Plotting multicategory data

BinderNotebook

Summary: This example shows how to plot multicategory data on 2D charts in F#.

Since Plotly.NET v4, multicategory data are supported on the following 2D charts:

Scatter

Note that this does not apply to all derived Charts such as Chart.Point, Chart.Line, Chart.Bubble, Chart.Spline etc. (to avoid creating dozens of overloads for scatter derived traces).

You can, however, design those yourself using Chart.Scatter. Here are some examples:

open Plotly.NET
open System

let multicategoryScatterAndDerived = 
    [
        Chart.Scatter(
            Name = "Point",
            Mode = StyleParam.Mode.Markers, // creates multicategory point chart
            MultiX = [["A";"A";"B";"B"];["AA"; "AB"; "BA"; "BB"]],
            MultiY = [
                ["A";"A";"B";"B"] |> Seq.map (fun x -> x :> IConvertible) // you can use different IConvertibles if you cast here
                [1; 2; -1; -2] |> Seq.map (fun x -> x :> IConvertible)
            ]
        )
        Chart.Scatter(
            Name = "Line",
            Mode = StyleParam.Mode.Lines, // creates multicategory line chart
            MultiX = [["C";"C";"D";"D"];["CA"; "CB"; "DA"; "DB"]],
            MultiY = [
                ["A";"A";"B";"B"] |> Seq.map (fun x -> x :> IConvertible) // you can use different IConvertibles if you cast here
                [1; 2; -1; -2] |> Seq.map (fun x -> x :> IConvertible)
            ]
        )
        Chart.Scatter(
            Name = "SplineArea",
            Mode = StyleParam.Mode.Lines, // creates multicategory splinearea chart
            MultiX = [["E";"E";"F";"F"];["EA"; "EB"; "FA"; "FB"]],
            MultiY = [
                ["A";"A";"B";"B"] |> Seq.map (fun x -> x :> IConvertible) // you can use different IConvertibles if you cast here
                [1; 2; -1; -2] |> Seq.map (fun x -> x :> IConvertible)
            ],
            Line = Line.init(Shape = StyleParam.Shape.Spline),
            Fill = StyleParam.Fill.ToZero_y
        )
    ]
    |> Chart.combine
    |> Chart.withSize(Width = 1000)

Bar and Column

let multiCategoryBarColumn =
    [
        Chart.Bar(
            values = [1; 2; -1; -2],
            MultiKeys = [["A";"A";"B";"B"];["AA"; "AB"; "BA"; "BB"]],
            Name = "Bar"
        )
        Chart.Column(
            values = [1; 2; -1; -2],
            MultiKeys = [["A";"A";"B";"B"];["AA"; "AB"; "BA"; "BB"]],
            Name = "Column"
        )
    ]
    |> Chart.Grid (nRows = 1, nCols = 2)
    |> Chart.withSize(Width = 1000)

Histogram

let multicategoryHistogram =
    Chart.Histogram(
        MultiX = [["A";"A";"A";"B";"B"];["AA"; "AA"; "AB"; "BA"; "BB"]]
    )

Histogram2D

let multicategoryHistogram2D =
    Chart.Histogram2D(
        MultiX = [["A";"A";"A";"B";"B"];["AA"; "AA"; "AB"; "BA"; "BB"]],
        MultiY = [["A";"A";"A";"B";"B"];["AA"; "AA"; "AB"; "BA"; "BB"]]
    )

BoxPlot and Violin

let multicategoryBoxPlotViolin =
    [
        [
            Chart.BoxPlot(
                Name = "BoxPlot 1",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["A"; "A"; "A"; "A"; "A"; "A"; "A"];["AA"; "AA"; "AA"; "AA"; "AA"; "AA"; "AA"]]
            )
            Chart.BoxPlot(
                Name = "BoxPlot 2",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["A"; "A"; "A"; "A"; "A"; "A"; "A"];["AB"; "AB"; "AB"; "AB"; "AB"; "AB"; "AB"]]
            )            
            Chart.BoxPlot(
                Name = "BoxPlot 3",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["B"; "B"; "B"; "B"; "B"; "B"; "B"];["BB"; "BB"; "BB"; "BB"; "BB"; "BB"; "BB"]]
            )
        ]
        |> Chart.combine
        [
            Chart.Violin(
                Name = "Violin 1",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["A"; "A"; "A"; "A"; "A"; "A"; "A"];["AA"; "AA"; "AA"; "AA"; "AA"; "AA"; "AA"]]
            )
            Chart.Violin(
                Name = "Violin 2",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["A"; "A"; "A"; "A"; "A"; "A"; "A"];["AB"; "AB"; "AB"; "AB"; "AB"; "AB"; "AB"]]
            )
            Chart.Violin(
                Name = "Violin 3",
                Y = [1;1;2;3;4;3;2],
                MultiX = [["B"; "B"; "B"; "B"; "B"; "B"; "B"];["BB"; "BB"; "BB"; "BB"; "BB"; "BB"; "BB"]]
            )
        ]
        |> Chart.combine
    ]
    |> Chart.Grid (nRows = 1, nCols = 2)
    |> Chart.withSize(Width = 1000)

