Plotly.NET

Plotly.NET provides functions for generating and rendering plotly.js charts in .NET programming languages 📈🚀.

This documentation page is almost exclusively for the core F# API of Plotly.NET.

It should be easy to translate them into C#. However, as work on the idiomatic C# API progresses, we will privde native C# docs as well.

Installation
Overview
- Basics
- Comparison: Usage in F# and C#
Contributing and copyright

Installation

Plotly.NET consists of multiple packages. The two main ones are:

Plotly.NET , the core API written in F#.
Plotly.NET.CSharp , native C# bindings that make the usage of Plotly.NET more idiomatic from C#. This is work in progress. Missing charts and/or styling must be done via the core API.

For applications and libraries

Plotly.NET packages are available on nuget to plug into your favorite package manager.

dotnet CLI

dotnet add package Plotly.NET --version 4.0.0

paket CLI
paket add Plotly.NET --version 4.0.0

package manager

Install-Package Plotly.NET -Version 4.0.0

Or add the package reference directly to your .*proj file:

<PackageReference Include="Plotly.NET" Version="4.0.0" />

For scripting

You can include the package via an inline package reference:

#r "nuget: Plotly.NET, 4.0.0"

For dotnet interactive notebooks

You can use the same inline package reference as in scripts, but as an additional goodie the interactive extensions for dotnet interactive have you covered for seamless chart rendering:

#r "nuget: Plotly.NET.Interactive, 4.0.0"

Note:

due to the currently fast development cycles of Dotnet Interactive, there might be increments in their versioning that renders the current version of Plotly.NET.Interactive incompatible (example here).

If the interactive extension does not work, please file an issue and we will try to get it running again as soon as possible.

A possible fix for this is the inclusion of Dotnet.Interactive preview package sources. To use these, add the following lines before referencning Plotly.NET.Interactive:

# "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet5/nuget/v3/index.json"
# "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet-tools/nuget/v3/index.json"

Overview

Basics

The general, high-level API of Plotly.NET implements the following visualization flow:

initialize a GenericChart object from the data you want to visualize by using the respective Chart.* function, optionally setting some specific style parameters
further style the chart with fine-grained control, e.g. by setting axis titles, tick intervals, etc.
display (in the browser or as cell result in a notebook) or save the chart

Initializing a chart

The Chart module contains a lot of functions named after the type of chart they will create, e.g. Chart.Point will create a point chart, Chart.Scatter3d wil create a 3D scatter chart, and so on.

The respective functions all contain specific arguments, but they all have in common that the first mandatory arguments are the data to visualize.

Example: The first two arguments of the Chart.Point function are the x and y data. You can therefore initialize a point chart like this:

open Plotly.NET
let xData = [ 0. .. 10. ]
let yData = [ 0. .. 10. ]
let myFirstChart = Chart.Point(xData, yData)

Styling a chart

Styling functions are generally the Chart.with* naming convention. The following styling example does:

set the chart title via Chart.withTitle
set the x axis title and removes the gridline from the axis via Chart.withXAxisStyle
set the y axis title and removes the gridline from the axis via Chart.withYAxisStyle

let myFirstStyledChart =
    Chart.Point(xData, yData)
    |> Chart.withTitle "Hello world!"
    |> Chart.withXAxisStyle ("xAxis")
    |> Chart.withYAxisStyle ("yAxis")

Attention: Styling functions mutate 😈 the input chart, therefore possibly affecting bindings to intermediary results. We recommend creating a single chart for each workflow to prevent unexpected results

Displaying a chart in the browser

The Chart.Show function will open a browser window and render the input chart there. When working in a notebook context, after referencing Plotly.NET.Interactive, the function is not necessary, just end the cell with the value of the chart.

myFirstChart |> Chart.show

Should render this chart in your brower:

myFirstStyledChart |> Chart.show

And here is what happened after applying the styles from above:

Displaying a chart in a notbook cell output

In a notebook context you usually have (at leat when running on a jupyter server like binder) no access to the browser on the machine where plotly runs on. That's why you can render charts directly in the cell output. Just end the cell with the chart value:

let xData' = [ 0. .. 10. ]
let yData' = [ 0. .. 10. ]
Chart.Point(xData', yData')

Here is the styled chart:

Chart.Point(xData, yData)
|> Chart.withTitle "Hello world!"
|> Chart.withXAxisStyle ("xAxis")
|> Chart.withYAxisStyle ("yAxis")

