<aside> ❗ In case you get stuck with this tutorial, the Q&A: Making visualisations with the Grammar of Graphics live session on Wednesday 19 October (between 15h30 and 16h30) is a good occasion to pose your questions. But you can always add your questions directly as comments in this module.
</aside>
Vega-Lite is an open source language to store and exchange descriptions of visualisations. These descriptions are called specifications. Vega-Lite uses the JavaScript Object Notation (JSON, see further) for its specifications.
Vega-Lite was designed as a more concise and convenient version of the even more flexible but harder to work with Vega language. Both Vega and Vega-Lite can be used to specify the interactive behaviour of a visualisation too. Vega and Vega-Lite were developed at the Interactive Data Lab of the University of Washington.
Vega-Lite is not a library or a software program that you can use on its own to produce data visualisations. Vega-Lite specifications only describe how a visualisation should be constructed from the data, based on the logic and the building blocks of the Grammar of Graphics.
Under the hood, many visualisation tools are using Vega and Vega-Lite, and many programming languages have plugins to work with Vega-Lite specifications and generate visualisations based on them. Check the Vega-Lite Ecosystem for an overview of tools and plugins that use Vega-Lite.
The documentation of the full Vega-Lite specification is published at vega.github.io/vega-lite/docs. In this module, we will link back to parts of this documentation for reference.
The main tool to edit Vega-Lite specifications and generate visualisations based on them is the online Vega-Lite editor. To use the editor, no software needs to be installed on your computer: everything runs in the browser.
In the Vega-Lite editor, you can view and edit the Vega-Lite JSON specification in the left pane, and the resulting visualisation is shown on the right. This means that on top of Vega-Lite, the Vega-Lite editor is using an additional library to generate the chart from the Vega-Lite specification.
Source: Maarten Lambrechts, CC BY SA 4.0
With the “Export” button in the top menu, you can export the visualisation or the specification in various formats, and with the “Examples” button you have access to the almost 200 visualisations and their specifications in the Vega-Lite examples gallery.
Because Vega-Lite specifications are written in JSON, a basic understanding of JSON is needed before starting to work with Vega-Lite.
JSON, or Javascript Object Notation, is a human readable, open standard file format that is widely used to exchange data. Although its name indicates that it originated from the JavaScript programming language, it is used by many other programming languages, and many tools are able to read and write JSON files (which can (but don’t have to) have a .json
file extension).
JSON files can be opened and edited with any text editor, and its structure consists of key-value pairs separated with a colon:
{
"firstName": "John",
"lastName": "Smith",
"isAlive": true,
"age": 27,
"address": {
"streetAddress": "21 2nd Street",
"city": "New York",
"state": "NY",
"postalCode": "10021-3100"
},
"phoneNumbers": [
{
"type": "home",
"number": "212 555-1234"
},
{
"type": "office",
"number": "646 555-4567"
}
],
"children": [],
"spouse": null
}
From the example JSON above, you can see that the values can be
firstName
age