---
title: "operator"
output: rmarkdown::html_vignette
vignette: >
%\VignetteIndexEntry{operator}
%\VignetteEngine{knitr::rmarkdown}
%\VignetteEncoding{UTF-8}
---
```{r, include = FALSE}
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>"
)
```
```{r setup}
library(ggalign)
```
```{r setup_data}
set.seed(123)
small_mat <- matrix(rnorm(56), nrow = 8)
rownames(small_mat) <- paste0("row", seq_len(nrow(small_mat)))
colnames(small_mat) <- paste0("column", seq_len(ncol(small_mat)))
```
# Operators
## Addition operator
> `+`: adds elements to the active plot in the active layout.
The `+` operator is straightforward and should be used as needed.
In `quad_layout()` (`ggheatmap()`/`ggside()`), four nested layouts are available
for annotations: `top`, `left`, `bottom`, and `right`. If no active annotation
is set, `quad_layout()` (`ggheatmap()`/`ggside()`) treat itself as the active
layout. Since there is only one main plot in the `quad_layout()`
(`ggheatmap()`/`ggside()`), the main plot is always treated as the active plot
in this context.
```{r}
# Initialize the heatmap; by default, no active annotation will be set.
# The active layout is the heatmap layout, and the active plot in the layout is
# the main plot.
ggheatmap(small_mat) +
# Add elements to the main plot
scale_fill_viridis_c() +
# Change the active layout to the left annotation
anno_left(size = 0.2) +
# Add a dendrogram in the left annotation
align_dendro() +
# Change the active layout to the right annotation
anno_right(size = 0.2) +
# Add a dendrogram in the right annotation
align_dendro()
```
In `ggstack()`/`stack_layout()`, a nested layout will only occur if you pass a
`quad_layout()` into `ggstack()`/`stack_layout()`. If the active plot within the
`ggstack()`/`stack_layout()` is `quad_layout()`, this `quad_layout()` is treated
as the active layout, and the `+` operator will add elements to it, following
the same principles as in `quad_layout()`. Otherwise, the
`ggstack()`/`stack_layout()` itself is treated as the active layout, and the `+`
operator will add elements directly to this plot.
```{r}
stack_alignh(small_mat) +
# the dendrogram will be added to the stack
align_dendro() +
# Add elements to the dendrogram
geom_point() +
# add a heamtap layout to the stack
ggheatmap() +
# the active layout is the heamtap layout
# so following elements will be added to the heatmap layout
theme(axis.text.x = element_text(angle = -60, hjust = 0)) +
anno_right() +
align_dendro()
```
## logical AND operator
> `&`: applies elements to all plots in the layout.
The `&` operator works similarly to `patchwork`, applying an element across all
plots in a layout. Since `&` has lower precedence than `+`, it's generally best
to use it at the end of an expression or you should wrap it in parentheses when
needed.
```{r}
# Initialize the heatmap with color scales and annotations.
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
# Add a dendrogram in the left annotation and split the dendrogram into 3 groups
align_dendro(aes(color = branch), k = 3L) +
anno_right(size = 0.2) +
# Add a dendrogram in the right annotation and split the dendrogram into 3 groups
align_dendro(aes(color = branch), k = 3L) &
# Set color scale for all plots
scale_color_brewer(palette = "Dark2")
```
## Subtraction operator
The `-` operator is more powerful than the `+` operator, enabling flexible
addition of elements to multiple plots. While its use might initially seem
unintuitive, the reason behind this is that `-` shares the same precedence group
as `+`, which allows it to seamlessly combine with `+`.
### quad_layout()
If the active layout is the `ggheatmap()`/`quad_layout()` itself, the `-`
operator behaves similarly to `&`. It applies the specified elements to all
plots within the layout.
```{r}
# Initialize the heatmap
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_right(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
# Remove any active annotation
quad_active() -
# Set color scale for all plots, since the active layout is the `ggheatmap()`/`quad_layout()`
scale_color_brewer(palette = "Dark2")
```
If the active layout is the annotation stack, the `-` operator will only add
the elements to all plots in the active annotation stack:
```{r}
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
align_dendro(aes(color = branch), k = 3L) -
# Modify the the color scales of all plots in the left annotation
scale_color_brewer(palette = "Dark2")
```
### stack_layout()
If the active layout is the `ggstack()`/`stack_layout()` itself, `-` applies the
elements to all plots in the layout except the nested
`ggheatmap()`/`quad_layout()`.
