# Tutorials

Learn to visualize your data like an expert with these practical how-tos for presentation, analysis, and understanding.

#### How to Make a Multi-line Step Chart in R

For the times your data represents immediate changes in value.

#### Symbols-based Unit Charts to Show Counts in R

Add visual weight by using individual items to show counts.

#### Introducing a Course for Mapping in R

Mapping geographic data in R can be tricky, because there are so many…

#### How to Edit R Charts in Adobe Illustrator

A detailed guide for R users who want to polish their charts in the popular graphic design app for readability and aesthetics.

#### How to Make an Animated Map in R, Part 4

In the the last part of the four-part series, you make a longer animation with more data and annotate.

#### Transitioning Map, Part 3: Animate Change Over Time

How to make a bunch of maps and string them together to show change.

#### Transitioning Map, Part 2: Refining the Format and Layout

How to make a more readable and more visually accurate map, before you dive into the big transitions.

#### Transitioning Map, Part 1: Mapping Irregular Data with Interpolation in R

Rarely do you have evenly-spaced data across an entire geographic space. Here is a way to fill in the gaps.

#### How to Visualize Proportions in R

There are many ways to show parts of a whole. Here are quick one-liners for the more common ones.

#### How to Make Beeswarm Plots in R to Show Distributions

Try the more element-based approach instead of your traditional histogram or boxplot.

#### Make a Moving Bubbles Chart to Show Clustering and Distributions

Use a force-directed graph to form a collection of bubbles and move them around based on data.

#### How to Make Square Pie Charts in R

Instead of traditional pie charts that rely on angles and arc lengths to show parts of a whole, try this easier-to-read version.

#### Annotating Charts in R

Let the data speak for itself they say. That doesn't work a lot of the time, and when that happens, you need to explain.

#### A Course for Visualizing Time Series Data in R

Learn to visualize temporal patterns in a couple of days.

#### Drawing Circles and Ellipses in R

Whether you use circles as visual encodings or as a way to highlight areas of a plot, there are functions at your disposal.

#### Drawing Squares and Rectangles in R

R makes it easy to add squares and rectangles to your plots, but it gets a little tricky when you have a bunch to draw at once. The key is to break it down to the elements.

#### Voronoi Diagram and Delaunay Triangulation in R

The

`deldir`

package by Rolf Turner makes the calculations and plotting straightforward, with a few lines of code. #### How to Make an Interactive Stacked Area Chart

Stacked area charts let you see categorical data over time. Interaction allows you to focus on specific categories without losing sight of the big picture.

#### How to Customize Axes in R

For presentation purposes, it can be useful to adjust the style of your axes and reference lines for readability. It's all about the details.

#### How to Make an Interactive Bar Chart With a Slider

Provide a slider for the standard bar chart so that users can shift focus to a point of interest.

#### How to Make an Animated Pyramid Chart in R

Make a bunch of charts, string them together like a flip book, and there's your animation. Sometimes good for showing changes over time. Always fun to play with.

#### How to Make Bivariate Area Charts in R

Quickly compare two time series variables with this line-area chart hybrid that originated in the 1700s. Also known as: difference chart.