Comparison: Usage in F# and C#

One of the main design points of Plotly.NET it is to provide support for multiple flavors of chart generation. Here are 2 examples in different styles and languages that create an equivalent chart:

Functional pipeline style in F#:

[ (1, 5); (2, 10) ]
|> Chart.Point
|> Chart.withTraceInfo (Name = "Hello from F#")
|> Chart.withYAxisStyle (TitleText = "xAxis")
|> Chart.withXAxisStyle (TitleText = "yAxis")

Fluent interface style in C#:

This example uses the high-level native C# bindings for Plotly.NET that are provided by the Plotly.NET.CSharp package.

using System;
using Plotly.NET.CSharp;

Chart.Point<double, double, string>(
    x: new double[] { 1, 2 }, 
    y: new double[] { 5, 10 }
)
.WithTraceInfo("Hello from C#", ShowLegend: true)
.WithXAxisStyle<double, double, string>(Title: Plotly.NET.Title.init("xAxis"))
.WithYAxisStyle<double, double, string>(Title: Plotly.NET.Title.init("yAxis"))
.Show();

Declarative style in F# using the underlying `DynamicObj`:

This API is the most low-level and closest to the original plotly.js syntax. Make sure to spell dynamic members exactly as they are used in the plotly.js json schema.

open Plotly.NET.LayoutObjects

let xAxis =
    let tmp = LinearAxis()
    tmp?title <- "xAxis"
    tmp?showgrid <- false
    tmp?showline <- true
    tmp

let yAxis =
    let tmp = LinearAxis()
    tmp?title <- "yAxis"
    tmp?showgrid <- false
    tmp?showline <- true
    tmp

let layout =
    let tmp = Layout()
    tmp?xaxis <- xAxis
    tmp?yaxis <- yAxis
    tmp?showlegend <- true
    tmp

let trace =
    let tmp = Trace("scatter")
    tmp?x <- [ 1; 2 ]
    tmp?y <- [ 5; 10 ]
    tmp?mode <- "markers"
    tmp?name <- "Hello from F#"
    tmp

GenericChart.ofTraceObject true trace |> GenericChart.setLayout layout

Declarative style in C# using the underlying `DynamicObj`:

note that this works only when using the Plotly.NET core API, as the C# bindings only target the high level API.

using System;
using Plotly.NET;
using Plotly.NET.LayoutObjects;

double[] x = new double[] { 1, 2 };
double[] y = new double[] { 5, 10 };

LinearAxis xAxis = new LinearAxis();
xAxis.SetValue("title", "xAxis");
xAxis.SetValue("showgrid", false);
xAxis.SetValue("showline", true);

LinearAxis yAxis = new LinearAxis();
yAxis.SetValue("title", "yAxis");
yAxis.SetValue("showgrid", false);
yAxis.SetValue("showline", true);

Layout layout = new Layout();
layout.SetValue("xaxis", xAxis);
layout.SetValue("yaxis", yAxis);
layout.SetValue("showlegend", true);

Trace trace = new Trace("scatter");
trace.SetValue("x", x);
trace.SetValue("y", y);
trace.SetValue("mode", "markers");
trace.SetValue("name", "Hello from C#");

GenericChart
    .ofTraceObject(true, trace)
    .WithLayout(layout)
    .Show();

Contributing and copyright

The project is hosted on GitHub where you can report issues, fork the project and submit pull requests. If you're adding a new public API, please also consider adding samples that can be turned into a documentation. You might also want to read the library design notes to understand how it works.

The library is available under the OSI-approved MIT license, which allows modification and redistribution for both commercial and non-commercial purposes. For more information see the License file in the GitHub repository.

namespace Plotly

namespace Plotly.NET

module Defaults from Plotly.NET
<summary> Contains mutable global default values. Changing these values will apply the default values to all consecutive Chart generations. </summary>

val mutable DefaultDisplayOptions: DisplayOptions

Multiple items
type DisplayOptions = inherit DynamicObj new: unit -> DisplayOptions static member addAdditionalHeadTags: additionalHeadTags: XmlNode list -> (DisplayOptions -> DisplayOptions) static member addDescription: description: XmlNode list -> (DisplayOptions -> DisplayOptions) static member combine: first: DisplayOptions -> second: DisplayOptions -> DisplayOptions static member getAdditionalHeadTags: displayOpts: DisplayOptions -> XmlNode list static member getDescription: displayOpts: DisplayOptions -> XmlNode list static member getPlotlyReference: displayOpts: DisplayOptions -> PlotlyJSReference static member init: ?AdditionalHeadTags: XmlNode list * ?Description: XmlNode list * ?PlotlyJSReference: PlotlyJSReference -> DisplayOptions static member initCDNOnly: unit -> DisplayOptions ...

