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To-Vega


Note: this project is no longer active. Please try its replacement: Vizsla.


To-Vega is a simple JavaScript library for creating Vega-Lite specifications. For example:

tv('pets.json').point().x('cat').y('dog').spec

returns the object:

{
  '$schema': 'https://vega.github.io/schema/vega-lite/v3.json',
  data: { url: 'pets.json' },
  mark: 'point',
  encoding: {
    x: { field: 'cat', type: 'quantitative' },
    y: { field: 'dog', type: 'quantitative' }
  }
}

Typically, it is easy to add a suitable plot method to the library (the details depend on the context) allowing for code such as:

tv('pets.json').point().x('cat').y('dog').plot()

To-Vega makes it easy to generate a spec and set commonly used properties. More advanced options can also be set with To-Vega or alternatively, standard JavaScript can be used.

See this Observable notebook for some interactive examples.

Install/Load

To-Vega uses the Universal Module Definition (UMD) so should work in any JavaScript environment. For example:

  • Node.js:

    • install: npm --save install to-vega
    • load: const tv = require('to-vega')
  • Browser, using <script>: creates a global variable tv

Usage

Assuming To-Vega has been loaded as above, create a spec with tv(data). If data is a string, it is used as the data.url property of the spec, otherwise it is used as the data.values property. If data is omitted, tv does not add a data property to the spec.

tv returns a To-Vega object. The methods of a To-Vega object return the same object which allows methods to be chained. The spec property of a To-Vega object contains the actual spec.

In the docs below, the term 'current object' refers to the object that we are currently adding properties to — our current location in the spec. When a spec is first created, the top-level object is the current object.

Methods

Basic

The following methods set the corresponding property of the current object:

description, title, width, height, name, transform, $schema, background, padding, autosize, config, selection, facet, repeat, resolve

E.g. tv().width(300) or tv().selection({brush: {type: 'interval'}})

The following methods have slightly more complex behavior:

  • data sets the data property of the current object; data interprets its argument in the same way as tv

  • projection and proj set the projection property of the current object: if passed a string, the projection property is set to {type: theString}, otherwise the projection property is set to the argument

  • across and down set the column and row properties respectively of the repeat property of the current object

    • the repeat property is created if it does not exist
    • pass field names as separate arguments to across and down (use spread syntax to pass an array, e.g. .down(...theArray))
  • desc is an alias for description

  • prop sets a property of the current object, e.g. .prop('width',300) is equivalent to .width(300)

Compose

hconcat, vconcat, layer

These methods set the property of the same name (on the current object) to an array, add an empty object to the array and make it the current object.

The open method is similar, but does not add an array: open sets the spec property (of the current object) to an empty object and makes it the current object.

hconcat, vconcat, layer and open take no arguments.

Call .end to exit an array or object:

  • if inside a 'composition array' (created by hconcat, vconcat or layer), end closes the current object (the array entry) and closes the array

  • if inside an inner spec object (created with open), end closes the object

  • otherwise, end throws an error

Marks

area, bar, boxplot, circle, errorband, errorbar, geoshape, line, point, rect, rule, square,text, tick, trail

If the current object is the top-level object or an inner spec object (created with open), mark methods set the mark property.

Inside a composition array, mark methods set the mark property if it does not exist (or is falsy). However, if the mark property already exists (and is truthy), mark methods add a new object to the composition array, make this the current object and set its mark property.

If a mark method is passed an object, the object is used as the value of the relevant mark property. The passed object need not have a type property; the name of the mark method is used by default. If a mark method is not passed an object, the relevant mark property is set to the name of the mark method.

mark is a generic method, e.g. .mark('bar', ops) is equivalent to .bar(ops).

Use add inside a composition array to add an empty object and make it the current object (but not set its mark property). add takes no arguments.

Channels

x, y, x2, y2, longitude, latitude, longitude2, latitude2, color, opacity, size, shape, label, tooltip, href, key, order, detail, row, column

These methods set properties (channels) of the encoding property of the current object — the encoding property is added if it does not exist (or is falsy).

Note: label actually sets the text channel (recall that text is a mark method).

A channel method can take up to 3 arguments:

tv.x(field, type, ops)

  • field: field property; no field property is added if field is undefined or null

  • type: type property

    • 'n', 'o', 'q', or 't' can be passed instead of 'nominal', 'ordinal', 'quantitative' or 'temporal' respectively
    • if type is falsy, the type property defaults to 'q' if field is used; otherwise, the type property is not set
  • ops: object with any other properties to set, e.g. {aggregate: 'sum', axis: {title: 'population}, stack: normalize}

There is also a generic channel method. For example, .channel('x','dogs','q',ops) is equivalent to .x('dogs','q',ops).

Other

json returns the spec as a JSON string.

setPlot sets the plot method. For example, if the function vegalite plots a Vega-Lite spec, we could write:

tv.setPlot(function() {return vegalite(this.spec)})

then write code such as:

tv('pets.json').point().x('cat').y('dog').plot()

setPlot must be used to set the plot method; setting plot directly (e.g. tv.prototype.plot = someFunction) will not work.

Notes

  • the _obj and _stack properties of a To-Vega object are the current object and stack respectively; do not modify these directly

  • the spec property is the 'live' spec; if you modify the spec directly, do not use To-Vega methods to modify it further

  • the argument of a mark method and the third argument of a channel method are shallow copied; other methods do not copy objects before adding them to the spec

  • instanceof will not work on To-Vega objects

Contributions

Are welcome! Open an issue or create a pull request.

Also See

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Simple JavaScript library for creating Vega-Lite specifications.

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