BinderScriptNotebook

The Iris dataset

Table of contents

Description

WIP

How to use

#r "nuget: FSharp.Data"
#r "nuget: Deedle"

open FSharp.Data
open Deedle

let rawData = Http.RequestString @"https://raw.githubusercontent.com/fslaborg/datasets/main/data/iris.csv"
let df = Frame.ReadCsvString(rawData) //exact settings may differ here depending on e.g. the separator used in the individual dataset

df.Print()
sepal_length sepal_width petal_length petal_width species    
0   -> 5.5          2.4         3.8          1.1         versicolor 
1   -> 4.9          3.1         1.5          0.1         setosa     
2   -> 7.6          3           6.6          2.1         virginica  
3   -> 5.6          2.8         4.9          2           virginica  
4   -> 6.1          3           4.9          1.8         virginica  
5   -> 6.3          3.4         5.6          2.4         virginica  
6   -> 6.2          2.8         4.8          1.8         virginica  
7   -> 7.2          3.2         6            1.8         virginica  
8   -> 6.9          3.2         5.7          2.3         virginica  
9   -> 4.9          3           1.4          0.2         setosa     
10  -> 5.4          3.9         1.7          0.4         setosa     
11  -> 7            3.2         4.7          1.4         versicolor 
12  -> 6.1          3           4.6          1.4         versicolor 
13  -> 5.4          3.7         1.5          0.2         setosa     
14  -> 7.2          3.6         6.1          2.5         virginica  
:      ...          ...         ...          ...         ...        
135 -> 7.7          3.8         6.7          2.2         virginica  
136 -> 5.7          3           4.2          1.2         versicolor 
137 -> 6.4          2.7         5.3          1.9         virginica  
138 -> 5.8          2.7         3.9          1.2         versicolor 
139 -> 5            2.3         3.3          1           versicolor 
140 -> 6.7          3.1         4.4          1.4         versicolor 
141 -> 6.3          3.3         6            2.5         virginica  
142 -> 4.9          2.4         3.3          1           versicolor 
143 -> 5.8          2.8         5.1          2.4         virginica  
144 -> 5            3.3         1.4          0.2         setosa     
145 -> 7.7          2.6         6.9          2.3         virginica  
146 -> 5.7          2.6         3.5          1           versicolor 
147 -> 5.9          3           5.1          1.8         virginica  
148 -> 6.8          3.2         5.9          2.3         virginica  
149 -> 5            3.6         1.4          0.2         setosa

Examples

WIP

Multiple items
namespace FSharp

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namespace Microsoft.FSharp
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namespace FSharp.Data

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namespace Microsoft.FSharp.Data
namespace Deedle
val rawData : string
type Http = private new : unit -> Http static member private AppendQueryToUrl : url:string * query:(string * string) list -> string static member AsyncRequest : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> Async<HttpResponse> static member AsyncRequestStream : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> Async<HttpResponseWithStream> static member AsyncRequestString : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> Async<string> static member private EncodeFormData : query:string -> string static member private InnerRequest : url:string * toHttpResponse:(string -> int -> string -> string -> 'a0 option -> Map<string,string> -> Map<string,string> -> Stream -> Async<'a1>) * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:'a0 * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> Async<'a1> static member Request : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> HttpResponse static member RequestStream : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> HttpResponseWithStream static member RequestString : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(HttpWebRequest -> HttpWebRequest) * ?timeout:int -> string
<summary> Utilities for working with network via HTTP. Includes methods for downloading resources with specified headers, query parameters and HTTP body </summary>
Multiple items
static member Http.RequestString : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:System.Net.CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(System.Net.HttpWebRequest -> System.Net.HttpWebRequest) * ?timeout:int -> string

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static member Http.RequestString : url:string * ?query:(string * string) list * ?headers:seq<string * string> * ?httpMethod:string * ?body:HttpRequestBody * ?cookies:seq<string * string> * ?cookieContainer:System.Net.CookieContainer * ?silentHttpErrors:bool * ?silentCookieErrors:bool * ?responseEncodingOverride:string * ?customizeHttpRequest:(System.Net.HttpWebRequest -> System.Net.HttpWebRequest) * ?timeout:int -> string
val df : Frame<int,string>
Multiple items
module Frame from Deedle

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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>

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type Frame<'TRowKey,'TColumnKey (requires equality and equality)> = interface IDynamicMetaObjectProvider interface INotifyCollectionChanged 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 member DropColumn : column:'TColumnKey -> unit ...

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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.ReadCsvString : csvString:string * ?hasHeaders:bool * ?inferTypes:bool * ?inferRows:int * ?schema:string * ?separators:string * ?culture:string * ?maxRows:int * ?missingValues:string [] * ?preferOptions:bool -> Frame<int,string>
static member FrameExtensions.Print : frame:Frame<'K,'V> -> unit (requires equality and equality)
static member FrameExtensions.Print : frame:Frame<'K,'V> * printTypes:bool -> unit (requires equality and equality)