--------------------
new: unit -> DisplayOptions

static member DisplayOptions.init: ?AdditionalHeadTags: Giraffe.ViewEngine.HtmlElements.XmlNode list * ?Description: Giraffe.ViewEngine.HtmlElements.XmlNode list * ?PlotlyJSReference: PlotlyJSReference -> DisplayOptions

type PlotlyJSReference = | CDN of string | Full | Require of string | NoReference
<summary> Sets how plotly is referenced in the head of html docs. </summary>

union case PlotlyJSReference.NoReference: PlotlyJSReference

val xData: float list

val yData: float list

val myFirstChart: GenericChart.GenericChart

type Chart = static member AnnotatedHeatmap: zData: seq<#seq<'a1>> * annotationText: seq<#seq<string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'a3> * ?MultiX: seq<seq<'a3>> * ?XGap: int * ?Y: seq<'a4> * ?MultiY: seq<seq<'a4>> * ?YGap: int * ?Text: 'a5 * ?MultiText: seq<'a5> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a3 :> IConvertible and 'a4 :> IConvertible and 'a5 :> IConvertible) + 1 overload static member Area: x: seq<#IConvertible> * y: seq<#IConvertible> * ?ShowMarkers: bool * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?FillColor: Color * ?FillPatternShape: PatternShape * ?FillPattern: Pattern * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Bar: values: seq<#IConvertible> * ?Keys: seq<'a1> * ?MultiKeys: seq<seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member BoxPlot: ?X: seq<'a0> * ?MultiX: seq<seq<'a0>> * ?Y: seq<'a1> * ?MultiY: seq<seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Text: 'a2 * ?MultiText: seq<'a2> * ?FillColor: Color * ?MarkerColor: Color * ?Marker: Marker * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: BoxPoints * ?BoxMean: BoxMean * ?Jitter: float * ?PointPos: float * ?Orientation: Orientation * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: QuartileMethod * ?UseDefaults: bool -> GenericChart (requires 'a0 :> IConvertible and 'a1 :> IConvertible and 'a2 :> IConvertible) + 2 overloads static member Bubble: x: seq<#IConvertible> * y: seq<#IConvertible> * sizes: seq<int> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Candlestick: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * ?X: seq<'a4> * ?MultiX: seq<seq<'a4>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a5 * ?MultiText: seq<'a5> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: FinanceMarker * ?DecreasingColor: Color * ?Decreasing: FinanceMarker * ?WhiskerWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart (requires 'a4 :> IConvertible and 'a5 :> IConvertible) + 2 overloads static member Column: values: seq<#IConvertible> * ?Keys: seq<'a1> * ?MultiKeys: seq<seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member Contour: zData: seq<#seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'a2> * ?MultiX: seq<seq<'a2>> * ?Y: seq<'a3> * ?MultiY: seq<seq<'a3>> * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Transpose: bool * ?ContourLineColor: Color * ?ContourLineDash: DrawingStyle * ?ContourLineSmoothing: float * ?ContourLine: Line * ?ContoursColoring: ContourColoring * ?ContoursOperation: ConstraintOperation * ?ContoursType: ContourType * ?ShowContourLabels: bool * ?ContourLabelFont: Font * ?Contours: Contours * ?FillColor: Color * ?NContours: int * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible and 'a3 :> IConvertible and 'a4 :> IConvertible) static member Funnel: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Width: float * ?Offset: float * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?Orientation: Orientation * ?AlignmentGroup: string * ?OffsetGroup: string * ?MarkerColor: Color * ?MarkerOutline: Line * ?Marker: Marker * ?TextInfo: TextInfo * ?ConnectorLineColor: Color * ?ConnectorLineStyle: DrawingStyle * ?ConnectorFillColor: Color * ?ConnectorLine: Line * ?Connector: FunnelConnector * ?InsideTextFont: Font * ?OutsideTextFont: Font * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) static member Heatmap: zData: seq<#seq<'a1>> * ?X: seq<'a2> * ?MultiX: seq<seq<'a2>> * ?Y: seq<'a3> * ?MultiY: seq<seq<'a3>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible and 'a3 :> IConvertible and 'a4 :> IConvertible) + 1 overload ...

