# `Tucan.Scale`
[🔗](https://github.com/pnezis/tucan/blob/v0.6.0/lib/tucan/scale.ex#L49)

Utilities for working with Vega-Lite scales.

Scales are functions that transform a domain of data values (numbers, dates, strings, etc.)
to a range of visual values (pixels, colors, sizes).

This module exposes various helper functions for setting various scale options like
the color scheme, the domain or the scale type.

# `color_scheme`

```elixir
@type color_scheme() :: atom() | [String.t()]
```

# `put_options`

```elixir
@spec put_options(vl :: VegaLite.t(), encoding :: atom(), options :: keyword()) ::
  VegaLite.t()
```

Sets an arbitrary set of options to the given `encoding`'s scale object.

Notice that no validation is performed, any option set will be merged with
the existing `scale` options of the given `encoding`.

An `ArgumentError` is raised if the given encoding channel is not defined.

# `set_clamp`

```elixir
@spec set_clamp(vl :: VegaLite.t(), channel :: atom(), clamp :: boolean()) ::
  VegaLite.t()
```

Enables or disables clamping for the given axis.

If `true`, values that exceed the data domain are clamped to either the minimum or
maximum range value.

This is applicable only on continuous scales.

## Examples

Clamp set to `false` (left) vs `true` (right)

```tucan
left =
  Tucan.scatter(:iris, "petal_width", "petal_length")
  |> Tucan.Scale.set_x_domain(0.5, 2.0)
  |> Tucan.Scale.set_clamp(:x, false)

right =
  Tucan.scatter(:iris, "petal_width", "petal_length")
  |> Tucan.Scale.set_x_domain(0.5, 2.0)
  |> Tucan.Scale.set_clamp(:x, true)

Tucan.hconcat([left, right])
```

> #### `clamp` vs `clip` {: .tip}
>
> Notice that `clamp` does not remove the items that exceed the domain. `:clip` on the
> other side drops these items.
>
> ```tucan
> clamp =
>   Tucan.scatter(:iris, "petal_width", "petal_length")
>   |> Tucan.Scale.set_x_domain(0.5, 2.0)
>   |> Tucan.Scale.set_clamp(:x, true)
>
> clip =
>   Tucan.scatter(:iris, "petal_width", "petal_length", clip: true)
>   |> Tucan.Scale.set_x_domain(0.5, 2.0)
>
> Tucan.hconcat([clamp, clip])
> ```

# `set_color_scheme`

```elixir
@spec set_color_scheme(
  vl :: VegaLite.t(),
  scheme :: color_scheme(),
  opts :: keyword()
) :: VegaLite.t()
```

Sets the color scheme.

You can either set one of the predefined schemes, or an array of colors which will
be used as the color range.

The input plot must be a single view with a color encoding defined.

## Options

* `:reverse` (`t:boolean/0`) - If set to `true` the selected scheme is reversed. Ignored if a range is set. The default value is `false`.

## Supported color schemes

All [vega supported schemes](https://vega.github.io/vega/docs/schemes/) are supported
by `Tucan`.

### Categorical Schemes

Categorical color schemes can be used to encode discrete data values, each representing
a distinct category.

```vega-lite
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```

### Sequential Single-Hue Schemes

Sequential color schemes can be used to encode quantitative values. These
color ramps are designed to encode increasing numeric values.

```vega-lite
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```

### Sequential Multi-Hue Schemes

Sequential color schemes can be used to encode quantitative values. These color
ramps are designed to encode increasing numeric values, but use additional
hues for more color discrimination, which may be useful for visualizations
such as heatmaps.

```vega-lite
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```

### Schemes for Dark Backgrounds

```vega-lite
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```

### Schemes for Light Backgrounds

```vega-lite
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```

### Diverging Schemes

Diverging color schemes can be used to encode quantitative values with a meaningful
mid-point, such as zero or the average value. Color ramps with different hues
diverge with increasing saturation to highlight the values below and above the
mid-point.

```vega-lite
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New","fontSize":15,"fontWeight":700,"offset":3,"orient":"right","text":":spectral"},"width":300}],"resolve":{"scale":{"color":"independent"}}}
```

### Cyclical Schemes

Cyclical color schemes may be used to highlight periodic patterns in continuous
data. However, these schemes are not well suited to accurately convey value
differences.