Histogram2DContour

let multicategoryHistogram2DContour =
    Chart.Histogram2DContour(
        MultiX = [["A";"A";"A";"B";"B"];["AA"; "AA"; "AB"; "BA"; "BB"]],
        MultiY = [["A";"A";"A";"B";"B"];["AA"; "AA"; "AB"; "BA"; "BB"]]
    )

Heatmap and AnnotatedHeatmap

let multicategoryHeatmap = 
    Chart.Heatmap(
        zData = [
            [1;2;3]
            [2;3;1]
            [3;1;2]
        ],
        MultiX = [["A";"A";"B"];["AA";"AB";"BA"]],
        MultiY = [["A";"A";"B"];["AA";"AB";"BA"]]
    )
let multicategoryAnnotatedHeatmap = 
    Chart.AnnotatedHeatmap(
        zData = [
            [1;2;3]
            [2;3;1]
            [3;1;2]
        ],
        annotationText = [
            ["A;AA x A;AA";"A;AA x A;AB";"A;AA x B;BA"]
            ["A;AB x A;AA";"A;AB x A;AB";"A;AB x B;BA"]
            ["B;BA x A;AA";"B;BA x A;AB";"B;BA x B;BA"]
        ],
        MultiX = [["A";"A";"B"];["AA";"AB";"BA"]],
        MultiY = [["A";"A";"B"];["AA";"AB";"BA"]]
    )

Contour

let multicategoryContour =
    Chart.Contour(
        zData = [
            [1;2;3]
            [2;3;1]
            [3;1;2]
        ],
        MultiX = [["A";"A";"B"];["AA";"AB";"BA"]],
        MultiY = [["A";"A";"B"];["AA";"AB";"BA"]]
    )

