The Vega-Lite Visualization Library (vega-lite)

Vega-Lite Visualization Library

Module: vegalite

vegalite

Module containing a function to display a relation R as a Vega-Lite chart, if supported by the client, as well as convenience functions for constructing relations to be plotted.

Display function

plot[R]: Given a relation representing a full JSON Vega-Lite schema, richly render it as a Vega-Lite chart. See the Vega-Lite docs for more information on creating a Vega-Lite schema.

Convenience functions

The convenience functions build upon the vegalite_utils and templates to provide a simpler interface to generate common plot types. All convenience functions take in required arguments for that type of plot, along with a CONFIG relation, which includes the data. They each output a JSON relation, which can then be plotted with the plot display function, or further modified by overloading the relation or overriding specific values (see right_override).

bar[X, Y, CONFIG]: Given an X relation specifying the x field (categorical data), a Y relation specifying the y field (quantitative data), and a CONFIG relation (see the section on CONFIG below), gives a relation specifying a bar chart in vegalite.
scatter[X, Y, CONFIG]: Given an X relation specifying the x field (quantitative data), a Y relation specifying the y field (quantitative data), and a CONFIG relation (see the section on CONFIG below), gives a relation specifying a scatter chart in vegalite.
line[X, Y, CONFIG]: Given an X relation specifying the x field (quantitative data), a Y relation specifying the y field (quantitative data), and a CONFIG relation (see the section on CONFIG below), gives a relation specifying a scatter chart in vegalite.

The convenience functions generally combine encoding functions from vegalite_utils along with other utilities with the corresponding vegalite_templates template. The CONFIG relation requires the (:data, DATA) tuple at a minimum, but can also include tuples with any vegalite_utils utility name and its arguments (e.g. (:width, 500), (:x, :axis, :orient, "top"))

Examples

Specify a full JSON Relation

def chart[:data, :values, :[]] = {
  (1, :a, "A");
  (1, :b, 28);
  (2, :a, "B");
  (2, :b, 55);
  (3, :a, "C");
  (3, :b, 43)
}
def chart[:mark, :type] = "bar"
def chart[:mark, :tooltip] = boolean_true // Note: JSON `boolean_true` / `boolean_false`
def chart[:encoding, :x] = {
  (:field, "a");
  (:type, "nominal");
  (:axis, :labelAngle, 0)
}
def chart[:encoding, :y] = {
  (:field, "b");
  (:type, "quantitative")
}
 
def output = vegalite:plot[chart]

Outputs the custom Rel Vega-Lite MIME type along with the chart relation tuples, for the plot to be rendered by Vega-Lite in a client.

Note: JSON-value relations require booleantrue / booleanfalse values in tuples (e.g. setting :tooltip to boolean_false), not the logical true / false used in Formulas. Logical true / false cannot be used as values.

Read in JSON example then add data

def chart = parse_json[\"\"\"{
  "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
  "description": "A simple bar chart with embedded data.",
  "mark": {"type": "bar", "tooltip": false},
  "encoding": {
    "x": {"field": "a", "type": "nominal", "axis": {"labelAngle": 0}},
    "y": {"field": "b", "type": "quantitative"}
  }
}\"\"\"]
 
def data = {("A", 28); ("B", 55); ("C", 43)}
def chart[:data][:values][:[]][i] =
  {(:a, a); (:b, b)} from a,b where enumerate[data](i, a, b)
 
def output = vegalite:plot[chart]

Combines the Vega-Lite JSON specification without data, with data defined in Rel. Outputs the custom Rel Vega-Lite MIME type along with the chart relation tuples.

Simple bar chart

def data:letter = {(1, "A"); (2, "B"); (3, "C")}
def data:number = {(1, 24); (2, 67); (3, 43)}
 
def chart = vegalite:bar[:letter, :number, {:data, data}]
def output = vegalite:plot[chart]

The data is defined in the (field, keys..., value) format (same format used by load_csv), and then plotted with the categorical letter field on the x axis and the quantitative number field on the y axis.

Complex bar chart from CSV data

// from the "Machine Learning (Classification)" How-To guide
def file_config[:path] = "s3://relationalai-documentation-public/ml-classification/penguin/penguins_size.csv"
 
def file_config[:schema, :species] = "string"
def file_config[:schema, :island] = "string"
def file_config[:schema, :culmen_length_mm] = "float"
def file_config[:schema, :culmen_depth_mm] = "float"
def file_config[:schema, :flipper_length_mm] = "float"
def file_config[:schema, :body_mass_g] = "float"
def file_config[:schema, :sex] = "string"
 
def chart_config:data = lined_csv[load_csv[file_config]]
def chart_config:color = {(:sex); (:title, "Sex"); (:scale, :schema, "dark2")}
def chart_config:y = {:title, "Count of Penguins"}
def chart_config:title = "🐧"
 
def chart = vegalite:bar[
  :species,
  {:aggregate, "count"},
  chart_config
]
 
def output = vegalite:plot[chart]

Outputs a stacked barchart of the count of penguins broken down by species (bar height) and sex (color within each bar).

The x axis field is set using the fieldname :species.

The {:aggregate, "count"} is using aggregate encoding to plot the number of records for each :species on the y axis instead of a field directly.

The :color encoding is doing three things:

Creating the stacking of the bar chart by coloring each bar by the :sex breakdown within each :species, grouping the chart data by :sex.
The (:color, :title) is being set to "Sex", which will update the title of the legend (included by default) as well as the field name displayed in the tooltip (included with the vegalite_templates:bar relation).
The color scheme is being changed from the default ("tableau10") to the "dark2" scheme.

See the Vega documentation for the full list of color schemes available.

The (:y, :title, "Count of Penguins") relation is setting the title of the y axis to "Count of Penguins". This also updates the field name displayed in the tooltip.

The (:title, "🐧") relation sets a title for the chart.

bar

bar[X, Y, CONFIG]

Construct a Vega-Lite specification for a bar chart.

Arguments

X: A relation specifying the x field in the chart. Typically, a RelName (e.g.

:category) will be passed to indicate the field in the :data to use as the x data. By default, this is set to “nominal” data (i.e. categorical) and the chart’s bars are sorted in ascending order by the value of this field. Can accept any values accepted by the :x encoding channel.

Y: A relation specifying the y field in the chart. Typically, a RelName (e.g.

:amount) will be passed to indicate the field in the :data to use as the y data. An :aggregate tuple might be used in addition to the field specified by a RelName (in the case of a "mean" of that field), or instead of the field (in the case of a "count" of records). By default, this is set to “quantitative” data. Can accept any values accepted by the :y encoding channel.

