented? If TRUE row 1, column 1 of the penalty matrix is draw in the upper left, whereas, if FALSE it is drawn in the lower left of the plot.

continuous_fill

a suitable fill scale to be used when plotting continuous variables.

xlab

character or expression; the label for the x axis. If not supplied, no axis label will be drawn. May be a vector, one per penalty.

ylab

character or expression; the label for the y axis. If not supplied, no axis label will be drawn. May be a vector, one per penalty.

title

character or expression; the title for the plot. See ggplot2::labs(). May be a vector, one per penalty.

subtitle

character or expression; the subtitle for the plot. See ggplot2::labs(). May be a vector, one per penalty.

caption

character or expression; the plot caption. See ggplot2::labs(). May be a vector, one per penalty.

ncol, nrow

numeric; the numbers of rows and columns over which to spread the plots.

guides

character; one of "keep" (the default), "collect", or "auto". Passed to patchwork::plot_layout()

...

additional arguments passed to patchwork::wrap_plots().

Examples

load_mgcv()
dat <- data_sim("eg4", n = 400, seed = 42)
m <- gam(y ~ s(x0) + s(x1, bs = "cr") + s(x2, bs = "bs", by = fac),
  data = dat, method = "REML"
)

## produce a multi-panel plot of all penalties
draw(penalty(m))


# for a specific smooth
draw(penalty(m, select = "s(x2):fac1"))