OHLC and Candlestick

let multicategoryFinance =
    [
        Chart.OHLC(
            ``open`` = [1;2],
            high = [3;4],
            low = [0;1],
            close = [0.5;1.],
            MultiX = [["A";"A"];["AA";"AB"]],
            Name = "OHLC"
        )
        Chart.Candlestick(
            ``open`` = [1;2],
            high = [3;4],
            low = [0;1],
            close = [0.5;1.],
            MultiX = [["A";"A"];["AA";"AB"]],
            Name = "Candlestick"
        )
    ]
    |> Chart.Grid (nRows = 1, nCols = 2)
    |> Chart.withSize(Width = 1000)
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
namespace System
val multicategoryScatterAndDerived: GenericChart.GenericChart
type Chart = static member AnnotatedHeatmap: zData: seq<#seq<'b>> * annotationText: seq<#seq<string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'d> * ?MultiX: seq<seq<'d>> * ?XGap: int * ?Y: seq<'e> * ?MultiY: seq<seq<'e>> * ?YGap: int * ?Text: 'f * ?MultiText: seq<'f> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'b :> IConvertible and 'd :> IConvertible and 'e :> IConvertible and 'f :> 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<'b> * ?MultiKeys: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'e * ?MultiWidth: seq<'e> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'e :> IConvertible) + 1 overload static member BoxPlot: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Text: 'c * ?MultiText: seq<'c> * ?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 'a :> IConvertible and 'b :> IConvertible and 'c :> 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<'e> * ?MultiX: seq<seq<'e>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'f * ?MultiText: seq<'f> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: FinanceMarker * ?DecreasingColor: Color * ?Decreasing: FinanceMarker * ?WhiskerWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart (requires 'e :> IConvertible and 'f :> IConvertible) + 2 overloads static member Column: values: seq<#IConvertible> * ?Keys: seq<'b> * ?MultiKeys: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'e * ?MultiWidth: seq<'e> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'e :> IConvertible) + 1 overload static member Contour: zData: seq<#seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'c> * ?MultiX: seq<seq<'c>> * ?Y: seq<'d> * ?MultiY: seq<seq<'d>> * ?Text: 'e * ?MultiText: seq<'e> * ?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 'b :> IConvertible and 'c :> IConvertible and 'd :> IConvertible and 'e :> 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<'b>> * ?X: seq<'c> * ?MultiX: seq<seq<'c>> * ?Y: seq<'d> * ?MultiY: seq<seq<'d>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?Text: 'e * ?MultiText: seq<'e> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'd :> IConvertible and 'e :> IConvertible) + 1 overload ...
static member Chart.Scatter: xy: seq<#IConvertible * #IConvertible> * mode: StyleParam.Mode * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: StyleParam.MarkerSymbol * ?MultiMarkerSymbol: seq<StyleParam.MarkerSymbol> * ?Marker: TraceObjects.Marker * ?LineColor: Color * ?LineColorScale: StyleParam.Colorscale * ?LineWidth: float * ?LineDash: StyleParam.DrawingStyle * ?Line: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: StyleParam.Orientation * ?GroupNorm: StyleParam.GroupNorm * ?Fill: StyleParam.Fill * ?FillColor: Color * ?FillPattern: TraceObjects.Pattern * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible)
static member Chart.Scatter: x: seq<#IConvertible> * y: seq<#IConvertible> * mode: StyleParam.Mode * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: StyleParam.MarkerSymbol * ?MultiMarkerSymbol: seq<StyleParam.MarkerSymbol> * ?Marker: TraceObjects.Marker * ?LineColor: Color * ?LineColorScale: StyleParam.Colorscale * ?LineWidth: float * ?LineDash: StyleParam.DrawingStyle * ?Line: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: StyleParam.Orientation * ?GroupNorm: StyleParam.GroupNorm * ?Fill: StyleParam.Fill * ?FillColor: Color * ?FillPattern: TraceObjects.Pattern * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible)
static member Chart.Scatter: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Mode: StyleParam.Mode * ?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 * ?LineColor: Color * ?LineColorScale: StyleParam.Colorscale * ?LineWidth: float * ?LineDash: StyleParam.DrawingStyle * ?Line: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?StackGroup: string * ?Orientation: StyleParam.Orientation * ?GroupNorm: StyleParam.GroupNorm * ?Fill: StyleParam.Fill * ?FillColor: Color * ?FillPattern: TraceObjects.Pattern * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'c :> IConvertible)
module StyleParam from Plotly.NET
type Mode = | None | Lines | Lines_Markers | Lines_Text | Lines_Markers_Text | Markers | Markers_Text | Text member Convert: unit -> obj override ToString: unit -> string static member convert: (Mode -> obj) static member toString: (Mode -> string)
union case StyleParam.Mode.Markers: StyleParam.Mode
module Seq from Microsoft.FSharp.Collections
<summary>Contains operations for working with values of type <see cref="T:Microsoft.FSharp.Collections.seq`1" />.</summary>
val map: mapping: ('T -> 'U) -> source: seq<'T> -> seq<'U>
<summary>Builds a new collection whose elements are the results of applying the given function to each of the elements of the collection. The given function will be applied as elements are demanded using the <c>MoveNext</c> method on enumerators retrieved from the object.</summary>
<remarks>The returned sequence may be passed between threads safely. However, individual IEnumerator values generated from the returned sequence should not be accessed concurrently.</remarks>
<param name="mapping">A function to transform items from the input sequence.</param>
<param name="source">The input sequence.</param>
<returns>The result sequence.</returns>
<exception cref="T:System.ArgumentNullException">Thrown when the input sequence is null.</exception>
<example id="item-1"><code lang="fsharp"> let inputs = ["a"; "bbb"; "cc"] inputs |&gt; Seq.map (fun x -&gt; x.Length) </code> Evaluates to a sequence yielding the same results as <c>seq { 1; 3; 2 }</c></example>
val x: string
type IConvertible = member GetTypeCode: unit -> TypeCode member ToBoolean: provider: IFormatProvider -> bool member ToByte: provider: IFormatProvider -> byte member ToChar: provider: IFormatProvider -> char member ToDateTime: provider: IFormatProvider -> DateTime member ToDecimal: provider: IFormatProvider -> decimal member ToDouble: provider: IFormatProvider -> float member ToInt16: provider: IFormatProvider -> int16 member ToInt32: provider: IFormatProvider -> int member ToInt64: provider: IFormatProvider -> int64 ...
<summary>Defines methods that convert the value of the implementing reference or value type to a common language runtime type that has an equivalent value.</summary>
val x: int
union case StyleParam.Mode.Lines: StyleParam.Mode
Multiple items
type Line = inherit DynamicObj new: unit -> Line static member init: ?BackOff: BackOff * ?AutoColorScale: bool * ?CAuto: bool * ?CMax: float * ?CMid: float * ?CMin: float * ?Color: Color * ?ColorAxis: SubPlotId * ?Colorscale: Colorscale * ?ReverseScale: bool * ?ShowScale: bool * ?ColorBar: ColorBar * ?Dash: DrawingStyle * ?Shape: Shape * ?Simplify: bool * ?Smoothing: float * ?Width: float * ?MultiWidth: seq<float> * ?OutlierColor: Color * ?OutlierWidth: float -> Line static member style: ?BackOff: BackOff * ?AutoColorScale: bool * ?CAuto: bool * ?CMax: float * ?CMid: float * ?CMin: float * ?Color: Color * ?ColorAxis: SubPlotId * ?Colorscale: Colorscale * ?ReverseScale: bool * ?ShowScale: bool * ?ColorBar: ColorBar * ?Dash: DrawingStyle * ?Shape: Shape * ?Simplify: bool * ?Smoothing: float * ?Width: float * ?MultiWidth: seq<float> * ?OutlierColor: Color * ?OutlierWidth: float -> (Line -> Line)
<summary> The line object determines the style of the line in various aspect of plots such as a line connecting datums, outline of layout objects, etc.. </summary>

