Scatter and line plots on Mapbox maps
Summary: This example shows how to create Point and Line charts on Mapbox maps in F#.
Let's first create some data for the purpose of creating example charts:
open Plotly.NET
let cityNames =
[ "Montreal"
"Toronto"
"Vancouver"
"Calgary"
"Edmonton"
"Ottawa"
"Halifax"
"Victoria"
"Winnepeg"
"Regina" ]
let lon =
[ -73.57
-79.24
-123.06
-114.1
-113.28
-75.43
-63.57
-123.21
-97.13
-104.6 ]
let lat = [ 45.5; 43.4; 49.13; 51.1; 53.34; 45.24; 44.64; 48.25; 49.89; 50.45 ]
The simplest type of geographic plot using Mapbox is plotting the (lon,lat) pairs of a location via Chart.PointMapbox.
Here is an example using the location of Canadian cities:
open Plotly.NET.LayoutObjects
let pointMapbox =
Chart.PointMapbox(
longitudes = lon,
latitudes = lat,
MultiText = cityNames,
TextPosition = StyleParam.TextPosition.TopCenter
)
|> Chart.withMapbox (Mapbox.init (Style = StyleParam.MapboxStyle.OpenStreetMap, Center = (-104.6, 50.45)))
To connect the given (lon,lat) pairs via straight lines, use Chart.LineGeo.
Below is an example that pulls external data as a Deedle data
frame containing the source and target locations of American Airlines flights from Feb. 2011:
open Deedle
open System.IO
open System.Text
let data =
__SOURCE_DIRECTORY__ + "/../data/2011_february_aa_flight_paths.csv"
|> fun csv -> Frame.ReadCsv(csv, true, separators = ",")
let opacityVals: float[] =
data.["cnt"]
|> Series.values
|> fun s -> s |> Seq.map (fun v -> v / (Seq.max s)) |> Array.ofSeq
let startCoords = Series.zipInner data.["start_lon"] data.["start_lat"]
let endCoords = Series.zipInner data.["end_lon"] data.["end_lat"]
let coords = Series.zipInner startCoords endCoords |> Series.values
let flights =
coords
|> Seq.mapi (fun i (startCoords, endCoords) ->
Chart.LineMapbox(
lonlat = [ startCoords; endCoords ],
Opacity = opacityVals.[i],
LineColor = Color.fromString "red"
))
|> Chart.combine
|> Chart.withLegend (false)
|> Chart.withMapbox (Mapbox.init (Style = StyleParam.MapboxStyle.OpenStreetMap, Center = (-97.0372, 32.8959)))
|> Chart.withMarginSize (0, 0, 50, 0)
|> Chart.withTitle "Feb. 2011 American Airline flights"
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>
<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
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>
<summary> Sets how plotly is referenced in the head of html docs. </summary>
union case PlotlyJSReference.NoReference: PlotlyJSReference
val cityNames: string list
val lon: float list
val lat: float list
namespace Plotly.NET.LayoutObjects
val pointMapbox: 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.PointMapbox: lonlat: seq<#System.IConvertible * #System.IConvertible> * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?EnableClustering: bool * ?Cluster: MapboxCluster * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> System.IConvertible)
static member Chart.PointMapbox: longitudes: seq<#System.IConvertible> * latitudes: seq<#System.IConvertible> * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?EnableClustering: bool * ?Cluster: MapboxCluster * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
static member Chart.PointMapbox: longitudes: seq<#System.IConvertible> * latitudes: seq<#System.IConvertible> * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?EnableClustering: bool * ?Cluster: MapboxCluster * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
module StyleParam
from Plotly.NET
type TextPosition =
| TopLeft
| TopCenter
| TopRight
| MiddleLeft
| MiddleCenter
| MiddleRight
| BottomLeft
| BottomCenter
| BottomRight
| Auto
...