static member Chart.Point: xy: seq<#System.IConvertible * #System.IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: StyleParam.MarkerSymbol * ?MultiMarkerSymbol: seq<StyleParam.MarkerSymbol> * ?Marker: TraceObjects.Marker * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: StyleParam.Orientation * ?GroupNorm: StyleParam.GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
static member Chart.Point: x: seq<#System.IConvertible> * y: seq<#System.IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: StyleParam.MarkerSymbol * ?MultiMarkerSymbol: seq<StyleParam.MarkerSymbol> * ?Marker: TraceObjects.Marker * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: StyleParam.Orientation * ?GroupNorm: StyleParam.GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)

val myFirstStyledChart: GenericChart.GenericChart

static member Chart.withTitle: title: Title -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withTitle: title: string * ?TitleFont: Font -> (GenericChart.GenericChart -> GenericChart.GenericChart)

static member Chart.withXAxisStyle: ?TitleText: string * ?TitleFont: Font * ?TitleStandoff: int * ?Title: Title * ?Color: Color * ?AxisType: StyleParam.AxisType * ?MinMax: (#System.IConvertible * #System.IConvertible) * ?Mirror: StyleParam.Mirror * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?ShowLine: bool * ?LineColor: Color * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: StyleParam.DrawingStyle * ?ZeroLine: bool * ?ZeroLineColor: Color * ?Anchor: StyleParam.LinearAxisId * ?Side: StyleParam.Side * ?Overlaying: StyleParam.LinearAxisId * ?Domain: (float * float) * ?Position: float * ?CategoryOrder: StyleParam.CategoryOrder * ?CategoryArray: seq<#System.IConvertible> * ?RangeSlider: LayoutObjects.RangeSlider * ?RangeSelector: LayoutObjects.RangeSelector * ?BackgroundColor: Color * ?ShowBackground: bool * ?Id: StyleParam.SubPlotId -> (GenericChart.GenericChart -> GenericChart.GenericChart)

static member Chart.withYAxisStyle: ?TitleText: string * ?TitleFont: Font * ?TitleStandoff: int * ?Title: Title * ?Color: Color * ?AxisType: StyleParam.AxisType * ?MinMax: (#System.IConvertible * #System.IConvertible) * ?Mirror: StyleParam.Mirror * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?ShowLine: bool * ?LineColor: Color * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: StyleParam.DrawingStyle * ?ZeroLine: bool * ?ZeroLineColor: Color * ?Anchor: StyleParam.LinearAxisId * ?Side: StyleParam.Side * ?Overlaying: StyleParam.LinearAxisId * ?AutoShift: bool * ?Shift: int * ?Domain: (float * float) * ?Position: float * ?CategoryOrder: StyleParam.CategoryOrder * ?CategoryArray: seq<#System.IConvertible> * ?RangeSlider: LayoutObjects.RangeSlider * ?RangeSelector: LayoutObjects.RangeSelector * ?BackgroundColor: Color * ?ShowBackground: bool * ?Id: StyleParam.SubPlotId -> (GenericChart.GenericChart -> GenericChart.GenericChart)

static member Chart.show: ch: GenericChart.GenericChart -> unit

module GenericChart from Plotly.NET
<summary> Module to represent a GenericChart </summary>

val toChartHTML: gChart: GenericChart.GenericChart -> string

val xData': float list

val yData': float list

static member Chart.withTraceInfo: ?Name: string * ?Visible: StyleParam.Visible * ?ShowLegend: bool * ?LegendRank: int * ?LegendGroup: string * ?LegendGroupTitle: Title -> (GenericChart.GenericChart -> GenericChart.GenericChart)

