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waterfall

Makie.waterfall Function
julia
waterfall(x, y; kwargs...)

Plots a waterfall chart to visualize individual positive and negative components that add up to a net result as a barplot with stacked bars next to each other.

Plot type

The plot type alias for the waterfall function is Waterfall.

source

Examples

julia
using CairoMakie
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]

waterfall(y)

The direction of the bars might be easier to parse with some visual support.

julia
using CairoMakie
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]

waterfall(y, show_direction=true)

You can customize the markers that indicate the bar directions.

julia
using CairoMakie
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]

waterfall(y, show_direction=true, marker_pos=:cross, marker_neg=:hline, direction_color=:gold)

If the dodge attribute is provided, bars are stacked by dodge.

julia
using CairoMakie
colors = Makie.wong_colors()
x = repeat(1:2, inner=5)
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]
group = repeat(1:5, outer=2)

waterfall(x, y, dodge=group, color=colors[group])

It can be easier to compare final results of different groups if they are shown in the background.

julia
using CairoMakie
colors = Makie.wong_colors()
x = repeat(1:2, inner=5)
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]
group = repeat(1:5, outer=2)

waterfall(x, y, dodge=group, color=colors[group], show_direction=true, show_final=true)

The color of the final bars in the background can be modified.

julia
using CairoMakie
colors = Makie.wong_colors()
x = repeat(1:2, inner=5)
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]
group = repeat(1:5, outer=2)

waterfall(x, y, dodge=group, color=colors[group], show_final=true, final_color=(colors[6], 1//3))

You can also specify to stack grouped waterfall plots by x.

julia
using CairoMakie
colors = Makie.wong_colors()
x = repeat(1:5, outer=2)
y = [6, 4, 2, -8, 3, 5, 1, -2, -3, 7]
group = repeat(1:2, inner=5)

waterfall(x, y, dodge=group, color=colors[group], show_direction=true, stack=:x)

Attributes

alpha

Defaults to 1.0

The alpha value of the colormap or color attribute. Multiple alphas like in plot(alpha=0.2, color=(:red, 0.5), will get multiplied.

bar_labels

Defaults to nothing

Labels added at the end of each bar.

clip_planes

Defaults to @inherit clip_planes automatic

Clip planes offer a way to do clipping in 3D space. You can set a Vector of up to 8 Plane3f planes here, behind which plots will be clipped (i.e. become invisible). By default clip planes are inherited from the parent plot or scene. You can remove parent clip_planes by passing Plane3f[].

color

Defaults to @inherit patchcolor

Sets the color of bars.

color_over_background

Defaults to automatic

Sets the color of labels that are drawn outside of bars. Defaults to label_color

color_over_bar

Defaults to automatic

Sets the color of labels that are drawn inside of/over bars. Defaults to label_color

colormap

Defaults to @inherit colormap :viridis

Sets the colormap that is sampled for numeric colors. PlotUtils.cgrad(...), Makie.Reverse(any_colormap) can be used as well, or any symbol from ColorBrewer or PlotUtils. To see all available color gradients, you can call Makie.available_gradients().

colorrange

Defaults to automatic

The values representing the start and end points of colormap.

colorscale

Defaults to identity

The color transform function. Can be any function, but only works well together with Colorbar for identity, log, log2, log10, sqrt, logit, Makie.pseudolog10, Makie.Symlog10, Makie.AsinhScale, Makie.SinhScale, Makie.LogScale, Makie.LuptonAsinhScale, and Makie.PowerScale.

cycle

Defaults to [:color => :patchcolor]

Sets which attributes to cycle when creating multiple plots. The values to cycle through are defined by the parent Theme. Multiple cycled attributes can be set by passing a vector. Elements can

  • directly refer to a cycled attribute, e.g. :color

  • map a cycled attribute to a palette attribute, e.g. :linecolor => :color

  • map multiple cycled attributes to a palette attribute, e.g. [:linecolor, :markercolor] => :color

depth_shift

Defaults to 0.0

Adjusts the depth value of a plot after all other transformations, i.e. in clip space, where -1 <= depth <= 1. This only applies to GLMakie and WGLMakie and can be used to adjust render order (like a tunable overdraw).

direction_color

Defaults to @inherit backgroundcolor

Color of the bar direction marker.

dodge

Defaults to automatic

Dodge can be used to separate bars drawn at the same position. For this each bar is given an integer value corresponding to its position relative to the given positions. E.g. with positions = [1, 1, 1, 2, 2, 2] we have 3 bars at each position which can be separated by dodge = [1, 2, 3, 1, 2, 3].

dodge_gap

Defaults to 0.03

Sets the gap between dodged bars relative to the size of the dodged bars.

final_color

Defaults to plot_color(:grey90, 0.5)

Color of the final bar.

final_dodge_gap

Defaults to 0

Sets the dodge_gap of final bars.

final_gap

Defaults to automatic

Sets the gap of final bars. This defaults to 0 without dodge and gap with.