--------------------
new: unit -> Line
static member Line.init: ?BackOff: StyleParam.BackOff * ?AutoColorScale: bool * ?CAuto: bool * ?CMax: float * ?CMid: float * ?CMin: float * ?Color: Color * ?ColorAxis: StyleParam.SubPlotId * ?Colorscale: StyleParam.Colorscale * ?ReverseScale: bool * ?ShowScale: bool * ?ColorBar: ColorBar * ?Dash: StyleParam.DrawingStyle * ?Shape: StyleParam.Shape * ?Simplify: bool * ?Smoothing: float * ?Width: float * ?MultiWidth: seq<float> * ?OutlierColor: Color * ?OutlierWidth: float -> Line
type Shape = | Linear | Spline | Hv | Vh | Hvh | Vhv member Convert: unit -> obj override ToString: unit -> string static member convert: (Shape -> obj) static member toString: (Shape -> string)
<summary> Determines the line shape. With "spline" the lines are drawn using spline interpolation. The other available values correspond to step-wise line shapes. </summary>
union case StyleParam.Shape.Spline: StyleParam.Shape
type Fill = | None | ToZero_y | ToZero_x | ToNext_y | ToNext_x | ToSelf | ToNext member Convert: unit -> obj override ToString: unit -> string static member convert: (Fill -> obj) static member toString: (Fill -> string)
<summary> Sets the area to fill with a solid color. (default: "none" ) </summary>
union case StyleParam.Fill.ToZero_y: StyleParam.Fill
static member Chart.combine: gCharts: seq<GenericChart.GenericChart> -> GenericChart.GenericChart
static member Chart.withSize: width: float * height: float -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withSize: ?Width: int * ?Height: int -> (GenericChart.GenericChart -> GenericChart.GenericChart)
module GenericChart from Plotly.NET
<summary> Module to represent a GenericChart </summary>
val toChartHTML: gChart: GenericChart.GenericChart -> string
val multiCategoryBarColumn: GenericChart.GenericChart
static member Chart.Bar: keysValues: seq<#IConvertible * #IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: StyleParam.PatternShape * ?MultiMarkerPatternShape: seq<StyleParam.PatternShape> * ?MarkerPattern: TraceObjects.Pattern * ?Marker: TraceObjects.Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible)
static member Chart.Bar: values: seq<#IConvertible> * ?Keys: seq<'b> * ?MultiKeys: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: StyleParam.PatternShape * ?MultiMarkerPatternShape: seq<StyleParam.PatternShape> * ?MarkerPattern: TraceObjects.Pattern * ?Marker: TraceObjects.Marker * ?Base: #IConvertible * ?Width: 'e * ?MultiWidth: seq<'e> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'e :> IConvertible)
static member Chart.Column: keysValues: seq<#IConvertible * #IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: StyleParam.PatternShape * ?MultiMarkerPatternShape: seq<StyleParam.PatternShape> * ?MarkerPattern: TraceObjects.Pattern * ?Marker: TraceObjects.Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible)
static member Chart.Column: values: seq<#IConvertible> * ?Keys: seq<'b> * ?MultiKeys: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: StyleParam.PatternShape * ?MultiMarkerPatternShape: seq<StyleParam.PatternShape> * ?MarkerPattern: TraceObjects.Pattern * ?Marker: TraceObjects.Marker * ?Base: #IConvertible * ?Width: 'e * ?MultiWidth: seq<'e> * ?TextPosition: StyleParam.TextPosition * ?MultiTextPosition: seq<StyleParam.TextPosition> * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'e :> IConvertible)
static member Chart.Grid: ?SubPlots: (StyleParam.LinearAxisId * StyleParam.LinearAxisId)[][] * ?XAxes: StyleParam.LinearAxisId[] * ?YAxes: StyleParam.LinearAxisId[] * ?RowOrder: StyleParam.LayoutGridRowOrder * ?Pattern: StyleParam.LayoutGridPattern * ?XGap: float * ?YGap: float * ?Domain: LayoutObjects.Domain * ?XSide: StyleParam.LayoutGridXSide * ?YSide: StyleParam.LayoutGridYSide -> (#seq<'a1> -> GenericChart.GenericChart) (requires 'a1 :> seq<GenericChart.GenericChart>)
static member Chart.Grid: nRows: int * nCols: int * ?SubPlots: (StyleParam.LinearAxisId * StyleParam.LinearAxisId)[][] * ?XAxes: StyleParam.LinearAxisId[] * ?YAxes: StyleParam.LinearAxisId[] * ?RowOrder: StyleParam.LayoutGridRowOrder * ?Pattern: StyleParam.LayoutGridPattern * ?XGap: float * ?YGap: float * ?Domain: LayoutObjects.Domain * ?XSide: StyleParam.LayoutGridXSide * ?YSide: StyleParam.LayoutGridYSide -> (#seq<GenericChart.GenericChart> -> GenericChart.GenericChart)
val multicategoryHistogram: GenericChart.GenericChart
static member Chart.Histogram: data: seq<#IConvertible> * orientation: StyleParam.Orientation * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a1 * ?MultiText: seq<'a1> * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?AlignmentGroup: string * ?OffsetGroup: string * ?NBinsX: int * ?NBinsY: int * ?BinGroup: string * ?XBins: TraceObjects.Bins * ?YBins: TraceObjects.Bins * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?Line: Line * ?XError: TraceObjects.Error * ?YError: TraceObjects.Error * ?Cumulative: TraceObjects.Cumulative * ?HoverLabel: LayoutObjects.Hoverlabel * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a1 :> IConvertible)
static member Chart.Histogram: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Orientation: StyleParam.Orientation * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'c * ?MultiText: seq<'c> * ?TextPosition: StyleParam.TextPosition * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?AlignmentGroup: string * ?OffsetGroup: string * ?NBinsX: int * ?NBinsY: int * ?BinGroup: string * ?XBins: TraceObjects.Bins * ?YBins: TraceObjects.Bins * ?MarkerColor: Color * ?MarkerColorScale: StyleParam.Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: StyleParam.PatternShape * ?MultiMarkerPatternShape: seq<StyleParam.PatternShape> * ?MarkerPattern: TraceObjects.Pattern * ?Marker: TraceObjects.Marker * ?Line: Line * ?XError: TraceObjects.Error * ?YError: TraceObjects.Error * ?Cumulative: TraceObjects.Cumulative * ?HoverLabel: LayoutObjects.Hoverlabel * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'c :> IConvertible)