member Convert: unit -> obj
override ToString: unit -> string
static member convert: (TextPosition -> obj)
static member toString: (TextPosition -> string)
<summary> Sets the positions of the `text` elements. Note that not all options work for every type of trace, e.g. Pie Charts only support "inside" | "outside" | "auto" | "none" - Cartesian plots: Sets the positions of the `text` elements with respects to the (x,y) coordinates. - Pie Charts and derivatives: Specifies the location of the text with respects to the sector. </summary>
<summary> Sets the positions of the `text` elements. Note that not all options work for every type of trace, e.g. Pie Charts only support "inside" | "outside" | "auto" | "none" - Cartesian plots: Sets the positions of the `text` elements with respects to the (x,y) coordinates. - Pie Charts and derivatives: Specifies the location of the text with respects to the sector. </summary>
union case StyleParam.TextPosition.TopCenter: StyleParam.TextPosition
static member Chart.withMapbox: mapbox: Mapbox * ?Id: int -> (GenericChart.GenericChart -> GenericChart.GenericChart)
Multiple items
type Mapbox = inherit DynamicObj new: unit -> Mapbox static member init: ?Domain: Domain * ?AccessToken: string * ?Style: MapboxStyle * ?Bounds: MapboxBounds * ?Center: (float * float) * ?Zoom: float * ?Bearing: float * ?Pitch: float * ?Layers: seq<MapboxLayer> -> Mapbox static member style: ?Domain: Domain * ?AccessToken: string * ?Style: MapboxStyle * ?Bounds: MapboxBounds * ?Center: (float * float) * ?Zoom: float * ?Bearing: float * ?Pitch: float * ?Layers: seq<MapboxLayer> -> (Mapbox -> Mapbox)
<summary>Determines the style of the map shown in mapbox traces</summary>
--------------------
new: unit -> Mapbox
type Mapbox = inherit DynamicObj new: unit -> Mapbox static member init: ?Domain: Domain * ?AccessToken: string * ?Style: MapboxStyle * ?Bounds: MapboxBounds * ?Center: (float * float) * ?Zoom: float * ?Bearing: float * ?Pitch: float * ?Layers: seq<MapboxLayer> -> Mapbox static member style: ?Domain: Domain * ?AccessToken: string * ?Style: MapboxStyle * ?Bounds: MapboxBounds * ?Center: (float * float) * ?Zoom: float * ?Bearing: float * ?Pitch: float * ?Layers: seq<MapboxLayer> -> (Mapbox -> Mapbox)
<summary>Determines the style of the map shown in mapbox traces</summary>
--------------------
new: unit -> Mapbox
static member Mapbox.init: ?Domain: Domain * ?AccessToken: string * ?Style: StyleParam.MapboxStyle * ?Bounds: MapboxBounds * ?Center: (float * float) * ?Zoom: float * ?Bearing: float * ?Pitch: float * ?Layers: seq<MapboxLayer> -> Mapbox
type MapboxStyle =
| OpenStreetMap
| WhiteBG
| CartoPositron
| CartoDarkmatter
| StamenTerrain
| StamenToner
| StamenWatercolor
| MapboxBasic
| MapboxStreets
| MapboxOutdoors
...