namespace Plotly.NET.LayoutObjects

val xAxis: LinearAxis

val tmp: LinearAxis

Multiple items
type LinearAxis = inherit DynamicObj new: unit -> LinearAxis static member init: ?Visible: bool * ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?AutoShift: bool * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelStep: int * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: TickAutoMargin * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?Minor: Minor * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: DrawingStyle * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?Shift: int * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar * ?BackgroundColor: Color * ?ShowBackground: bool -> LinearAxis static member initCarpet: ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?ShowTickLabels: bool * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: DrawingStyle * ?GridWidth: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?ArrayDTick: int * ?ArrayTick0: int * ?CheaterType: CheaterType * ?EndLine: bool * ?EndLineColor: Color * ?EndLineWidth: int * ?LabelPadding: int * ?LabelPrefix: string * ?LabelSuffix: string * ?MinorGridColor: Color * ?MinorGridDash: DrawingStyle * ?MinorGridCount: int * ?MinorGridWidth: int * ?Smoothing: float * ?StartLine: bool * ?StartLineColor: Color * ?StartLineWidth: int -> LinearAxis static member initCategorical: categoryOrder: CategoryOrder * ?Visible: bool * ?Color: Color * ?Title: Title * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?AutoShift: bool * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: TickAutoMargin * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?Minor: Minor * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: DrawingStyle * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?Shift: int * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar -> LinearAxis static member initIndicatorGauge: ?DTick: #IConvertible * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?NTicks: int * ?Range: Range * ?SeparateThousands: bool * ?ShowExponent: ShowExponent * ?ShowTickLabels: bool * ?ShowTickPrefix: ShowTickOption * ?ShowTickSuffix: ShowTickOption * ?Tick0: #IConvertible * ?TickAngle: int * ?TickColor: Color * ?TickFont: Font * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?TickLen: int * ?TickMode: TickMode * ?TickPrefix: string * ?Ticks: TickOptions * ?TickSuffix: string * ?TickText: seq<#IConvertible> * ?TickVals: seq<#IConvertible> * ?TickWidth: int * ?Visible: bool -> LinearAxis static member style: ?Visible: bool * ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?AutoShift: bool * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelStep: int * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: TickAutoMargin * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?Minor: Minor * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridDash: DrawingStyle * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?Shift: int * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar * ?ArrayDTick: int * ?ArrayTick0: int * ?CheaterType: CheaterType * ?EndLine: bool * ?EndLineColor: Color * ?EndLineWidth: int * ?LabelPadding: int * ?LabelPrefix: string * ?LabelSuffix: string * ?MinorGridColor: Color * ?MinorGridDash: DrawingStyle * ?MinorGridCount: int * ?MinorGridWidth: int * ?Smoothing: float * ?StartLine: bool * ?StartLineColor: Color * ?StartLineWidth: int * ?BackgroundColor: Color * ?ShowBackground: bool -> (LinearAxis -> LinearAxis)
<summary>Linear axes can be used as x and y scales on 2D plots, and as x,y, and z scales on 3D plots.</summary>

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new: unit -> LinearAxis

val yAxis: LinearAxis

val layout: Layout

val tmp: Layout

Multiple items
type Layout = inherit DynamicObj new: unit -> Layout static member combine: first: Layout -> second: Layout -> Layout static member getColorAxisById: id: SubPlotId -> (Layout -> ColorAxis) static member getGeoById: id: SubPlotId -> (Layout -> Geo) static member getLayoutGrid: layout: Layout -> LayoutGrid static member getLegend: layout: Layout -> Legend static member getLinearAxisById: id: SubPlotId -> (Layout -> LinearAxis) static member getMapboxById: id: SubPlotId -> (Layout -> Mapbox) static member getPolarById: id: SubPlotId -> (Layout -> Polar) ...
<summary> A Layout object in the context of plotly charts contains all styling options that are not directly related to the visualization of the data itself, such as axes, legends, watermarks, etc. </summary>

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new: unit -> Layout

val trace: Trace

val tmp: Trace

Multiple items
type Trace = inherit DynamicObj new: traceTypeName: string -> Trace static member getColorAxisAnchor: trace: #Trace -> SubPlotId static member getColorBar: trace: #Trace -> ColorBar static member getDomain: trace: #Trace -> Domain static member getLine: trace: #Trace -> Line static member getMarker: trace: #Trace -> Marker static member getStackGroup: trace: #Trace -> string static member getXError: trace: #Trace -> Error static member getYError: trace: #Trace -> Error ...
<summary> A Trace object in the context of plotly charts contains the data to visualize and additional styling parameters. This is the base object that contains visualization-unspecific getters and setters for the underlying DynamicObj. Visualization-specific equivalents are suffixed with the respective trace subtype, e.g. `Trace2D` </summary>

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new: traceTypeName: string -> Trace

val ofTraceObject: useDefaults: bool -> trace: Trace -> GenericChart.GenericChart
<summary> Converts from a trace object and a layout object into GenericChart. If useDefaults = true, also sets the default Chart properties found in `Defaults` </summary>

val setLayout: layout: Layout -> gChart: GenericChart.GenericChart -> GenericChart.GenericChart