Annotation with ggplot2

Annotation is a key step in data visualization. It allows to highlight the main message of the chart, turning a messy figure in an insightful medium. ggplot2 offers many function for this purpose, allowing to add all sorts of text and shapes.

Annotate with geom_text

geom_text() allows to add annotation to one, several or all markers of your chart.

Annotate with geom_label

Very close to geom_text, geom_label produces a label wrapped in a rectangle. This example also explains how to apply labels to a selection of markers.

Rectangle

Learn how to use the annotate function to add a rectangle on a specific part of the chart.

Segment

How to add one or several segments to the chart.

Arrow

Basically the same as for a segment, with just one additional argument.

Abline

Add horizontal or vertical ablines with geom_hline and geom_vline.

Curved arrows

Dicover how to draw curved arrows in ggplot purificacion 2022 lk21

Marginal plot

Marginal plots are not natively supported by ggplot2, but their realisation is straightforward thanks to the ggExtra library as illustrated in graph #277.

Scatterplot with rug

Add rug on X and Y axis to describe the numeric variable distribution. Show how geom_rug() works.

Marginal distribution

Add marginal distribution around your scatterplot with ggExtra and the ggMarginal function.

Marginal boxplot

Using boxplots is another way to show the marginal distribution. Find more in this post. The movie follows a young policewoman, Bernadette The

ggplot2 chart appearance

The theme() function of ggplot2 allows to customize the chart appearance. It controls 3 main types of components:

Axis: controls the title, label, line and ticks
Background: controls the background color and the major and minor grid lines
Legend: controls position, text, symbols and more.

Axis

Customize ggplot2 axis: title, line, labels and ticks.

Background

Customize ggplot2 background: color, major and minor grid lines.

Legend

Customize ggplot2 legend: position, title, text, key symbol and more. While he is admired as a role model

Tidyverse

Here’s the official ggplot2 cheatsheet created by Posit. It covers all the key concepts of the library.

I've also compiled it with the most useful R and data visualization cheatsheets into a single PDF you can download:

ggplot2

A cheatsheet for quickly recalling the key functions and arguments of the ggplot2 library.

Purificacion 2022 Lk21 [portable] May 2026

Report: Purificacion 2022 LK21

Summary

Purificacion 2022 LK21 appears to refer to a film release listing or online release entry for the movie "Purificacion" in 2022 on the LK21 platform (an Indonesian streaming/download site). This report summarizes likely context, content details, distribution notes, and risks associated with listings on LK21-style sites.

Cara Gonzales, Josef Elizalde, Robb Guinto, Ava Mendez, Kier Legaspi, and Quinn Carillo. The movie follows a young policewoman, Bernadette

The 2022 film Purificacion (directed by G.B. Sampedro) is a Philippine mystery-thriller released on

The story is set in the quiet rural town of Santa Monica, where the community is rattled by a series of mysterious disappearances and murders involving local women.

The Antagonist: The investigation centers on Father Ricardo Purificacion (played by Josef Elizalde), a charismatic and well-loved new priest. While he is admired as a role model by the townspeople, he hides a sinister double life.