A data source for example datasets for all kinds of data science.
For now, this repository just aims to aggregate some data sources that can be referenced by HTTP requests in a data science project. In the future, this ideally evolves to a proper nuget package that provides the data as dataframes directly.
For using the data contained in this repository, we recommend using FSharp.Data in conjunction with Deedle, like this:
#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
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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>
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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
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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>
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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)