Plotly.NET

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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 provide native C# docs as well.

Table of contents

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 4.2.0

  • paket CLI

    paket add Plotly.NET --version 4.2.0

  • package manager

    Install-Package Plotly.NET -Version 4.2.0

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

    <PackageReference Include="Plotly.NET" Version="4.2.0" />

For scripting

You can include the package via an inline package reference:

#r "nuget: Plotly.NET, 4.2.0"

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, 4.2.0"

Note:

Due to the currently fast development cycles of .NET Interactive, there might be increments in their versioning that render 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 referencing Plotly.NET.Interactive:

#i "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet5/nuget/v3/index.json"
#i "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 browser:

myFirstStyledChart |> Chart.show

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

Displaying a chart in a notebook cell output

In a notebook context, you usually have (at least 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 is to provide support for multiple flavors of chart generation. Here are two examples in different styles and languages that create equivalent charts:

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 * ?LabelAlias: DynamicObj * ?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 * ?LabelAlias: DynamicObj * ?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 * ?LabelAlias: DynamicObj * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar -> LinearAxis static member initIndicatorGauge: ?DTick: #IConvertible * ?LabelAlias: DynamicObj * ?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 * ?LabelAlias: DynamicObj * ?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