CONFIG: An overloaded relation with configuration for the chart. At a minimum, must contain the (:data, DATA) tuple, where DATA is a relation in the column-wise format (field, keys..., value). Any tuple in the CONFIG relation can contain the name of a utility from vegalite_utils along with the arguments to that utility.

Examples

Simple bar chart

def data:letter = {(1, "A"); (2, "B"); (3, "C")}
def data:number = {(1, 24); (2, 67); (3, 43)}
 
def chart = vegalite:bar[:letter, :number, {:data, data}]
def output = vegalite:plot[chart]

Complex bar chart from CSV data

// from the "Machine Learning (Classification)" How-To guide
def file_config[:path] = "s3://relationalai-documentation-public/ml-classification/penguin/penguins_size.csv"
 
def file_config[:schema, :species] = "string"
def file_config[:schema, :island] = "string"
def file_config[:schema, :culmen_length_mm] = "float"
def file_config[:schema, :culmen_depth_mm] = "float"
def file_config[:schema, :flipper_length_mm] = "float"
def file_config[:schema, :body_mass_g] = "float"
def file_config[:schema, :sex] = "string"
 
def chart_config:data = lined_csv[load_csv[file_config]]
def chart_config:color = {(:sex); (:title, "Sex"); (:scale, :schema, "dark2")}
def chart_config:y = {:title, "Count of Penguins"}
def chart_config:title = "🐧"
 
def chart = vegalite:bar[
  :species,
  {:aggregate, "count"},
  chart_config
]
 
def output = vegalite:plot[chart]

Outputs a stacked barchart of the count of penguins broken down by species (bar height) and sex (color within each bar).

The x axis field is set using the fieldname :species.

The {:aggregate, "count"} is using aggregate encoding to plot the number of records for each :species on the y axis instead of a field directly.

The :color encoding is doing three things:

creating the stacking of the bar chart by coloring each bar by the :sex breakdown within each :species.
The :title is being set to "Sex", which will update the title of the legend (included by default) as well as the field name displayed in the tooltip (included with the vegalite_templates:bar relation).
The color scheme is being changed from the default ("tableau10") to the "dark2" scheme.

See the vega documentation for the full list of color schemes available.

The (:y, :title, "Count of Penguins") relation is setting the title of the y axis to "Count of Penguins". This also updates the field name displayed in the tooltip.

The (:title, "🐧") relation sets a title for the chart.

Simple bar chart with entity data

entity Country
country_from_name = {
    "United States";
    "France";
    "Iceland";
}
 
def country:name(e, value) = country_from_name(value, e)
 
def country:population[e in country_from_name["Iceland"]] = 364134
def country:population[e in country_from_name["United States"]] = 328239523
def country:population[e in country_from_name["France"]] = 2931241
 
def chart = vegalite:bar[
  :name,
  :population,
  {:data, country}
]
def output = vegalite:plot[chart]

Outputs a bar chart with the country name on the x axis and the population on the y axis.

Horizontal bar chart sorted by value

def data:letter = {(1, "A"); (2, "B"); (3, "C")}
def data:number = {(1, 24); (2, 67); (3, 43)}
 
def chart = vegalite:bar[
  :number,
  :letter,
  {
    (:data, data);
    (:x, :type, "quantitative");
    (:y, :type, "nominal");
    (:sort, "-x")
  }
]
def output = vegalite:plot[chart]

Outputs a bar chart with horizontal bars of letter on the y axis vs number on the x axis. The bars are sorted by the x value (number) in descending order.

Definition

def bar[X, Y, CONFIG] = {
  vegalite_utils:x[X];
  vegalite_utils:y[Y];
  (vegalite_utils[util, CONFIG[util]] from util);
} <++ vegalite_templates:bar

line

line[X, Y, CONFIG]

Construct a Vega-Lite specification for a line chart.

Arguments

X: A relation specifying the x field in the chart. Typically, a RelName (e.g.

:year) will be passed to indicate the field in the :data to use as the x data. By default, this is set to “quantitative” data (i.e. categorical). Can accept any values accepted by the :x encoding channel.

Y: A relation specifying the y field in the chart. Typically, a RelName (e.g.

:price) will be passed to indicate the field in the :data to use as the y data. An :aggregate tuple might be used in addition to the field specified by a RelName (in the case of a "mean" of that field), or instead of the field (in the case of a "count" of records). By default, this is set to “quantitative” data. Can accept any values accepted by the :y encoding channel.

CONFIG: An overloaded relation with configuration for the chart. At a minimum, must contain the (:data, DATA) tuple, where DATA is a relation in the column-wise format (field, keys..., value). Any tuple in the CONFIG relation can contain the name of a utility from vegalite_utils along with the arguments to that utility.

Examples

Simple line plot

def data:year = {(1, 1990); (2, 2000); (3, 2010)}
def data:price = {(1, 36.2); (2, 45.2); (3, 74.0)}
 
def chart = vegalite:line[:year, :price, {:data, data}]
 
def output = vegalite:plot[chart]

The data is defined in the (field, keys..., value) format (same format used by load_csv), and then plotted with the quantitative year field on the x axis and the quantitative price field on the y axis.

Multi-line, colored line plot

// from the "Machine Learning (Regression)" How-To guide
def file_config[:path] = "s3://relationalai-documentation-public/ml-regression/airfoil/airfoil_self_noise.dat"
 
def file_config[:syntax, :header_row] = -1
def file_config[:syntax, :header] =
    (1, :frequency);
    (2, :angle);
    (3, :chord_length);
    (4, :velocity) ;
    (5, :displacement) ;
    (6, :sound)
 
def file_config[:syntax, :delim] = '\t'
 
def file_config[:schema, :frequency] = "float"
def file_config[:schema, :angle] = "float"
def file_config[:schema, :chord_length] = "float"
def file_config[:schema, :velocity] = "float"
def file_config[:schema, :displacement] = "float"
def file_config[:schema, :sound] = "float"
 
def chart_config:data = lined_csv[load_csv[file_config]]
def chart_config:color = {(:chord_length); (:title, "Chord Length")}
def chart_config:strokeWidth = {(:velocity); (:type, "nominal")}
def chart_config:opacity = 0.8
def chart_config:y = {:scale, :zero, boolean_false}
 
def chart = vegalite:line[
  :angle,
  {:sound; :aggregate, "mean"},
  chart_config
]
 
def output = vegalite:plot[chart]

Outputs a line plot of angle vs sound with the lines colored by chord_length and strokeWidth’ed by velocity. A legend and tooltip are included by default.

The X relation is simply the field names in the dataset in (:data, data). The Y relation is both a field name and an (:aggregate, "mean"), which sets the y axis to be the mean of the field :sound instead of the raw data points. The mean is grouped by both :chord_length and :velocity due to the :color and :strokeWidth encodings.