flip_labels_at

Defaults to Inf

Sets a height value beyond which labels are drawn inside the bar instead of outside.

fxaa

Defaults to true

Adjusts whether the plot is rendered with fxaa (fast approximate anti-aliasing, GLMakie only). Note that some plots implement a better native anti-aliasing solution (scatter, text, lines). For them fxaa = true generally lowers quality. Plots that show smoothly interpolated data (e.g. image, surface) may also degrade in quality as fxaa = true can cause blurring.

gap

Defaults to 0.2

The final width of the bars is calculated as w * (1 - gap) where w is the width of each bar as determined with the width attribute. When dodge is used the w corresponds to the width of undodged bars, making this control the gap between groups.

highclip

Defaults to automatic

The color for any value above the colorrange.

inspectable

Defaults to @inherit inspectable

Sets whether this plot should be seen by DataInspector. The default depends on the theme of the parent scene.

inspector_clear

Defaults to automatic

Sets a callback function (inspector, plot) -> ... for cleaning up custom indicators in DataInspector.

inspector_hover

Defaults to automatic

Sets a callback function (inspector, plot, index) -> ... which replaces the default show_data methods.

inspector_label

Defaults to automatic

Sets a callback function (plot, index, position) -> string which replaces the default label generated by DataInspector.

label_align

Defaults to automatic

Sets the text alignment of labels.

label_color

Defaults to @inherit textcolor

Sets the color of labels.

label_font

Defaults to @inherit font

The font of the bar labels.

label_formatter

Defaults to bar_label_formatter

Formatting function which is applied to bar labels before they are passed on text()

label_offset

Defaults to 5

The distance of the labels from the bar ends in screen units. Does not apply when label_position = :center.

label_position

Defaults to :end

The position of each bar's label relative to the bar. Possible values are :end or :center.

label_rotation

Defaults to

Sets the text rotation of labels in radians.

label_size

Defaults to @inherit fontsize

The font size of the bar labels.

lowclip

Defaults to automatic

The color for any value below the colorrange.

marker_neg

Defaults to :dtriangle

Marker used for bars corresponding to negative y values.

marker_pos

Defaults to :utriangle

Marker used for bars corresponding to positive y values.

model

Defaults to automatic

Sets a model matrix for the plot. This overrides adjustments made with translate!, rotate! and scale!.

n_dodge

Defaults to automatic

Sets the maximum integer for dodge. This sets how many bars can be placed at a given position, controlling their width.

nan_color

Defaults to :transparent

The color for NaN values.

offset

Defaults to 0.0

Offsets all bars by the given real value. Can also be set per-bar.

overdraw

Defaults to false

Controls if the plot will draw over other plots. This specifically means ignoring depth checks in GL backends

show_direction

Defaults to false

When true, markers are drawn to indicate the direction of the bar.

show_final

Defaults to false

When true a bar with the total change is drawn. When dodge is used this bar is drawn per group.

space

Defaults to :data

Sets the transformation space for box encompassing the plot. See Makie.spaces() for possible inputs.

ssao

Defaults to false

Adjusts whether the plot is rendered with ssao (screen space ambient occlusion). Note that this only makes sense in 3D plots and is only applicable with fxaa = true.

stack

Defaults to automatic

Similar to dodge, this allows bars at the same positions to be stacked by identifying their stack position with integers. E.g. with positions = [1, 1, 1, 2, 2, 2] each group of 3 bars can be stacked with stack = [1, 2, 3, 1, 2, 3].

strokecolor

Defaults to @inherit patchstrokecolor

Sets the outline color of bars.

strokewidth

Defaults to @inherit patchstrokewidth

Sets the outline linewidth of bars.

transformation

Defaults to :automatic

Controls the inheritance or directly sets the transformations of a plot. Transformations include the transform function and model matrix as generated by translate!(...), scale!(...) and rotate!(...). They can be set directly by passing a Transformation() object or inherited from the parent plot or scene. Inheritance options include:

  • :automatic: Inherit transformations if the parent and child space is compatible

  • :inherit: Inherit transformations

  • :inherit_model: Inherit only model transformations

  • :inherit_transform_func: Inherit only the transform function

  • :nothing: Inherit neither, fully disconnecting the child's transformations from the parent

Another option is to pass arguments to the transform!() function which then get applied to the plot. For example transformation = (:xz, 1.0) which rotates the xy plane to the xz plane and translates by 1.0. For this inheritance defaults to :automatic but can also be set through e.g. (:nothing, (:xz, 1.0)).

transparency

Defaults to false

Adjusts how the plot deals with transparency. In GLMakie transparency = true results in using Order Independent Transparency.

visible

Defaults to true

Controls whether the plot gets rendered or not.

width

Defaults to automatic

The gapless width of the bars. If automatic, the width w is calculated as minimum(diff(sort(unique(positions))). The actual width of the bars is calculated as w * (1 - gap).