member Convert: unit -> obj
override ToString: unit -> string
static member convert: (MapboxStyle -> obj)
static member toString: (MapboxStyle -> string)
<summary> Defines the map layers that are rendered by default below the trace layers defined in `data`, which are themselves by default rendered below the layers defined in `layout.mapbox.layers`. These layers can be defined either explicitly as a Mapbox Style object which can contain multiple layer definitions that load data from any public or private Tile Map Service (TMS or XYZ) or Web Map Service (WMS) or implicitly by using one of the built-in style objects which use WMSes which do not require any access tokens, or by using a default Mapbox style or custom Mapbox style URL, both of which require a Mapbox access token Note that Mapbox access token can be set in the `accesstoken` attribute or in the `mapboxAccessToken` config option. Mapbox Style objects are of the form described in the Mapbox GL JS documentation available at https://docs.mapbox.com/mapbox-gl-js/style-spec The built-in plotly.js styles objects are: open-street-map, white-bg, carto-positron, carto-darkmatter, stamen-terrain, stamen-toner, stamen-watercolor The built-in Mapbox styles are: basic, streets, outdoors, light, dark, satellite, satellite-streets Mapbox style URLs are of the form: mapbox://mapbox.mapbox-<name>-<version> </summary>
<summary> Defines the map layers that are rendered by default below the trace layers defined in `data`, which are themselves by default rendered below the layers defined in `layout.mapbox.layers`. These layers can be defined either explicitly as a Mapbox Style object which can contain multiple layer definitions that load data from any public or private Tile Map Service (TMS or XYZ) or Web Map Service (WMS) or implicitly by using one of the built-in style objects which use WMSes which do not require any access tokens, or by using a default Mapbox style or custom Mapbox style URL, both of which require a Mapbox access token Note that Mapbox access token can be set in the `accesstoken` attribute or in the `mapboxAccessToken` config option. Mapbox Style objects are of the form described in the Mapbox GL JS documentation available at https://docs.mapbox.com/mapbox-gl-js/style-spec The built-in plotly.js styles objects are: open-street-map, white-bg, carto-positron, carto-darkmatter, stamen-terrain, stamen-toner, stamen-watercolor The built-in Mapbox styles are: basic, streets, outdoors, light, dark, satellite, satellite-streets Mapbox style URLs are of the form: mapbox://mapbox.mapbox-<name>-<version> </summary>
union case StyleParam.MapboxStyle.OpenStreetMap: StyleParam.MapboxStyle
module GenericChart
from Plotly.NET
<summary> Module to represent a GenericChart </summary>
<summary> Module to represent a GenericChart </summary>
val toChartHTML: gChart: GenericChart.GenericChart -> string
namespace Deedle
namespace System
namespace System.IO
namespace System.Text
val data: Frame<int,string>
val csv: string
Multiple items
module Frame from Deedle
--------------------
type Frame = static member ReadCsv: location: string * hasHeaders: Nullable<bool> * inferTypes: Nullable<bool> * inferRows: Nullable<int> * schema: string * separators: string * culture: string * maxRows: Nullable<int> * missingValues: string[] * preferOptions: bool -> Frame<int,string> + 1 overload static member ReadReader: reader: IDataReader -> Frame<int,string> static member CustomExpanders: Dictionary<Type,Func<obj,seq<string * Type * obj>>> static member NonExpandableInterfaces: ResizeArray<Type> static member NonExpandableTypes: HashSet<Type>
--------------------
type Frame<'TRowKey,'TColumnKey (requires equality and equality)> = interface IDynamicMetaObjectProvider interface INotifyCollectionChanged interface IFrameFormattable interface IFsiFormattable interface IFrame new: rowIndex: IIndex<'TRowKey> * columnIndex: IIndex<'TColumnKey> * data: IVector<IVector> * indexBuilder: IIndexBuilder * vectorBuilder: IVectorBuilder -> Frame<'TRowKey,'TColumnKey> + 1 overload member AddColumn: column: 'TColumnKey * series: seq<'V> -> unit + 3 overloads member AggregateRowsBy: groupBy: seq<'TColumnKey> * aggBy: seq<'TColumnKey> * aggFunc: Func<Series<'TRowKey,'a>,'b> -> Frame<int,'TColumnKey> member Clone: unit -> Frame<'TRowKey,'TColumnKey> member ColumnApply: f: Func<Series<'TRowKey,'T>,ISeries<'TRowKey>> -> Frame<'TRowKey,'TColumnKey> + 1 overload ...