```vega-lite
{"$schema":"https://vega.github.io/schema/vega-lite/v5.json","columns":2,"concat":[{"data":{"values":[{"x":0},{"x":1},{"x":2},{"x":3},{"x":4},{"x":5},{"x":6},{"x":7},{"x":8},{"x":9},{"x":10},{"x":11},{"x":12},{"x":13},{"x":14},{"x":15},{"x":16},{"x":17},{"x":18},{"x":19},{"x":20},{"x":21},{"x":22},{"x":23},{"x":24},{"x":25},{"x":26},{"x":27},{"x":28},{"x":29},{"x":30},{"x":31},{"x":32},{"x":33},{"x":34},{"x":35},{"x":36},{"x":37},{"x":38},{"x":39},{"x":40},{"x":41},{"x":42},{"x":43},{"x":44},{"x":45},{"x":46},{"x":47},{"x":48},{"x":49},{"x":50},{"x":51},{"x":52},{"x":53},{"x":54},{"x":55},{"x":56},{"x":57},{"x":58},{"x":59},{"x":60},{"x":61},{"x":62},{"x":63},{"x":64},{"x":65},{"x":66},{"x":67},{"x":68},{"x":69},{"x":70},{"x":71},{"x":72},{"x":73},{"x":74},{"x":75},{"x":76},{"x":77},{"x":78},{"x":79},{"x":80},{"x":81},{"x":82},{"x":83},{"x":84},{"x":85},{"x":86},{"x":87},{"x":88},{"x":89},{"x":90},{"x":91},{"x":92},{"x":93},{"x":94},{"x":95},{"x":96},{"x":97},{"x":98},{"x":99},{"x":100}]},"encoding":{"color":{"field":"x","legend":null,"scale":{"extent":[0,100],"scheme":"rainbow"}},"x":{"axis":null,"field":"x"}},"mark":"rect","title":{"anchor":"end","angle":0,"baseline":"line-bottom","font":"Courier New","fontSize":15,"fontWeight":700,"offset":3,"orient":"right","text":":rainbow"},"width":300},{"data":{"values":[{"x":0},{"x":1},{"x":2},{"x":3},{"x":4},{"x":5},{"x":6},{"x":7},{"x":8},{"x":9},{"x":10},{"x":11},{"x":12},{"x":13},{"x":14},{"x":15},{"x":16},{"x":17},{"x":18},{"x":19},{"x":20},{"x":21},{"x":22},{"x":23},{"x":24},{"x":25},{"x":26},{"x":27},{"x":28},{"x":29},{"x":30},{"x":31},{"x":32},{"x":33},{"x":34},{"x":35},{"x":36},{"x":37},{"x":38},{"x":39},{"x":40},{"x":41},{"x":42},{"x":43},{"x":44},{"x":45},{"x":46},{"x":47},{"x":48},{"x":49},{"x":50},{"x":51},{"x":52},{"x":53},{"x":54},{"x":55},{"x":56},{"x":57},{"x":58},{"x":59},{"x":60},{"x":61},{"x":62},{"x":63},{"x":64},{"x":65},{"x":66},{"x":67},{"x":68},{"x":69},{"x":70},{"x":71},{"x":72},{"x":73},{"x":74},{"x":75},{"x":76},{"x":77},{"x":78},{"x":79},{"x":80},{"x":81},{"x":82},{"x":83},{"x":84},{"x":85},{"x":86},{"x":87},{"x":88},{"x":89},{"x":90},{"x":91},{"x":92},{"x":93},{"x":94},{"x":95},{"x":96},{"x":97},{"x":98},{"x":99},{"x":100}]},"encoding":{"color":{"field":"x","legend":null,"scale":{"extent":[0,100],"scheme":"sinebow"}},"x":{"axis":null,"field":"x"}},"mark":"rect","title":{"anchor":"end","angle":0,"baseline":"line-bottom","font":"Courier New","fontSize":15,"fontWeight":700,"offset":3,"orient":"right","text":":sinebow"},"width":300}],"resolve":{"scale":{"color":"independent"}}}
```

## Examples

Setting a specific color range

```tucan
Tucan.scatter(:iris, "petal_width", "petal_length", color_by: "species")
|> Tucan.Scale.set_color_scheme(["yellow", "black", "#f234c1"])
```

You can set any of the predefined color schemes to any plot with a color
encoding.