```{r}
stack_alignv(small_mat) +
align_dendro() +
ggtitle("I'm from the parent stack") +
ggheatmap() +
# remove any active context
stack_active() +
align_dendro() +
ggtitle("I'm from the parent stack") -
# Modify the the color scales of all plots in the stack layout except the heatmap layout
scale_color_brewer(palette = "Dark2") -
# set the background of all plots in the stack layout except the heatmap layout
theme(plot.background = element_rect(fill = "red"))
```
When the active layout is the nested `ggheatmap()`/`quad_layout()`, the `-`
operator applies the elements to this nested layout, following the same
principles as in the `ggheatmap()`/`quad_layout()`.
Want apply elements for plots in both `stack_layout()` and the nested
`ggheatmap()`/`quad_layout()` at the same time? refer to the following section.
# `with_quad`
Along with the `-` operator, `with_quad()` can be used to modify the operated
context of `ggheatmap()`/`quad_layout()`.
This function accepts three arguments:
1. **x**: The object to be applied using the `-` operator.
2. **position**: A string containing one or more of
`r ggalign:::oxford_and(ggalign:::.tlbr)` specifies the context for applying
`x`.
3. **main**: A single boolean value indicates whether `x` should also apply to
the main plot within `ggheatmap()`/`quad_layout()`. Only used when `position`
is not `NULL`.
## quad_layout()
By default, if the active layout is the `ggheatmap()`/`quad_layout()` itself,
`with_quad()` won't do something special. But when the active context in
`ggheatmap()`/`quad_layout()` is set to `top` or `bottom`, by wrapping object
with `with_quad()`, the `-` operator will apply changes not only to that
annotation but also to the opposite one (i.e., bottom if top is active, and vice
versa). The same principle applies to the left and right annotation. In these
cases, the object will also be applied to the main plot by default unless
specified by `main` argument otherwise.
```{r}
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
# Change the active layout to the left annotation
anno_top(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_bottom(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) -
# Modify the color scale of all plots in the bottom and the opposite annotation
# in this way, the `main` argument by default would be `TRUE`
with_quad(scale_color_brewer(palette = "Dark2", name = "Top and bottom"))
```
The `position` argument can be a string containing one or more of
`r ggalign:::oxford_and(ggalign:::.tlbr)`, indicating which annotation stack
should be used as the context. When the `position` argument is manually set, the
default value of the `main` argument will be `FALSE`.
```{r}
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_top(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_bottom(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) -
# Modify the background of all plots in the left and top annotation
with_quad(theme(plot.background = element_rect(fill = "red")), "tl")
```
Setting `position` to `NULL` removes any active annotation stack, meaning the
object will apply to all plots in the layout, including annotation stacks:
```{r}
ggheatmap(small_mat) +
scale_fill_viridis_c() +
anno_left(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_top(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) +
anno_bottom(size = 0.2) +
align_dendro(aes(color = branch), k = 3L) -
# Modify the background of all plots
with_quad(theme(plot.background = element_rect(fill = "red")), NULL)
```
## stack_layout()
By default, when the active layout is the `stack_layout()` itself, by wrapping
object with `with_quad()`, `-` operator will apply changes to all plots along
the `stack_layout()`, which means if the stack layout is in horizontal, `-`
operator will also add the element to the left and right annotation, if the
stack layout is in vertical, `-` operator will also add element to the top and
bottom annotation. In these cases, the object will also be applied to the main
plot by default unless specified by `main` argument otherwise.
```{r}
stack_alignv(small_mat) +
align_dendro() +
ggtitle("I'm from the parent stack") +
ggheatmap() +
anno_top() +
align_dendro() +
ggtitle("I'm from the nested heatmap") +
# remove any active context
stack_active() +
align_dendro() +
ggtitle("I'm from the parent stack") -
# Modify the the color scales of all plots in the stack layout except the heatmap layout
scale_color_brewer(palette = "Dark2") -
# set the background of all plots in the stack layout (including plots in the heatmap layout)
with_quad(theme(plot.background = element_rect(fill = "red")))
```
When the active layout is the nested `ggheatmap()`/`quad_layout()`, the `-`
operator applies the elements to this nested layout, following the same
principles as for `ggheatmap()`/`quad_layout()`.
# Session information
```{r}
sessionInfo()
```