--------------------
new: names: seq<'TColumnKey> * columns: seq<ISeries<'TRowKey>> -> Frame<'TRowKey,'TColumnKey>
new: rowIndex: Indices.IIndex<'TRowKey> * columnIndex: Indices.IIndex<'TColumnKey> * data: IVector<IVector> * indexBuilder: Indices.IIndexBuilder * vectorBuilder: Vectors.IVectorBuilder -> Frame<'TRowKey,'TColumnKey>
module Frame from Deedle
--------------------
type Frame = static member ReadCsv: location: string * hasHeaders: Nullable<bool> * inferTypes: Nullable<bool> * inferRows: Nullable<int> * schema: string * separators: string * culture: string * maxRows: Nullable<int> * missingValues: string[] * preferOptions: bool -> Frame<int,string> + 1 overload static member ReadReader: reader: IDataReader -> Frame<int,string> static member CustomExpanders: Dictionary<Type,Func<obj,seq<string * Type * obj>>> static member NonExpandableInterfaces: ResizeArray<Type> static member NonExpandableTypes: HashSet<Type>
--------------------
type Frame<'TRowKey,'TColumnKey (requires equality and equality)> = interface IDynamicMetaObjectProvider interface INotifyCollectionChanged interface IFrameFormattable interface IFsiFormattable interface IFrame new: rowIndex: IIndex<'TRowKey> * columnIndex: IIndex<'TColumnKey> * data: IVector<IVector> * indexBuilder: IIndexBuilder * vectorBuilder: IVectorBuilder -> Frame<'TRowKey,'TColumnKey> + 1 overload member AddColumn: column: 'TColumnKey * series: seq<'V> -> unit + 3 overloads member AggregateRowsBy: groupBy: seq<'TColumnKey> * aggBy: seq<'TColumnKey> * aggFunc: Func<Series<'TRowKey,'a>,'b> -> Frame<int,'TColumnKey> member Clone: unit -> Frame<'TRowKey,'TColumnKey> member ColumnApply: f: Func<Series<'TRowKey,'T>,ISeries<'TRowKey>> -> Frame<'TRowKey,'TColumnKey> + 1 overload ...
--------------------
new: names: seq<'TColumnKey> * columns: seq<ISeries<'TRowKey>> -> Frame<'TRowKey,'TColumnKey>
new: rowIndex: Indices.IIndex<'TRowKey> * columnIndex: Indices.IIndex<'TColumnKey> * data: IVector<IVector> * indexBuilder: Indices.IIndexBuilder * vectorBuilder: Vectors.IVectorBuilder -> Frame<'TRowKey,'TColumnKey>
static member Frame.ReadCsv: path: string * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: stream: Stream * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: reader: TextReader * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: stream: Stream * hasHeaders: System.Nullable<bool> * inferTypes: System.Nullable<bool> * inferRows: System.Nullable<int> * schema: string * separators: string * culture: string * maxRows: System.Nullable<int> * missingValues: string[] * preferOptions: System.Nullable<bool> -> Frame<int,string>
static member Frame.ReadCsv: location: string * hasHeaders: System.Nullable<bool> * inferTypes: System.Nullable<bool> * inferRows: System.Nullable<int> * schema: string * separators: string * culture: string * maxRows: System.Nullable<int> * missingValues: string[] * preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: path: string * indexCol: string * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<'R,string> (requires equality)
static member Frame.ReadCsv: stream: Stream * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: reader: TextReader * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: stream: Stream * hasHeaders: System.Nullable<bool> * inferTypes: System.Nullable<bool> * inferRows: System.Nullable<int> * schema: string * separators: string * culture: string * maxRows: System.Nullable<int> * missingValues: string[] * preferOptions: System.Nullable<bool> -> Frame<int,string>
static member Frame.ReadCsv: location: string * hasHeaders: System.Nullable<bool> * inferTypes: System.Nullable<bool> * inferRows: System.Nullable<int> * schema: string * separators: string * culture: string * maxRows: System.Nullable<int> * missingValues: string[] * preferOptions: bool -> Frame<int,string>
static member Frame.ReadCsv: path: string * indexCol: string * ?hasHeaders: bool * ?inferTypes: bool * ?inferRows: int * ?schema: string * ?separators: string * ?culture: string * ?maxRows: int * ?missingValues: string[] * ?preferOptions: bool -> Frame<'R,string> (requires equality)
val opacityVals: float[]
Multiple items
val float: value: 'T -> float (requires member op_Explicit)
<summary>Converts the argument to 64-bit float. This is a direct conversion for all primitive numeric types. For strings, the input is converted using <c>Double.Parse()</c> with InvariantCulture settings. Otherwise the operation requires an appropriate static conversion method on the input type.</summary>
<param name="value">The input value.</param>
<returns>The converted float</returns>