val multicategoryHistogram2D: GenericChart.GenericChart
static member Chart.Histogram2D: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Z: seq<#seq<'a3>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?NBinsX: int * ?NBinsY: int * ?XBins: TraceObjects.Bins * ?YBins: TraceObjects.Bins * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a3 :> IConvertible)
static member Chart.Histogram2D: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Z: seq<#seq<'d>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?NBinsX: int * ?NBinsY: int * ?XBins: TraceObjects.Bins * ?YBins: TraceObjects.Bins * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'd :> IConvertible)
val multicategoryBoxPlotViolin: GenericChart.GenericChart
static member Chart.BoxPlot: xy: seq<#IConvertible * #IConvertible> * ?Name: string * ?ShowLegend: bool * ?Text: 'a2 * ?MultiText: seq<'a2> * ?FillColor: Color * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: StyleParam.BoxPoints * ?BoxMean: StyleParam.BoxMean * ?Jitter: float * ?PointPos: float * ?Orientation: StyleParam.Orientation * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: StyleParam.QuartileMethod * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible)
static member Chart.BoxPlot: data: seq<#IConvertible> * orientation: StyleParam.Orientation * ?Name: string * ?ShowLegend: bool * ?Text: 'a1 * ?MultiText: seq<'a1> * ?FillColor: Color * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: StyleParam.BoxPoints * ?BoxMean: StyleParam.BoxMean * ?Jitter: float * ?PointPos: float * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: StyleParam.QuartileMethod * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a1 :> IConvertible)
static member Chart.BoxPlot: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Text: 'c * ?MultiText: seq<'c> * ?FillColor: Color * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: StyleParam.BoxPoints * ?BoxMean: StyleParam.BoxMean * ?Jitter: float * ?PointPos: float * ?Orientation: StyleParam.Orientation * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: StyleParam.QuartileMethod * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'c :> IConvertible)
argument Y: seq<int> option
<summary> Visualizes the distribution of the input data as a box plot. A box plot is a method for graphically demonstrating the locality, spread and skewness groups of numerical data through their quartiles. The default style is based on the five number summary: minimum, first quartile, median, third quartile, and maximum. The sample data from which statistics are computed is set in `x` for vertically spanning boxes and in `y` for horizontally spanning boxes. </summary>
<param name="X">Sets the x sample data or coordinates</param>
<param name="MultiX">Sets the x sample data or coordinates. Use two inner arrays here to plot multicategorial data</param>
<param name="Y">Sets the y sample data or coordinates</param>
<param name="MultiY">Sets the y sample data or coordinates. Use two inner arrays here to plot multicategorial data</param>
<param name="Name">Sets the trace name. The trace name appear as the legend item and on hover.</param>
<param name="ShowLegend">Determines whether or not an item corresponding to this trace is shown in the legend.</param>
<param name="Text">Sets a text associated with each datum</param>
<param name="MultiText">Sets individual text for each datum</param>
<param name="FillColor">Sets the fill color. Defaults to a half-transparent variant of the line color, marker color, or marker line color, whichever is available.</param>
<param name="MarkerColor">Sets the marker color.</param>
<param name="Marker">Sets the marker for the box (use this for more finegrained control than the other marker-associated arguments).</param>
//
<param name="Opacity">Sets the opacity of this trace.</param>
<param name="WhiskerWidth">Sets the width of the whiskers relative to the box' width. For example, with 1, the whiskers are as wide as the box(es).</param>
<param name="BoxPoints">If "outliers", only the sample points lying outside the whiskers are shown If "suspectedoutliers", the outlier points are shown and points either less than 4"Q1-3"Q3 or greater than 4"Q3-3"Q1 are highlighted (see `outliercolor`) If "all", all sample points are shown If "false", only the box(es) are shown with no sample points Defaults to "suspectedoutliers" when `marker.outliercolor` or `marker.line.outliercolor` is set. Defaults to "all" under the q1/median/q3 signature. Otherwise defaults to "outliers".</param>
<param name="BoxMean">If "true", the mean of the box(es)' underlying distribution is drawn as a dashed line inside the box(es). If "sd" the standard deviation is also drawn. Defaults to "true" when `mean` is set. Defaults to "sd" when `sd` is set Otherwise defaults to "false".</param>
<param name="Jitter">Sets the amount of jitter in the sample points drawn. If "0", the sample points align along the distribution axis. If "1", the sample points are drawn in a random jitter of width equal to the width of the box(es).</param>