The :color relation sets a custom title, which displays on the legend and the tooltip (included by default with the vegalite_templates:line relation).

The :opacity of the lines is set to 0.8, making it easier to distinguish the densely clustered lines.

The :y encoding sets (:scale, :zero, boolean_false) so that the zero point is not included in the axis, which is the default for quantitative data.

Definition

def line[X, Y, CONFIG] = {
  vegalite_utils:x[X];
  vegalite_utils:y[Y];
  (vegalite_utils[util, CONFIG[util]] from util);
} <++ vegalite_templates:line

plot

plot[R]

Combine the Vega-Lite schema relation R with the Vega-Lite MIME type to be richly rendered by the client.

Definition

def plot[R] = {
  :MIME, MIME_REL_VEGALITE;
  // This logic makes no assumptions on the valid json-structure of the relation R;
  // instead that is checked in the front-end display.
  :plot, :vegalite, R
}

scatter

scatter[X, Y, CONFIG]

Construct a Vega-Lite specification for a scatter plot.

Arguments

X: A relation specifying the x field in the chart. Typically, a RelName (e.g.

:height) will be passed to indicate the field in the :data to use as the x data. By default, this is set to “quantitative” data (i.e. categorical). Can accept any values accepted by the :x encoding channel.

Y: A relation specifying the y field in the chart. Typically, a RelName (e.g.

:wingspan) will be passed to indicate the field in the :data to use as the y data. An :aggregate tuple might be used in addition to the field specified by a RelName (in the case of a "mean" of that field), or instead of the field (in the case of a "count" of records). By default, this is set to “quantitative” data. Can accept any values accepted by the :y encoding channel.

CONFIG: An overloaded relation with configuration for the chart. At a minimum, must contain the (:data, DATA) tuple, where DATA is a relation in the column-wise format (field, keys..., value). Any tuple in the CONFIG relation can contain the name of a utility from vegalite_utils along with the arguments to that utility.

Examples

Simple scatter plot

def data:height = {(1, 102); (2, 94); (3, 74)}
def data:wingspan = {(1, 36.2); (2, 45.2); (3, 35.0)}
 
def chart = vegalite:scatter[:height, :wingspan, {:data, data}]
 
def output = vegalite:plot[chart]

The data is defined in the (field, keys..., value) format (same format used by load_csv), and then plotted with the quantitative height field on the x axis and the quantitative wingspan field on the y axis.

Complex scatter plot from CSV data

Translated from the Colored Scatterplot Vega-Lite example.

// from the "Machine Learning (Classification)" How-To guide
def file_config[:path] = "s3://relationalai-documentation-public/ml-classification/penguin/penguins_size.csv"
 
def file_config[:schema, :species] = "string"
def file_config[:schema, :island] = "string"
def file_config[:schema, :culmen_length_mm] = "float"
def file_config[:schema, :culmen_depth_mm] = "float"
def file_config[:schema, :flipper_length_mm] = "float"
def file_config[:schema, :body_mass_g] = "float"
def file_config[:schema, :sex] = "string"
 
def chart_config:data = lined_csv[load_csv[file_config]]
def chart_config:color = :species
def chart_config:shape = :species
def chart_config:x = {(:title, "Flipper Length (mm)"); (:scale, :zero, boolean_false)}
def chart_config:y = {(:title, "Body Mass (g)"); (:scale, :zero, boolean_false)}
def chart_config:title = "🐧"
 
def chart = vegalite:scatter[
  :flipper_length_mm,
  :body_mass_g,
  chart_config
]
 
def output = vegalite:plot[chart]

Outputs a scatter plot of flipper length vs body mass with the points colored and shaped by the species. A legend and tooltip are included by default.

The X and Y relations are simply the field names in the dataset in :data, data.

The :species is double encoded with the :color and :shape property channels. Each species is assigned a unique shape and color, which are shown in the legend. This has the effect of grouping-by species in the plot.

Both the x and y axes have custom titles set (the default is the field name) and neither includes zero in its domain.

The (:title, "🐧") relation sets a title for the chart.

Set custom axis range

def data:height = {(1, 102); (2, 94); (3, 74)}
def data:wingspan = {(1, 36.2); (2, 45.2); (3, 35.0)}
 
def chart = vegalite:scatter[
  :height,
  :wingspan,
  {
    :data, data;
    :x, :scale, :domain, :[], {(1, 50); (2, 150)}
  }
]
 
def output = vegalite:plot[chart]

Output a scatter plot with the x axis from 50 to 150 instead of from zero to the field’s maximum (the default).

Definition

def scatter[X, Y, CONFIG] = {
  vegalite_utils:x[X];
  vegalite_utils:y[Y];
  (vegalite_utils[util, CONFIG[util]] from util);
} <++ vegalite_templates:scatter

Module: vegalite_templates

vegalite_templates

Contains partial specifications to be used as templates for creating common types of Vega-Lite charts:

bar: A bar chart with the categorical data on the x axis and quantitative on the y
scatter: A scatter plot with quantitative data on both axes
line: A line chart with quantitative date on both axes

bar

bar

Partial specification for a Vega-Lite bar chart

Example

def data:letter = {(1, "A"); (2, "B"); (3, "C")}
def data:number = {(1, 24); (2, 67); (3, 43)}
 
def chart = vegalite_utils:x[:letter]
def chart = vegalite_utils:y[:number]
def chart = vegalite_utils:data[data]
def chart = vegalite_templates:bar
 
def output = vegalite:plot[chart]

Outputs a bar chart with the letters on the x axis and the numbers on the y axis. The axis titles match the field names and a tooltip is included in the template.

Definition

def bar = {
  :mark, {:type, "bar"; :tooltip, boolean_true};
  :encoding, :y, :type, "quantitative";
  :encoding, :x, :type, "nominal";
}

line

line

Partial specification for a Vega-Lite line chart

Example

def data:year = {(1, 1990); (2, 2000); (3, 2010)}
def data:price = {(1, 36.2); (2, 45.2); (3, 74.0)}
 
def chart = vegalite_utils:x[:year]
def chart = vegalite_utils:y[:price]
def chart = vegalite_utils:data[data]
def chart = vegalite_templates:line
 
def output = vegalite:plot[chart]

Outputs a line plot with the year on the x axis and the price on the y axis and each (year, price) pair is connected by a line on the chart. The axis titles match the field names and a tooltip is included in the template.