<example id="float-example"><code lang="fsharp"></code></example>
--------------------
[<Struct>] type float = System.Double
<summary>An abbreviation for the CLI type <see cref="T:System.Double" />.</summary>
<category>Basic Types</category>
--------------------
type float<'Measure> = float
<summary>The type of double-precision floating point numbers, annotated with a unit of measure. The unit of measure is erased in compiled code and when values of this type are analyzed using reflection. The type is representationally equivalent to <see cref="T:System.Double" />.</summary>
<category index="6">Basic Types with Units of Measure</category>
val float: value: 'T -> float (requires member op_Explicit)
<summary>Converts the argument to 64-bit float. This is a direct conversion for all primitive numeric types. For strings, the input is converted using <c>Double.Parse()</c> with InvariantCulture settings. Otherwise the operation requires an appropriate static conversion method on the input type.</summary>
<param name="value">The input value.</param>
<returns>The converted float</returns>
<example id="float-example"><code lang="fsharp"></code></example>
--------------------
[<Struct>] type float = System.Double
<summary>An abbreviation for the CLI type <see cref="T:System.Double" />.</summary>
<category>Basic Types</category>
--------------------
type float<'Measure> = float
<summary>The type of double-precision floating point numbers, annotated with a unit of measure. The unit of measure is erased in compiled code and when values of this type are analyzed using reflection. The type is representationally equivalent to <see cref="T:System.Double" />.</summary>
<category index="6">Basic Types with Units of Measure</category>
Multiple items
module Series from Deedle
--------------------
type Series = static member ofNullables: values: seq<Nullable<'a0>> -> Series<int,'a0> (requires default constructor and value type and 'a0 :> ValueType) static member ofObservations: observations: seq<'c * 'd> -> Series<'c,'d> (requires equality) static member ofOptionalObservations: observations: seq<'K * 'a1 option> -> Series<'K,'a1> (requires equality) static member ofValues: values: seq<'a> -> Series<int,'a>
--------------------
type Series<'K,'V (requires equality)> = interface ISeriesFormattable interface IFsiFormattable interface ISeries<'K> new: index: IIndex<'K> * vector: IVector<'V> * vectorBuilder: IVectorBuilder * indexBuilder: IIndexBuilder -> Series<'K,'V> + 3 overloads member After: lowerExclusive: 'K -> Series<'K,'V> member Aggregate: aggregation: Aggregation<'K> * keySelector: Func<DataSegment<Series<'K,'V>>,'TNewKey> * valueSelector: Func<DataSegment<Series<'K,'V>>,OptionalValue<'R>> -> Series<'TNewKey,'R> (requires equality) + 1 overload member AsyncMaterialize: unit -> Async<Series<'K,'V>> member Before: upperExclusive: 'K -> Series<'K,'V> member Between: lowerInclusive: 'K * upperInclusive: 'K -> Series<'K,'V> member Compare: another: Series<'K,'V> -> Series<'K,Diff<'V>> ...
--------------------
new: pairs: seq<System.Collections.Generic.KeyValuePair<'K,'V>> -> Series<'K,'V>
new: keys: seq<'K> * values: seq<'V> -> Series<'K,'V>
new: keys: 'K[] * values: 'V[] -> Series<'K,'V>
new: index: Indices.IIndex<'K> * vector: IVector<'V> * vectorBuilder: Vectors.IVectorBuilder * indexBuilder: Indices.IIndexBuilder -> Series<'K,'V>
module Series from Deedle
--------------------
type Series = static member ofNullables: values: seq<Nullable<'a0>> -> Series<int,'a0> (requires default constructor and value type and 'a0 :> ValueType) static member ofObservations: observations: seq<'c * 'd> -> Series<'c,'d> (requires equality) static member ofOptionalObservations: observations: seq<'K * 'a1 option> -> Series<'K,'a1> (requires equality) static member ofValues: values: seq<'a> -> Series<int,'a>
--------------------
type Series<'K,'V (requires equality)> = interface ISeriesFormattable interface IFsiFormattable interface ISeries<'K> new: index: IIndex<'K> * vector: IVector<'V> * vectorBuilder: IVectorBuilder * indexBuilder: IIndexBuilder -> Series<'K,'V> + 3 overloads member After: lowerExclusive: 'K -> Series<'K,'V> member Aggregate: aggregation: Aggregation<'K> * keySelector: Func<DataSegment<Series<'K,'V>>,'TNewKey> * valueSelector: Func<DataSegment<Series<'K,'V>>,OptionalValue<'R>> -> Series<'TNewKey,'R> (requires equality) + 1 overload member AsyncMaterialize: unit -> Async<Series<'K,'V>> member Before: upperExclusive: 'K -> Series<'K,'V> member Between: lowerInclusive: 'K * upperInclusive: 'K -> Series<'K,'V> member Compare: another: Series<'K,'V> -> Series<'K,Diff<'V>> ...