<param name="PointPos">Sets the position of the sample points in relation to the box(es). If "0", the sample points are places over the center of the box(es). Positive (negative) values correspond to positions to the right (left) for vertical boxes and above (below) for horizontal boxes</param>
<param name="Orientation">Sets the orientation of the box(es). If "v" ("h"), the distribution is visualized along the vertical (horizontal).</param>
<param name="OutlineColor">Sets the color of the box outline</param>
<param name="OutlineWidth">Sets the width of the box outline</param>
<param name="Outline">Sets the box outline (use this for more finegrained control than the other outline-associated arguments).</param>
<param name="AlignmentGroup">Set several traces linked to the same position axis or matching axes to the same alignmentgroup. This controls whether bars compute their positional range dependently or independently.</param>
<param name="OffsetGroup">Set several traces linked to the same position axis or matching axes to the same offsetgroup where bars of the same position coordinate will line up.</param>
<param name="Notched">Determines whether or not notches are drawn. Notches displays a confidence interval around the median. We compute the confidence interval as median +/- 1.57 " IQR / sqrt(N), where IQR is the interquartile range and N is the sample size. If two boxes' notches do not overlap there is 95% confidence their medians differ. See https://sites.google.com/site/davidsstatistics/home/notched-box-plots for more info. Defaults to "false" unless `notchwidth` or `notchspan` is set.</param>
<param name="NotchWidth">Sets the width of the notches relative to the box' width. For example, with 0, the notches are as wide as the box(es).</param>
<param name="QuartileMethod">Sets the method used to compute the sample's Q1 and Q3 quartiles. The "linear" method uses the 25th percentile for Q1 and 75th percentile for Q3 as computed using method #10 (listed on http://www.amstat.org/publications/jse/v14n3/langford.html). The "exclusive" method uses the median to divide the ordered dataset into two halves if the sample is odd, it does not include the median in either half - Q1 is then the median of the lower half and Q3 the median of the upper half. The "inclusive" method also uses the median to divide the ordered dataset into two halves but if the sample is odd, it includes the median in both halves - Q1 is then the median of the lower half and Q3 the median of the upper half.</param>
<param name="UseDefaults">If set to false, ignore the global default settings set in `Defaults`</param>
static member Chart.Violin: xy: seq<#IConvertible * #IConvertible> * ?Name: string * ?ShowLegend: bool * ?Text: 'a2 * ?MultiText: seq<'a2> * ?FillColor: Color * ?Opacity: float * ?Points: StyleParam.JitterPoints * ?Jitter: float * ?PointPos: float * ?Orientation: StyleParam.Orientation * ?Width: float * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?ShowBox: bool * ?BoxWidth: float * ?BoxFillColor: Color * ?Box: TraceObjects.Box * ?BandWidth: float * ?MeanLine: TraceObjects.MeanLine * ?ScaleGroup: string * ?ScaleMode: StyleParam.ScaleMode * ?Side: StyleParam.ViolinSide * ?Span: StyleParam.Range * ?SpanMode: StyleParam.SpanMode * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> IConvertible)
static member Chart.Violin: data: seq<#IConvertible> * orientation: StyleParam.Orientation * ?Name: string * ?ShowLegend: bool * ?Text: 'a1 * ?MultiText: seq<'a1> * ?FillColor: Color * ?Opacity: float * ?Points: StyleParam.JitterPoints * ?Jitter: float * ?PointPos: float * ?Width: float * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?ShowBox: bool * ?BoxWidth: float * ?BoxFillColor: Color * ?Box: TraceObjects.Box * ?BandWidth: float * ?MeanLine: TraceObjects.MeanLine * ?ScaleGroup: string * ?ScaleMode: StyleParam.ScaleMode * ?Side: StyleParam.ViolinSide * ?Span: StyleParam.Range * ?SpanMode: StyleParam.SpanMode * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a1 :> IConvertible)
static member Chart.Violin: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Text: 'c * ?MultiText: seq<'c> * ?FillColor: Color * ?Opacity: float * ?Points: StyleParam.JitterPoints * ?Jitter: float * ?PointPos: float * ?Orientation: StyleParam.Orientation * ?Width: float * ?MarkerColor: Color * ?Marker: TraceObjects.Marker * ?OutlineColor: Color * ?OutlineWidth: float * ?Outline: Line * ?AlignmentGroup: string * ?OffsetGroup: string * ?ShowBox: bool * ?BoxWidth: float * ?BoxFillColor: Color * ?Box: TraceObjects.Box * ?BandWidth: float * ?MeanLine: TraceObjects.MeanLine * ?ScaleGroup: string * ?ScaleMode: StyleParam.ScaleMode * ?Side: StyleParam.ViolinSide * ?Span: StyleParam.Range * ?SpanMode: StyleParam.SpanMode * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'c :> IConvertible)
argument Y: seq<int> option
<summary> Visualizes the distribution of the input data as a violin plot. A violin plot is a method of plotting numeric data. It is similar to a box plot, except that they also show the probability density of the data at different values, usually smoothed by a kernel density estimator. In vertical (horizontal) violin plots, statistics are computed using `y` (`x`) values. By supplying an `x` (`y`) array, one violin per distinct x (y) value is drawn If no `x` (`y`) array is provided, a single violin is drawn. That violin position is then positioned with with `name` or with `x0` (`y0`) if provided. </summary>
<param name="X">Sets the x sample data or coordinates</param>
<param name="MultiX">Sets the x sample data or coordinates. Use two inner arrays here to plot multicategorial data</param>