Definition

def line = {
  :mark, {:type, "line"; :tooltip, boolean_true};
  :encoding, :y, :type, "quantitative";
  :encoding, :x, :type, "quantitative";
}

scatter

scatter

Partial specification for a Vega-Lite scatter plot

Example

def data:height = {(1, 102); (2, 94); (3, 74)}
def data:wingspan = {(1, 36.2); (2, 45.2); (3, 35.0)}
 
def chart = vegalite_utils:x[:height]
def chart = vegalite_utils:y[:wingspan]
def chart = vegalite_utils:data[data]
def chart = vegalite_templates:scatter
 
def output = vegalite:plot[chart]

Outputs a scatter plot with the height on the x axis and the wingspan on the y axis and each (height, wingspan) pair is a point on the chart. The axis titles match the field names and a tooltip is included in the template.

Definition

def scatter = {
  :mark, {:type, "point"; :tooltip, boolean_true};
  :encoding, :y, :type, "quantitative";
  :encoding, :x, :type, "quantitative";
}

Module: vegalite_utils

vegalite_utils

Utility functions for building Vega-Lite specifications. Most functions correspond to either a top-level or encoding key in the Vega-Lite specification.

angle

angle[:field_name]
angle[value]
angle[CONFIG]

Set the encoding for the angle mark property channel. The angle property sets the angle of text or point marks (e.g. rotating a text mark to 45 degrees). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :angle, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :angle, :value). Any tuples with arity >= 2 are prepended with (:encoding, :angle).

Examples

Set angle to a value

rel``` def output = vegalite_utils:angle[45]

Outputs `(:encoding, :angle, :value, 45)`. This rotates the angle of the mark 45 degrees
clockwise.

<p className="docstring-level-3">Set angle to a field</p>
rel```
def output = vegalite_utils:angle[:direction]

Outputs (:encoding, :angle, :field, "direction"). This rotates the angle of each mark by the value in the field :direction.

Definition

def angle[CONFIG] = encoding[:angle, CONFIG]

background

background[c]

Set the background color of the entire Vega-Lite chart to c. Gives c prepended with the :background key.

Definition

def background[c] = {:background, c}

color

color[:field_name]
color[value]
color[CONFIG]

Set the encoding for the color mark property channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :color, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :color, :value). Any tuples with arity >= 2 are prepended with (:encoding, :color).

Examples

Set color to a value

def output = vegalite_utils:color["cornflowerblue"]

Outputs (:encoding, :color, :value, "cornflowerblue"). Sets the color of the marks to Cornflower Blue.

Set color to a field

def output = vegalite_utils:color[:my_field]

Outputs (:encoding, :color, :field, "my_field"). When adding a color specification to a chart, it groups the data by that field. This results in multiple lines with a :line mark, a stacked bar chart, or colored points on a scatter plot.

Set color to a predefined scheme, no legend

def output = vegalite_utils:color[{
  (:my_field);
  (:scale, :scheme, "dark2");
  (:legend, boolean_false)
}]

Outputs a color encoding with the :field set to "my_field". The "dark2" color scheme is used instead of the default. The legend is suppressed by setting :legend to false.

Set color to a custom scheme, legend title

def output = vegalite_utils:color[{
  (:my_field);
  (:title, "Weather");
  (:scheme, {
    (:domain, :[], {(1, "sun"); (2, "fog"); (3, "rain")});
    (:range, :[], {(1, "yellow"); (2, "grey"); (3, "aqua")})
  })
}]

Outputs a color encoding with the :field set to "my_field". The legend title is set to "Weather" and the color scheme uses a custom mapping from data values in :my_field to colors (e.g. sun = yellow).

Definition

def color[CONFIG] = encoding[:color, CONFIG]

column

column[:field_name]
column[value]
column[CONFIG]

Set the encoding for the column channel. Setting the "column" property creates a column of subplots where is row is determined by the field specified. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with(:encoding, :column, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :column, :value). Any tuples with arity >= 2 are prepended with (:encoding, :column).

Examples

Set column to a field

def output = vegalite_utils:column[:my_field]

Outputs (:encoding, :column, :field, "my_field"). This creates a row of subplots, where the data is divided by the values of :my_field.

Create a grid of subplots

def output = vegalite_utils:column[:my_field]
def output = vegalite_utils:row[:other_field]

Outputs (:encoding, :column, :field, "my_field") and (:encoding, :row, :field, "other_field"). This creates a grid of subplots, where for each column the data is divided by the values of :my_field and for each row the data is divided by :other_field.

Definition

def column[CONFIG] = encoding[:column, CONFIG]

data

data[DATA]

Takes the overloaded relation DATA with the column-wise format (field, keys…, value) and adds the values as an array in the top-level data key.

The field is expected to be a RelName (e.g. :price), the keys... and value can be any type except for RelName.

Gives a relation that defines inline data for the Vega-Lite spec.

Examples

(field, key, value) data

def data:year = {(1, 1990); (2, 2000); (3, 2010)}
def data:price = {(1, 36.2); (2, 45.2); (3, 74.0)}
 
def output = vegalite_utils:data[data]

Outputs the data organized as (position, field, value) and prepended with the keys :data, :values, :[].

(field, keys..., value) data

def data:year = {(1, 1990); (2, 2000); (3, 2010)}
def data:price = {(1, "shoes", 36.2); (2, "coats", 45.2); (3, "ties", 74.0)}
 
def output = vegalite_utils:data[data]

Outputs the data organized as (position, field, value) and prepended with the keys :data, :values, :[].

(field, entity, value) data

entity Country
country_from_name = {
    "United States";
    "France";
    "Iceland";
}
 
def country:name(e, value) = country_from_name(value, e)
 
def country:population[e in country_from_name["Iceland"]] = 364134
def country:population[e in country_from_name["United States"]] = 328239523
def country:population[e in country_from_name["France"]] = 2931241
 
def output = vegalite_utils:data[country]

Outputs the data organized as (position, field, value) and prepended with the keys :data, :values, :[].

(key, field, value) data (row-wise)

def data = {
  1, {(:year, 1990); (:price, 36.2)};
  2, {(:year, 2000); (:price, 45.2)};
  3, {(:year, 2010); (:price, 74.0)};
}
 
def output = vegalite_utils:data[{field, key, value : data(key, field, value)}]

Outputs the data organized as (position, field, value) and prepended with the keys :data, :values, :[].

Instead of reordering the fields to pass them to vegalite_utils:data, this data could also be prepended with (:data, :values, :[]) as it is already in the required format.