--------------------
new: pairs: seq<System.Collections.Generic.KeyValuePair<'K,'V>> -> Series<'K,'V>
new: keys: seq<'K> * values: seq<'V> -> Series<'K,'V>
new: keys: 'K[] * values: 'V[] -> Series<'K,'V>
new: index: Indices.IIndex<'K> * vector: IVector<'V> * vectorBuilder: Vectors.IVectorBuilder * indexBuilder: Indices.IIndexBuilder -> Series<'K,'V>
val values: series: Series<'K,'T> -> seq<'T> (requires equality)
val s: seq<float>
module Seq
from Microsoft.FSharp.Collections
<summary>Contains operations for working with values of type <see cref="T:Microsoft.FSharp.Collections.seq`1" />.</summary>
<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 |> Seq.map (fun x -> x.Length) </code> Evaluates to a sequence yielding the same results as <c>seq { 1; 3; 2 }</c></example>
<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 |> Seq.map (fun x -> x.Length) </code> Evaluates to a sequence yielding the same results as <c>seq { 1; 3; 2 }</c></example>
val v: float
val max: source: seq<'T> -> 'T (requires comparison)
<summary>Returns the greatest of all elements of the sequence, compared via Operators.max</summary>
<param name="source">The input sequence.</param>
<exception cref="T:System.ArgumentNullException">Thrown when the input sequence is null.</exception>
<exception cref="T:System.ArgumentException">Thrown when the input sequence is empty.</exception>
<returns>The largest element of the sequence.</returns>
<example id="max-1"><code lang="fsharp"> let inputs = [ 10; 12; 11 ] inputs |> Seq.max </code> Evaluates to <c>12</c></example>
<example id="max-2"><code lang="fsharp"> let inputs = [ ] inputs |> Seq.max </code> Throws <c>System.ArgumentException</c>. </example>
<summary>Returns the greatest of all elements of the sequence, compared via Operators.max</summary>
<param name="source">The input sequence.</param>
<exception cref="T:System.ArgumentNullException">Thrown when the input sequence is null.</exception>
<exception cref="T:System.ArgumentException">Thrown when the input sequence is empty.</exception>
<returns>The largest element of the sequence.</returns>
<example id="max-1"><code lang="fsharp"> let inputs = [ 10; 12; 11 ] inputs |> Seq.max </code> Evaluates to <c>12</c></example>
<example id="max-2"><code lang="fsharp"> let inputs = [ ] inputs |> Seq.max </code> Throws <c>System.ArgumentException</c>. </example>
module Array
from Microsoft.FSharp.Collections
<summary>Contains operations for working with arrays.</summary>
<remarks> See also <a href="https://docs.microsoft.com/dotnet/fsharp/language-reference/arrays">F# Language Guide - Arrays</a>. </remarks>
<summary>Contains operations for working with arrays.</summary>
<remarks> See also <a href="https://docs.microsoft.com/dotnet/fsharp/language-reference/arrays">F# Language Guide - Arrays</a>. </remarks>
val ofSeq: source: seq<'T> -> 'T[]
<summary>Builds a new array from the given enumerable object.</summary>
<param name="source">The input sequence.</param>
<returns>The array of elements from the sequence.</returns>
<exception cref="T:System.ArgumentNullException">Thrown when the input sequence is null.</exception>
<example id="ofseq-1"><code lang="fsharp"> let inputs = seq { 1; 2; 5 } inputs |> Array.ofSeq </code> Evaluates to <c>[| 1; 2; 5 |]</c>. </example>
<summary>Builds a new array from the given enumerable object.</summary>
<param name="source">The input sequence.</param>
<returns>The array of elements from the sequence.</returns>
<exception cref="T:System.ArgumentNullException">Thrown when the input sequence is null.</exception>
<example id="ofseq-1"><code lang="fsharp"> let inputs = seq { 1; 2; 5 } inputs |> Array.ofSeq </code> Evaluates to <c>[| 1; 2; 5 |]</c>. </example>