<param name="Y">Sets the y sample data or coordinates</param>
<param name="MultiY">Sets the y sample data or coordinates. Use two inner arrays here to plot multicategorial data</param>
<param name="Name">Sets the trace name. The trace name appear as the legend item and on hover.</param>
<param name="ShowLegend">Determines whether or not an item corresponding to this trace is shown in the legend.</param>
<param name="Text">Sets a text associated with each datum</param>
<param name="MultiText">Sets individual text for each datum</param>
<param name="FillColor">Sets the fill color. Defaults to a half-transparent variant of the line color, marker color, or marker line color, whichever is available.</param>
<param name="Opacity">Sets the Opacity otf the trace.</param>
<param name="Points">If "outliers", only the sample points lying outside the whiskers are shown If "suspectedoutliers", the outlier points are shown and points either less than 4"Q1-3"Q3 or greater than 4"Q3-3"Q1 are highlighted (see `outliercolor`) If "all", all sample points are shown If "false", only the violins are shown with no sample points. Defaults to "suspectedoutliers" when `marker.outliercolor` or `marker.line.outliercolor` is set, otherwise defaults to "outliers".</param>
<param name="Jitter">Sets the amount of jitter in the sample points drawn. If "0", the sample points align along the distribution axis. If "1", the sample points are drawn in a random jitter of width equal to the width of the box(es).</param>
<param name="PointPos">Sets the position of the sample points in relation to the box(es). If "0", the sample points are places over the center of the box(es). Positive (negative) values correspond to positions to the right (left) for vertical boxes and above (below) for horizontal boxes</param>
<param name="Orientation">Sets the orientation of the violin(s). If "v" ("h"), the distribution is visualized along the vertical (horizontal).</param>
<param name="Width">Sets the width of the violin in data coordinates. If "0" (default value) the width is automatically selected based on the positions of other violin traces in the same subplot.</param>
<param name="MarkerColor">Sets the marker color.</param>
<param name="Marker">Sets the marker for the violin (use this for more finegrained control than the other marker-associated arguments).</param>
<param name="OutlineColor">Sets the color of the box outline</param>
<param name="OutlineWidth">Sets the width of the box outline</param>
<param name="Outline">Sets the box outline (use this for more finegrained control than the other outline-associated arguments).</param>
<param name="AlignmentGroup">Set several traces linked to the same position axis or matching axes to the same alignmentgroup. This controls whether bars compute their positional range dependently or independently.</param>
<param name="OffsetGroup">Set several traces linked to the same position axis or matching axes to the same offsetgroup where bars of the same position coordinate will line up.</param>
<param name="ShowBox">Whether and how to draw a miniature box plot</param>
<param name="BoxWidth">Sets the width of the miniature box plot</param>
<param name="BoxFillColor">Sets the fill color of the miniature box plot</param>
<param name="Box">Sets the styles of the miniature box plot (use this for more finegrained control than the other box-associated arguments)</param>
<param name="BandWidth">Sets the bandwidth used to compute the kernel density estimate. By default, the bandwidth is determined by Silverman's rule of thumb.</param>
<param name="MeanLine">Whether and how to draw the meanline</param>
<param name="ScaleGroup">If there are multiple violins that should be sized according to to some metric (see `scalemode`), link them by providing a non-empty group id here shared by every trace in the same group. If a violin's `width` is undefined, `scalegroup` will default to the trace's name. In this case, violins with the same names will be linked together</param>
<param name="ScaleMode">Sets the metric by which the width of each violin is determined."width" means each violin has the same (max) width"count" means the violins are scaled by the number of sample points makingup each violin.</param>
<param name="Side">Determines on which side of the position value the density function making up one half of a violin is plotted. Useful when comparing two violin traces under "overlay" mode, where one trace has `side` set to "positive" and the other to "negative".</param>
<param name="Span">Sets the span in data space for which the density function will be computed. Has an effect only when `spanmode` is set to "manual".</param>
<param name="SpanMode">Sets the method by which the span in data space where the density function will be computed. "soft" means the span goes from the sample's minimum value minus two bandwidths to the sample's maximum value plus two bandwidths. "hard" means the span goes from the sample's minimum to its maximum value. For custom span settings, use mode "manual" and fill in the `span` attribute.</param>
<param name="UseDefaults">If set to false, ignore the global default settings set in `Defaults`</param>
val multicategoryHistogram2DContour: GenericChart.GenericChart
static member Chart.Histogram2DContour: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Z: seq<#seq<'a3>> * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?NBinsX: int * ?NBinsY: int * ?BinGroup: string * ?XBinGroup: string * ?XBins: TraceObjects.Bins * ?YBinGroup: string * ?YBins: TraceObjects.Bins * ?Marker: TraceObjects.Marker * ?ContourLineColor: Color * ?ContourLineDash: StyleParam.DrawingStyle * ?ContourLineSmoothing: float * ?ContourLine: Line * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Contours: TraceObjects.Contours * ?NContours: int * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a3 :> IConvertible)