Definition

def data[DATA] = {
  :data, :values, :[], i, field, value
  from field, i, value
  where enumerate[{ks2... : DATA[_](ks2...,_)}](i, ks...) and DATA(field, ks..., value)
      from ks...
}

detail

detail[:field_name]
detail[value]
detail[CONFIG]

Set the encoding for the level of detail channel. Setting the "detail" property adds a grouping to the plot without mapping the marks to visual properties (e.g. multiple lines all of the same color). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :detail, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :detail, :value). Any tuples with arity >= 2 are prepended with (:encoding, :detail).

Examples

Set detail to a field

def output = vegalite_utils:detail[:category]

Outputs (:encoding, :detail, :field, "category"). This adds a mark grouping to categories contained in the field :category.

Definition

def detail[CONFIG] = encoding[:detail, CONFIG]

facet

facet[:field_name]
facet[value]
facet[CONFIG]

Set the encoding for the facet channel. Setting the "facet" property creates subplots by the field specified. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :facet, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :facet, :value). Any tuples with arity >= 2 are prepended with (:encoding, :facet).

Examples

Set facet to a field

def output = vegalite_utils:facet[:my_field]

Outputs (:encoding, :facet, :field, "my_field"). This creates a row of subplots, where the data is divided by the values of :my_field.

Create a wrapped, ordered facet

def output = vegalite_utils:facet[{
  (:my_field);
  (:columns, 2);
  (:sort, {(:op, "median"); (:field, "other_field")})
}]

Outputs (:encoding, :facet, :field, "my_field"). This creates two columns of subplots, where the data is divided by the values of :my_field. The order of the subplots is determined by the median value of :other_field.

Definition

def facet[CONFIG] = encoding[:facet, CONFIG]

fillOpacity

fillOpacity[:field_name]
fillOpacity[value]
fillOpacity[CONFIG]

Set the encoding for the fillOpacity mark property channel. The fill opacity sets the opacity of only the interior of a mark (such as a circle). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :fillOpacity, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :fillOpacity, :value). Any tuples with arity >= 2 are prepended with (:encoding, :fillOpacity).

Examples

Set fill opacity to a value

def output = vegalite_utils:fillOpacity[0.7]

Outputs (:encoding, :fillOpacity, :value, 0.7). Sets the fill opacity of the marks to 0.7. Setting the fill opacity to 1 makes the marks fully opaque, whereas setting it to 0 makes the marks fully transparent.

Set fill opacity to a field

def output = vegalite_utils:fillOpacity[:my_field]

Outputs (:encoding, :fillOpacity, :field, "my_field"). When adding an opacity specification to a chart, it should be used with continuous quantitative data.

Change the fill opacity of a mark based on the value of the data

def output = vegalite_utils:fillOpacity[{
  (0.9);
  (:condition, {
    (:test, "datum.my_field == 'A'");
    (:value, 0.5);
  }}
}]

Outputs a fill opacity encoding with the :value set to 0.9. Then uses a condition to test if the data for the mark has my_field = 'A' and if so, sets the opacity to 0.5.

Change the fill opacity of a mark based on hover

def output = vegalite_utils:fillOpacity[{
  :condition, {
    (:param, "hover");
    (:value, 0.5);
  };
}]

Uses a condition to test if the mark is being hovered over and if so, sets the fill opacity to 0.5. Otherwise, the default opacity is used.

Definition

def fillOpacity[CONFIG] = encoding[:fillOpacity, CONFIG]

height

height[h]

Set the height of the Vega-Lite chart in pixels. Gives h prepended with the :height key.

Definition

def height[h] = {:height, h}

href

href[:field_name]
href[value]
href[CONFIG]

Set the encoding for the href hyperlink channel. Setting the "href" property turns a mark into a hyperlink. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :href, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :href, :value). Any tuples with arity >= 2 are prepended with (:encoding, :href).

Examples

Set href to a field

def output = vegalite_utils:href[:links]

Outputs (:encoding, :href, :field, "links"). This sets the marks to be hyperlinks pointing to the links contained in the field :links.

Definition

def href[CONFIG] = encoding[:href, CONFIG]

key

key[:field_name]
key[value]
key[CONFIG]

Set the encoding for the key channel. Setting the "key" property adds a key to the data for consistency when programmatically changing data via the API. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :key, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :key, :value). Any tuples with arity >= 2 are prepended with (:encoding, :key).

Definition

def key[CONFIG] = encoding[:key, CONFIG]

latitude

latitude[:field_name]
latitude[value]
latitude[CONFIG]

Set the encoding for the latitude geographic position channel. The latitude property is typically used along with a projection. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :latitude, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :latitude, :value). Any tuples with arity >= 2 are prepended with (:encoding, :latitude).

Examples

Set latitude to a field

def output = vegalite_utils:latitude[:lats]

Outputs (:encoding, :latitude, :field, "lats"). This sets the latitude position of geographically project marks to the field :lats. See the Vega-Lite Maps examples for use cases on using latitude.

Definition

def latitude[CONFIG] = encoding[:latitude, CONFIG]

latitude2

latitude2[:field_name]
latitude2[value]
latitude2[CONFIG]

Set the encoding for the latitude2 geographic position channel. The latitude2 property is typically used along with a projection. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :latitude2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :latitude2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :latitude2).

Examples

Set latitude2 to a field

def output = vegalite_utils:latitude2[:lats]

Outputs (:encoding, :latitude2, :field, "lats"). This sets the latitude position of geographically project marks to the field :lats. See the Vega-Lite Maps examples for use cases on using latitude2.

Definition

def latitude2[CONFIG] = encoding[:latitude2, CONFIG]

longitude

longitude[:field_name]
longitude[value]
longitude[CONFIG]

Set the encoding for the longitude geographic position channel. The longitude property is typically used along with a projection. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :longitude, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :longitude, :value). Any tuples with arity >= 2 are prepended with (:encoding, :longitude).

Examples

Set longitude to a field

def output = vegalite_utils:longitude[:lons]

Outputs (:encoding, :longitude, :field, "lons"). This sets the longitude position of geographically project marks to the field :lons. See the Vega-Lite Maps examples for use cases on using longitude.

Definition

def longitude[CONFIG] = encoding[:longitude, CONFIG]

longitude2

longitude2[:field_name]
longitude2[value]
longitude2[CONFIG]

Set the encoding for the longitude2 geographic position channel. The longitude2 property is typically used along with a projection. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :longitude2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :longitude2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :longitude2).

Examples

Set longitude2 to a field

def output = vegalite_utils:longitude2[:lons]

Outputs (:encoding, :longitude2, :field, "lons"). This sets the longitude2 position of geographically project marks to the field :lons. See the Vega-Lite Maps examples for use cases on using longitude2.

Definition

def longitude2[CONFIG] = encoding[:longitude2, CONFIG]

opacity

opacity[:field_name]
opacity[value]
opacity[CONFIG]

Set the encoding for the opacity mark property channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :opacity, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :opacity, :value). Any tuples with arity >= 2 are prepended with (:encoding, :opacity).