```tucan
Tucan.scatter(:weather, "date", "temp_max",
  x: [time_unit: :monthdate],
  y: [aggregate: :mean],
  color_by: "temp_max",
  color: [aggregate: :mean, type: :quantitative],
  width: 400
)
|> Tucan.Scale.set_color_scheme(:redyellowblue)

```

You can reverse it by setting the `:reverse` option:

```tucan
Tucan.scatter(:weather, "date", "temp_max",
  x: [time_unit: :monthdate],
  y: [aggregate: :mean],
  color_by: "temp_max",
  color: [aggregate: :mean, type: :quantitative],
  width: 400
)
|> Tucan.Scale.set_color_scheme(:redyellowblue, reverse: true)

```

# `set_domain`

```elixir
@spec set_domain(vl :: VegaLite.t(), channel :: atom(), domain :: term()) ::
  VegaLite.t()
```

Sets the domain for the given encoding channel.

`domain` can be anything Vega-Lite supports and the validity of it depends on the type
of the encoding's data.

Notice that no validation is performed.

# `set_scale`

```elixir
@spec set_scale(
  vl :: VegaLite.t(),
  channel :: atom(),
  scale :: atom(),
  opts :: keyword()
) ::
  VegaLite.t()
```

Sets the scale for the given encoding channel.

Notice that only continuous scales are supported.

See also `set_x_scale/3` and `set_y_scale/3` wrappers for setting the scale
directly on *x* and *y* axes.

> #### Continuous Scales {: .neutral}
>
> Continuous scales map a continuous domain (numbers or dates) to a continuous
> output range (pixel locations, sizes, colors). Supported continuous scale
> types for quantitative fields are `:linear`, `:log`, `:pow`, `:sqrt`, and
> `:symlog`.
>
> Meanwhile, supported continuous scale types for temporal fields are `:time`,
> `:utc`, and `:symlog`.
>
> By default, `:linear` scales are used for quantitative fields and `:time`
> scales are used for temporal fields for all encoding channels.

## Options

The supported options depend on the selected scale.

### `:pow` scale

* `:exponent` (`t:number/0`) - The exponent to be used, applicable only for `:pow`
scale.

### `:log` scale

* `:base` (`t:number/0`) - The logarithm base of the `:log` scale. If not set defaults
to 10.

### `:symlog` scale

* `:constant` (`t:number/0`) - A constant determining the slope of the symlog
function around zero. If not set defaults to 1.

## Examples

Applying log scale on *x-axis*.

```tucan
Tucan.scatter(:gapminder, "income", "health", width: 400)
|> Tucan.Scale.set_scale(:x, :log)
```

Applying pow scale on *x-axis* with arbitrary exponent.

```tucan
Tucan.scatter(:gapminder, "income", "health", width: 400)
|> Tucan.Scale.set_scale(:x, :pow, exponent: 0.2)
```

# `set_x_domain`

```elixir
@spec set_x_domain(vl :: VegaLite.t(), min :: number(), max :: number()) ::
  VegaLite.t()
```

Sets the _x-axis_ domain.

This is a helper wrapper around `set_domain/3` for setting the domain of continuous
scales.

# `set_x_scale`

```elixir
@spec set_x_scale(vl :: VegaLite.t(), scale :: atom(), opts :: keyword()) ::
  VegaLite.t()
```

Sets the x axis scale.

## Options

See `set_scale/4`.

# `set_xy_domain`

```elixir
@spec set_xy_domain(vl :: VegaLite.t(), min :: number(), max :: number()) ::
  VegaLite.t()
```

Sets the same `[x, y]` domain for _x-axis_ and _y-axis_ at once.

# `set_y_domain`

```elixir
@spec set_y_domain(vl :: VegaLite.t(), min :: number(), max :: number()) ::
  VegaLite.t()
```

Sets the _y-axis_ domain.

This is a helper wrapper around `set_domain/3` for setting the domain of continuous
scales.

# `set_y_scale`

```elixir
@spec set_y_scale(vl :: VegaLite.t(), scale :: atom(), opts :: keyword()) ::
  VegaLite.t()
```

Sets the y axis scale.

## Options

See `set_scale/4`.

---

*Consult [api-reference.md](api-reference.md) for complete listing*