Declarative visualization for Elm
This library allows you to create Vega-Lite specifications in Elm providing a pure functional interface to declarative visualization construction.
The library does not generate graphical output directly, but instead it allows you to create a JSON specification that can be sent to the Vega-Lite runtime to create the output. This is therefore a 'pure' Elm package without any external non-Elm dependencies.
A simple scatterplot encoding engine power and efficiency as x- and y-position and country of origin with colour:
let
cars =
dataFromUrl "data/cars.json" []
enc =
encoding
<< position X [ PName "Horsepower", PmType Quantitative ]
<< position Y [ PName "Miles_per_Gallon", PmType Quantitative ]
<< color [ MName "Origin", MmType Nominal ]
in
toVegaLite [ cars, mark Circle [], enc [] ]
This generates a JSON specification that when sent to the Vega-Lite runtime produces the following output:
The specification generated by elm-vega for this example looks like this:
{
"$schema": "https://vega.github.io/schema/vega-lite/v2.json",
"data": {
"url": "data/cars.json",
"format": {
"type": "json"
}
},
"mark": "circle",
"encoding": {
"x": {
"field": "Horsepower",
"type": "quantitative"
},
"y": {
"field": "Miles_per_Gallon",
"type": "quantitative"
},
"color": {
"field": "Origin",
"type": "nominal"
}
}
}
There is a demand for good visualization packages with Elm. And there are certainly plenty of data visualization packages available, ranging from low level SVG rendering through a host of charting packages (e.g. Charty and elm-charts) to elegant, opinionated chart construction and more comprehensive visualization libraries. The designs of each reflects a trade-off between concise expression, generalisability and comprehensive functionality.
Despite the numbers of libraries, there is a space for a higher level data visualization package (avoiding, for example the need for explicit construction of chart axes) but one that offers the flexibility to create a wide range data visualization types and styles. In particular no existing libraries offer easily constructed interaction and view composition (building 'dashboards' comprising many chart types). elm-vega is designed to fill that gap.
Characteristics of elm-vega
-
Built upon the widely used Vega-Lite specification that has an academic robustness and momentum behind its development (Vega-Lite is itself built upon the hugely influential Grammar of Graphics).
-
High-level declarative specification (a chart can be fully specified in as few as five lines of code)
-
Extensive use of union types means "the compiler is your friend" when building and debugging complex visualizations.
-
Flexible interaction for selecting, filtering and zooming built-in to the specification.
-
Hierarchical view composition allows complex visualization dashboards to be built from trees of simpler views.
Vega-Lite hits the sweet spot of abstraction between lower-level specifications such as D3 and higher level visualization software such as Tableau. By using JSON to fully encode a visualization specification Vega-Lite is portable across a range of platforms and sits well in the JavaScript / Web ecosystem. Yet JSON is really an interchange format rather than one suited directly for visualization design and construction.
By wrapping Vega-Lite within the Elm language, we can avoid working with JSON directly and instead take advantage of a typed functional programming environment for improved error support and customisation. This greatly improves reusability of code (for example, it is easy to create custom chart types such as box-and-whisker plots that can be used with a range of datasets) and integration with larger programming projects.
Elm and elm-vega provide an ideal environment for educators wishing to teach Data Visualization combining the beginner-friendly design of Elm with the robust and theoretically underpinned design of a grammar of graphics.
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elm-vega does not render graphics directly, but instead generates data visualization specifications that may be passed to JavaScript for rendering.
-
elm-vega is currently limited to the Vega-Lite specification (and a small amount of the Vega specification) so is limited to Cartesian coordinate systems (e.g. no pie charts or rose diagrams). However, full Vega integration is currently being developed for a later release.
-
While limited animation is possible through interaction and dynamic data generation, there is no direct support for animated transitions (unlike D3 for example).
- To get started with your first Elm-Vega program, see Creating your first Elm-Vega visualization.
- For a more thorough set of examples/tutorial, see the elm-vega walkthrough.
- For the elm-vega API documentation see http://package.elm-lang.org/packages/gicentre/elm-vega/latest
- Further examples can be found in the elm-vega vlExamples folder