Examples

Set opacity to a value

def output = vegalite_utils:opacity[0.7]

Outputs (:encoding, :opacity, :value, 0.7). Sets the opacity of the marks to 0.7. Setting the opacity to 1 makes the marks fully opaque (the default), whereas setting it to 0 makes the marks fully transparent.

Set opacity to a field

def output = vegalite_utils:opacity[:my_field]

Outputs (:encoding, :opacity, :field, "my_field"). When adding an opacity specification to a chart, it should be used with continuous quantitative data.

Change the opacity of a mark based on the value of the data

def output = vegalite_utils:opacity[{
  (0.9);
  (:condition, {
    (:test, "datum.my_field == 'A'");
    (:value, 0.5);
  })
}]

Outputs an opacity encoding with the :value set to 0.9. Then uses a condition to test if the data for the mark has my_field = 'A' and if so, sets the opacity to 0.5.

Change the opacity of a mark based on hover

def output = vegalite_utils:opacity[{
  :condition, {
    (:param, "hover");
    (:value, 0.5);
  };
}]

Uses a condition to test if the mark is being hovered over and if so, sets the opacity to 0.5. Otherwise, the default opacity of 1.0 is used.

Definition

def opacity[CONFIG] = encoding[:opacity, CONFIG]

order

order[:field_name]
order[value]
order[CONFIG]

Set the encoding for the order channel. Setting the "order" property sets the stacking order for stacked charts (see vegalite_utils:sort for setting the order of non-stacked marks). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :order, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :order, :value). Any tuples with arity >= 2 are prepended with (:encoding, :order).

Definition

def order[CONFIG] = encoding[:order, CONFIG]

radius

radius[:field_name]
radius[value]
radius[CONFIG]

Set the encoding for the radius polar position channel. The radius property is used with "arc" marks. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :radius, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :radius, :value). Any tuples with arity >= 2 are prepended with (:encoding, :radius).

Examples

Set radius to a value

def output = vegalite_utils:radius[240]

Outputs (:encoding, :radius, :value, 240). This sets the outer radius of the arc marks to 240 pixels.

Definition

def radius[CONFIG] = encoding[:radius, CONFIG]

radius2

radius2[:field_name]
radius2[value]
radius2[CONFIG]

Set the encoding for the radius2 polar position channel. The radius2 property is used with "arc" marks. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :radius2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :radius2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :radius2).

Examples

Set radius to a value

def output = vegalite_utils:radius2[120]

Outputs (:encoding, :radius2, :value, 120). This sets the inner radius of the arc marks to 120 pixels.

Definition

def radius2[CONFIG] = encoding[:radius2, CONFIG]

row

row[:field_name]
row[value]
row[CONFIG]

Set the encoding for the row channel. Setting the "row" property creates a column of subplots where is row is determined by the field specified. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with(:encoding, :row, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :row, :value). Any tuples with arity >= 2 are prepended with (:encoding, :row).

Examples

Set row to a field

def output = vegalite_utils:row[:my_field]

Outputs (:encoding, :row, :field, "my_field"). This creates a column of subplots, where the data is divided by the values of :my_field.

Create a grid of subplots

def output = vegalite_utils:row[:my_field]
def output = vegalite_utils:column[:other_field]

Outputs (:encoding, :row, :field, "my_field") and (:encoding, :column, :field, "other_field"). This creates a grid of subplots, where for each row the data is divided by the values of :my_field and for each column the data is divided by :other_field.

Definition

def row[CONFIG] = encoding[:row, CONFIG]

shape

shape[:field_name]
shape[value]
shape[CONFIG]

Set the encoding for the shape mark property channel. The shape property is used primarily with "point" marks. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :shape, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :shape, :value). Any tuples with arity >= 2 are prepended with (:encoding, :shape).

Examples

Set shape to a value

def output = vegalite_utils:shape["square"]

Outputs (:encoding, :shape, :value, "square"). Possible values:

"circle"
"cross"
"diamond"
"square"
"triangle-up"
"triangle-down"
"triangle-left"
"triangle-right"
"stroke"
"wedge"
"arrow"
"triangle"
An SVG path string

Set size to a field

def output = vegalite_utils:shape[:my_field]

Outputs (:encoding, :shape, :field, "my_field").

Set shape to a field with custom title

def output = vegalite_utils:shape[{
  (:my_field);
  (:title, "My Field")
}]

Outputs (:encoding, :shape, :field, "my_field"). Setting the :title updates the title on the legend (included by default), and the tooltip.

Definition

def shape[CONFIG] = encoding[:shape, CONFIG]

size

size[:field_name]
size[value]
size[CONFIG]

Set the encoding for the size mark property channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :size, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :size, :value). Any tuples with arity >= 2 are prepended with (:encoding, :size).

Adding size to a scatter chart, converts it to a bubble plot.

Examples

Set size to a value

def output = vegalite_utils:size[20]

Outputs (:encoding, :size, :field, "my_field"). The size property is most commonly used with "point", "square", and "circle" marks where the value of 20 is then the area of the mark.

Set size to a field

def output = vegalite_utils:size[:my_field]

Outputs (:encoding, :size, :field, "my_field").

Set size to a field with custom title

def output = vegalite_utils:size[{
  (:my_field);
  (:title, "My Field")
}]

Outputs (:encoding, :size, :field, "my_field"). Setting the :title updates the title on the legend (included by default), and the tooltip.

Create a bubble plot

def data:height = {(1, 102); (2, 94); (3, 74)}
def data:wingspan = {(1, 36.2); (2, 45.2); (3, 35.0)}
def data:weight = {(1, 20.1); (2, 15.4); (3, 20.4) }
 
def chart = vegalite:scatter[:height, :wingspan, { :data, data; :size, :weight }]
 
def output = vegalite:plot[chart]

Outputs a bubble plot with height on the x axis, wingspan on the y axis, and the points sized by weight.

Definition

def size[CONFIG] = encoding[:size, CONFIG]

strokeDash

strokeDash[:field_name]
strokeDash[value]
strokeDash[CONFIG]

Set the encoding for the strokeDash mark property channel. The stroke dash sets the pattern of a line or the outline of a mark (such as a circle). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :strokeDash, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :strokeDash, :value). Any tuples with arity >= 2 are prepended with (:encoding, :strokeDash).

Examples

Set stroke dash to a field

def output = vegalite_utils:strokeDash[:my_field]

Outputs (:encoding, :strokeDash, :field, "my_field"). When adding a stroke dash specification to a chart, it groups the data by that field. This results in multiple lines with a :line mark.