static member Chart.Histogram2DContour: ?X: seq<'a> * ?MultiX: seq<seq<'a>> * ?Y: seq<'b> * ?MultiY: seq<seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Z: seq<#seq<'d>> * ?HistFunc: StyleParam.HistFunc * ?HistNorm: StyleParam.HistNorm * ?NBinsX: int * ?NBinsY: int * ?BinGroup: string * ?XBinGroup: string * ?XBins: TraceObjects.Bins * ?YBinGroup: string * ?YBins: TraceObjects.Bins * ?Marker: TraceObjects.Marker * ?ContourLineColor: Color * ?ContourLineDash: StyleParam.DrawingStyle * ?ContourLineSmoothing: float * ?ContourLine: Line * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Contours: TraceObjects.Contours * ?NContours: int * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a :> IConvertible and 'b :> IConvertible and 'd :> IConvertible)
val multicategoryHeatmap: GenericChart.GenericChart
static member Chart.Heatmap: zData: seq<#seq<'a1>> * colNames: seq<string> * rowNames: seq<string> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?Text: 'a2 * ?MultiText: seq<'a2> * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible)
static member Chart.Heatmap: zData: seq<#seq<'b>> * ?X: seq<'c> * ?MultiX: seq<seq<'c>> * ?Y: seq<'d> * ?MultiY: seq<seq<'d>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?XGap: int * ?YGap: int * ?Text: 'e * ?MultiText: seq<'e> * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'd :> IConvertible and 'e :> IConvertible)
val multicategoryAnnotatedHeatmap: GenericChart.GenericChart
static member Chart.AnnotatedHeatmap: dataAnnotations: seq<#seq<'a1 * string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'a2> * ?MultiX: seq<seq<'a2>> * ?XGap: int * ?Y: seq<'a3> * ?MultiY: seq<seq<'a3>> * ?YGap: int * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a1 :> IConvertible and 'a2 :> IConvertible and 'a3 :> IConvertible and 'a4 :> IConvertible)
static member Chart.AnnotatedHeatmap: zData: seq<#seq<'b>> * annotationText: seq<#seq<string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'d> * ?MultiX: seq<seq<'d>> * ?XGap: int * ?Y: seq<'e> * ?MultiY: seq<seq<'e>> * ?YGap: int * ?Text: 'f * ?MultiText: seq<'f> * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: StyleParam.SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'b :> IConvertible and 'd :> IConvertible and 'e :> IConvertible and 'f :> IConvertible)
val multicategoryContour: GenericChart.GenericChart
static member Chart.Contour: zData: seq<#seq<'b>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<'c> * ?MultiX: seq<seq<'c>> * ?Y: seq<'d> * ?MultiY: seq<seq<'d>> * ?Text: 'e * ?MultiText: seq<'e> * ?ColorBar: ColorBar * ?ColorScale: StyleParam.Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Transpose: bool * ?ContourLineColor: Color * ?ContourLineDash: StyleParam.DrawingStyle * ?ContourLineSmoothing: float * ?ContourLine: Line * ?ContoursColoring: StyleParam.ContourColoring * ?ContoursOperation: StyleParam.ConstraintOperation * ?ContoursType: StyleParam.ContourType * ?ShowContourLabels: bool * ?ContourLabelFont: Font * ?Contours: TraceObjects.Contours * ?FillColor: Color * ?NContours: int * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'b :> IConvertible and 'c :> IConvertible and 'd :> IConvertible and 'e :> IConvertible)
val multicategoryFinance: GenericChart.GenericChart
static member Chart.OHLC: stockTimeSeries: seq<DateTime * TraceObjects.StockData> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a0 * ?MultiText: seq<'a0> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?TickWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a0 :> IConvertible)
static member Chart.OHLC: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * x: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a5 * ?MultiText: seq<'a5> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?TickWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a5 :> IConvertible)
static member Chart.OHLC: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * ?X: seq<'e> * ?MultiX: seq<seq<'e>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'f * ?MultiText: seq<'f> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?TickWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'e :> IConvertible and 'f :> IConvertible)
static member Chart.Candlestick: stockTimeSeries: seq<DateTime * TraceObjects.StockData> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a0 * ?MultiText: seq<'a0> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?WhiskerWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a0 :> IConvertible)
static member Chart.Candlestick: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * x: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a5 * ?MultiText: seq<'a5> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?WhiskerWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a5 :> IConvertible)
static member Chart.Candlestick: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * ?X: seq<'e> * ?MultiX: seq<seq<'e>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'f * ?MultiText: seq<'f> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: TraceObjects.FinanceMarker * ?DecreasingColor: Color * ?Decreasing: TraceObjects.FinanceMarker * ?WhiskerWidth: float * ?ShowXAxisRangeSlider: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'e :> IConvertible and 'f :> IConvertible)