val startCoords: Series<int,(float * float)>
val zipInner: series1: Series<'K,'V1> -> series2: Series<'K,'V2> -> Series<'K,('V1 * 'V2)> (requires equality)
val endCoords: Series<int,(float * float)>
val coords: seq<(float * float) * (float * float)>
val flights: GenericChart.GenericChart
val mapi: mapping: (int -> '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 integer index passed to the function indicates the index (from 0) of element being transformed.</summary>
<param name="mapping">A function to transform items from the input sequence that also supplies the current index.</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 = [ 10; 10; 10 ] inputs |> Seq.mapi (fun i x -> i + x) </code> Evaluates to a sequence yielding the same results as <c>seq { 10; 11; 12 }</c></example>
<summary>Builds a new collection whose elements are the results of applying the given function to each of the elements of the collection. The integer index passed to the function indicates the index (from 0) of element being transformed.</summary>
<param name="mapping">A function to transform items from the input sequence that also supplies the current index.</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 = [ 10; 10; 10 ] inputs |> Seq.mapi (fun i x -> i + x) </code> Evaluates to a sequence yielding the same results as <c>seq { 10; 11; 12 }</c></example>
val i: int
val startCoords: float * float
val endCoords: float * float
static member Chart.LineMapbox: lonlat: seq<#System.IConvertible * #System.IConvertible> * ?ShowMarkers: bool * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
static member Chart.LineMapbox: longitudes: seq<#System.IConvertible> * latitudes: seq<#System.IConvertible> * ?ShowMarkers: bool * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> System.IConvertible)
static member Chart.LineMapbox: longitudes: seq<#System.IConvertible> * latitudes: seq<#System.IConvertible> * ?ShowMarkers: bool * ?Name: string * ?MapboxStyle: StyleParam.MapboxStyle * ?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 * ?Below: string * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> System.IConvertible)
type Color =
override Equals: other: obj -> bool
override GetHashCode: unit -> int
static member fromARGB: a: int -> r: int -> g: int -> b: int -> Color
static member fromColorScaleValues: c: seq<#IConvertible> -> Color
static member fromColors: c: seq<Color> -> Color
static member fromHex: s: string -> Color
static member fromKeyword: c: ColorKeyword -> Color
static member fromRGB: r: int -> g: int -> b: int -> Color
static member fromString: c: string -> Color
member Value: obj
<summary> Plotly color can be a single color, a sequence of colors, or a sequence of numeric values referencing the color of the colorscale obj </summary>
<summary> Plotly color can be a single color, a sequence of colors, or a sequence of numeric values referencing the color of the colorscale obj </summary>
static member Color.fromString: c: string -> Color
static member Chart.combine: gCharts: seq<GenericChart.GenericChart> -> GenericChart.GenericChart
static member Chart.withLegend: showlegend: bool -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withLegend: legend: Legend -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withLegend: legend: Legend -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withMarginSize: ?Left: 'a * ?Right: 'b * ?Top: 'c * ?Bottom: 'd * ?Pad: 'e * ?Autoexpand: 'f -> (GenericChart.GenericChart -> 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.withTitle: title: string * ?TitleFont: Font -> (GenericChart.GenericChart -> GenericChart.GenericChart)