Set stroke dash to a field with custom title

def output = vegalite_utils:strokeDash[{
  (:my_field);
  (:title, "My Field")
}]

Outputs (:encoding, :strokeDash, :field, "my_field"). When adding a stroke dash specification to a chart, it groups the data by that field. This results in multiple lines with a :line mark. Setting the :title updates the title on the legend (included by default), and the tooltip.

Definition

def strokeDash[CONFIG] = encoding[:strokeDash, CONFIG]

strokeOpacity

strokeOpacity[:field_name]
strokeOpacity[value]
strokeOpacity[CONFIG]

Set the encoding for the strokeOpacity mark property channel. The stroke opacity sets the opacity of only the exterior of a mark (such as a circle) or a line. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :strokeOpacity, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :strokeOpacity, :value). Any tuples with arity >= 2 are prepended with (:encoding, :strokeOpacity).

Examples

Set stroke opacity to a value

def output = vegalite_utils:strokeOpacity[0.7]

Outputs (:encoding, :strokeOpacity, :value, 0.7). Sets the stroke opacity of the marks to 0.7. Setting the stroke opacity to 1 makes the marks fully opaque, whereas setting it to 0 makes the marks fully transparent.

Set stroke opacity to a field

def output = vegalite_utils:strokeOpacity[:my_field]

Outputs (:encoding, :strokeOpacity, :field, "my_field"). When adding an opacity specification to a chart, it should be used with continuous quantitative data.

Change the stroke opacity of a mark based on the value of the data

def output = vegalite_utils:strokeOpacity[{
  (0.9);
  (:condition, {
    (:test, "datum.my_field == 'A'");
    (:value, 0.5);
  })
}]

Outputs a stroke opacity encoding with the :value set to 0.9. Then uses a condition to test if the data for the mark has my_field = 'A' and if so, sets the opacity to 0.5.

Change the stroke opacity of a mark based on hover

def output = vegalite_utils:strokeOpacity[{
  :condition, {
    (:param, "hover");
    (:value, 0.5);
  };
}]

Uses a condition to test if the mark is being hovered over and if so, sets the stroke opacity to 0.5. Otherwise, the default opacity is used.

Definition

def strokeOpacity[CONFIG] = encoding[:strokeOpacity, CONFIG]

strokeWidth

strokeWidth[:field_name]
strokeWidth[value]
strokeWidth[CONFIG]

Set the encoding for the strokeWidth mark property channel. The stroke width sets the width of a line or the outline of a mark (such as a circle). If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :strokeWidth, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :strokeWidth, :value). Any tuples with arity >= 2 are prepended with (:encoding, :strokeWidth).

Examples

Set stroke width to a value

def output = vegalite_utils:strokeWidth[2]

Outputs (:encoding, :strokeWidth, :value, 2). Sets the stroke width of the marks to 2 pixels.

Set stroke width to a field

def output = vegalite_utils:strokeWidth[:my_field]

Outputs (:encoding, :strokeWidth, :field, "my_field").

Change the stroke width of a mark based on the value of the data

def output = vegalite_utils:strokeWidth[{
  (2);
  (:condition, {
    (:test, "datum.my_field == 'A'");
    (:value, 4);
  });
}]

Outputs a stroke width encoding with the :value set to 2. Then uses a condition to test if the data for the mark has my_field = 'A' and if so, sets the width to 4 pixels.

Change the stroke width of a mark based on hover

def output = vegalite_utils:strokeWidth[{
  :condition, {
    (:param, "hover");
    (:value, 4);
  };
}]

Uses a condition to test if the mark is being hovered over and if so, sets the stroke width to 4 pixels. Otherwise, the default width is used.

Definition

def strokeWidth[CONFIG] = encoding[:strokeWidth, CONFIG]

text

text[:field_name]
text[value]
text[CONFIG]

Set the encoding for the text channel. Used with the "text" mark type. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :text, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :text, :value). Any tuples with arity >= 2 are prepended with (:encoding, :text).

Examples

Set text to a field

def output = vegalite_utils:text[:words]

Outputs (:encoding, :text, :field, "words"). This sets the marks to the text contained in the field :words.

Definition

def text[CONFIG] = encoding[:text, CONFIG]

theta

theta[:field_name]
theta[value]
theta[CONFIG]

Set the encoding for the theta polar position channel. The theta property is used with "arc" marks. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :theta, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :theta, :value). Any tuples with arity >= 2 are prepended with (:encoding, :theta).

Examples

Set theta to a field

def output = vegalite_utils:theta[:my_field]

Outputs (:encoding, :theta, :field, "my_field"). This sets the size of the arcs based on the data in my field so that the arcs create a circle.

Create a pie chart

def data:count = {(1, 20); (2, 40) }
def data:response = {(1, "No"); (2, "Yes")}
 
def chart = vegalite_utils:data[data]
def chart = vegalite_utils:theta[{(:count); (:type, "quantitative")}]
def chart = vegalite_utils:color[{(:response); (:type, "nominal")}]
def chart = {:mark, "arc"}
 
def output = vegalite:plot[chart]

Output a pie chart with two wedges, "No" and "Yes", which are sized to 1/3 and 2/3 of the circle respectively.

Definition

def theta[CONFIG] = encoding[:theta, CONFIG]

theta2

theta2[:field_name]
theta2[value]
theta2[CONFIG]

Set the encoding for the theta2 polar position channel. The theta2 property is used with "arc" marks. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :theta2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :theta2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :theta2).

Examples

Set theta2 to a field

def output = vegalite_utils:theta2[:my_field]

Outputs (:encoding, :theta2, :field, "my_field"). This sets the end angle of the arc in radians, to the values in :my_field.

Definition

def theta2[CONFIG] = encoding[:theta2, CONFIG]

title

title[t]
title[CONFIG]

Add the string t as a title for the Vega-Lite chart. Or provide an overloaded relation CONFIG with keys and values as described in the Vega-Lite docs (e.g. :color).

Gives a relation that is the string t prepended with the keys :title, and :text and any binary tuples prepended with :title.

Examples

Add a basic title

def output = vegalite_utils:title["A Simple Title"]

Outputs {:title, :text, "A Simple Title"}, which adds the title to the top center of the chart in black font.

Add a fancy title

def output = vegalite_utils:title[{
  ("Fancy Title");
  (:subtitle, "Fancy Titles require Fancy Subtitles");
  (:color, "purple");
  (:anchor, "start");
  (:fontSize, 24);
  (:fontStyle, "italic");
  (:subtitleColor, "blue");
}]

Outputs "Fancy Title" prepended by :title',:textand the other tuples prepended only with:title`. This would add a purple title and a blue subtitle with italic, size 24 font which was anchored at the top left of the chart.

Definition

def title[S] = {:title, :text, s} from s where S(s) and String(s)
def title[S] = {:title, k, v} from k, v where S(k, v)

tooltip

tooltip[:field_name]
tooltip[value]
tooltip[CONFIG]

Set the encoding for the tooltip channel. The tooltip text to show upon mouse hover. By default, the tooltip will contain key/value pairs with the data at the hovered point. This channel can be used to override that behavior. See the tooltip documentation for more details. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :tooltip, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :tooltip, :value). Any tuples with arity >= 2 are prepended with (:encoding, :tooltip).

Definition

def tooltip[CONFIG] = encoding[:tooltip, CONFIG]

width

width[w]

Set the width of the Vega-Lite chart in pixels. Gives w prepended with the :width key.

Definition

def width[w] = {:width, w}

x

x[:field_name]
x[value]
x[CONFIG]

Set the encoding for the x position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :x, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :x, :value). Any tuples with arity >= 2 are prepended with (:encoding, :x).

Examples

Set x to a field

def output = vegalite_utils:x[:my_field]

Outputs (:encoding, :x, :field, "my_field"). By default, the field name is then used as the axis title on the x axis.

Set x to a value

def output = vegalite_utils:x[202]

Outputs (:encoding, :x, :value, 200). This is less commonly used compared to defining x with a field, but can be useful when adding a vertical line to a chart.

Set x to a field and set some options

def output = vegalite_utils:x[{
  (:my_field);
  (:title, "My Fancy X");
  (:sort, "ascending");
  (:axis, {
    (:orient, "top");
    (:ticks, boolean_false);
    (:titleColor, "green");
    (:grid, boolean_false);
  })
}]

Outputs an x encoding with the :field set to "my_field". This chart would have a green x axis title of "My Fancy X" with the axis on the top of the chart. The axis would have no ticks and there would be no x gridlines on the chart. The data would be sorted in ascending order (other common options are "descending", "y" (sorts the x data by the y field in ascending order), or "-y" (sorts the x data by the y field in descending order)). See the Vega-Lite axis docs for all of the :axis options.

Definition

def x[CONFIG] = encoding[:x, CONFIG]

x2

x2[:field_name]
x2[value]
x2[CONFIG]

Set the encoding for the x2 position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :x2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :x2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :x2).

The x2 position channel is most commonly used when specifying ranges of x values, such as in a gantt chart.

Definition

def x2[CONFIG] = encoding[:x2, CONFIG]

xError

xError[:field_name]
xError[value]
xError[CONFIG]

Set the encoding for the xError position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :xError, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :xError, :value). Any tuples with arity >= 2 are prepended with (:encoding, :xError).

The xError position channel is most commonly used when specifying error bar marks.

Definition

def xError[CONFIG] = encoding[:xError, CONFIG]

xError2

xError2[:field_name]
xError2[value]
xError2[CONFIG]

Set the encoding for the xError2 position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :xError2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :xError2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :xError2).

The xError2 position channel is most commonly used when specifying error bar marks.

Definition

def xError2[CONFIG] = encoding[:xError2, CONFIG]

xOffset

xOffset[:field_name]
xOffset[value]
xOffset[CONFIG]

Set the encoding for the xOffset position offset channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :xOffset, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :xOffset, :value). Any tuples with arity >= 2 are prepended with (:encoding, :xOffset).

The xOffset position offset channel is most commonly used when creating a grouped bar chart or a jittered scatter plot.

Definition

def xOffset[CONFIG] = encoding[:xOffset, CONFIG]

y

y[:field_name]
y[value]
y[CONFIG]

Set the encoding for the y position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :y, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :y, :value). Any tuples with arity >= 2 are prepended with (:encoding, :y).

Examples

Set y to a field

def output = vegalite_utils:y[:my_field]

Outputs (:encoding, :y, :field, "my_field"). By default, the field name is then used as the axis title on the y axis.

Set y to a value

def output = vegalite_utils:y[202]

Outputs (:encoding, :y, :value, 200). This is less commonly used compared to defining y with a field, but can be useful when adding a horizontal line to a chart.

Set y to a field and set some options

def output = vegalite_utils:y[{
  (:my_field);
  (:title, "My Fancy Y");
  (:sort, "ascending");
  (:axis, {
    (:orient, "right");
    (:ticks, boolean_false);
    (:titleColor, "green");
    (:grid, boolean_false);
  })
}]

Outputs an y encoding with the :field set to "my_field". This chart would have a green y axis title of "My Fancy Y" with the axis on the right of the chart. The axis would have no ticks and there would be no x gridlines on the chart. The data would be sorted in ascending order (other common options are "descending", "x" (sorts the y data by the x field in ascending order), or "-x" (sorts the y data by the x field in descending order)). See the Vega-Lite axis docs for all of the :axis options.

Definition

def y[CONFIG] = encoding[:y, CONFIG]

y2

y2[:field_name]
y2[value]
y2[CONFIG]

Set the encoding for the y2 position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :y2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :y2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :y2).

The y2 position channel is most commonly used when specifying ranges of y values, such as in a waterfall chart ( this example is quite complex, but note the y2 is simply set to a field).

Definition

def y2[CONFIG] = encoding[:y2, CONFIG]

yError

yError[:field_name]
yError[value]
yError[CONFIG]

Set the encoding for the yError position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :yError, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :yError, :value). Any tuples with arity >= 2 are prepended with (:encoding, :yError).

The yError position channel is most commonly used when specifying error bar marks.

Definition

def yError[CONFIG] = encoding[:yError, CONFIG]

yError2

yError2[:field_name]
yErro2[value]
yError2[CONFIG]

Set the encoding for the yError2 position channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :yError2, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :yError2, :value). Any tuples with arity >= 2 are prepended with (:encoding, :yError2).

The yError2 position channel is most commonly used when specifying error bar marks.

Definition

def yError2[CONFIG] = encoding[:yError2, CONFIG]

yOffset

yOffset[:field_name]
yOffset[value]
yOffset[CONFIG]

Set the encoding for the yOffset position offset channel. If CONFIG is a unary RelName, the value is assumed to be a field name and is prepended with (:encoding, :yOffset, :field). If CONFIG is any other unary value, it is assumed to be a value and is prepended with (:encoding, :yOffset, :value). Any tuples with arity >= 2 are prepended with (:encoding, :yOffset).

The yOffset position offset channel is most commonly used when creating a grouped bar chart or a jittered scatter plot.

Definition

def yOffset[CONFIG] = encoding[:yOffset, CONFIG]

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