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Grouping Data Into Buckets Using Fsharp
Sample code snippet to group the data into buckets
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|
open System.Text.RegularExpressions
let (|Regex|_|) pattern input =
let m = Regex.Match(input, pattern)
if m.Success then Some(List.tail [ for g in m.Groups -> g.Value ])
else None
let scores = [9;10;1;34;45;26;78;100;93]
type BucketRule = { Label : string; Rule : int -> bool}
type Filter =
| GreaterThan of int
| Between of int * int
| LessThan of int
let createFilter filterString =
match filterString with
| Regex "^>(\d+)$" [min] -> GreaterThan(int min)
| Regex "^(\d+)-(\d+)$" [min;max] -> Between(int min,int max)
| Regex "^<(\d+)$" [max] -> LessThan(int max)
| _ -> failwith "Invalid Filter"
let createPredicate = function
| GreaterThan min -> fun n -> n > min
| Between (min, max) -> fun n -> n >= min && n <= max
| LessThan max -> fun n -> n < max
let createRule = createFilter >> createPredicate
let createBucketRule filterString =
{ Label = filterString; Rule = createRule filterString }
let bucketRules = ["<21";"21-40";"41-60";">61"]
let createBucket numbers bucketRule =
let bucketContent = numbers |> List.filter bucketRule.Rule
(bucketRule.Label, bucketContent)
let bucketify numbers filterStrings =
filterStrings
|> List.map createBucketRule
|> List.map (createBucket numbers)
let buckets = bucketify scores bucketRules
|
namespace System
namespace System.Text
namespace System.Text.RegularExpressions
Multiple items
type Regex =
new : pattern:string -> Regex + 1 overload
member GetGroupNames : unit -> string[]
member GetGroupNumbers : unit -> int[]
member GroupNameFromNumber : i:int -> string
member GroupNumberFromName : name:string -> int
member IsMatch : input:string -> bool + 1 overload
member Match : input:string -> Match + 2 overloads
member Matches : input:string -> MatchCollection + 1 overload
member Options : RegexOptions
member Replace : input:string * replacement:string -> string + 5 overloads
...
Full name: System.Text.RegularExpressions.Regex
--------------------
Regex(pattern: string) : unit
Regex(pattern: string, options: RegexOptions) : unit
val pattern : string
val input : string
val m : Match
Regex.Match(input: string, pattern: string) : Match
Regex.Match(input: string, pattern: string, options: RegexOptions) : Match
property Group.Success: bool
union case Option.Some: Value: 'T -> Option<'T>
Multiple items
module List
from Microsoft.FSharp.Collections
--------------------
type List<'T> =
| ( [] )
| ( :: ) of Head: 'T * Tail: 'T list
interface IEnumerable
interface IEnumerable<'T>
member Head : 'T
member IsEmpty : bool
member Item : index:int -> 'T with get
member Length : int
member Tail : 'T list
static member Cons : head:'T * tail:'T list -> 'T list
static member Empty : 'T list
Full name: Microsoft.FSharp.Collections.List<_>
val tail : list:'T list -> 'T list
Full name: Microsoft.FSharp.Collections.List.tail
val g : Group
property Match.Groups: GroupCollection
property Capture.Value: string
union case Option.None: Option<'T>
val scores : int list
Full name: Script.scores
type BucketRule =
{Label: string;
Rule: int -> bool;}
Full name: Script.BucketRule
BucketRule.Label: string
Multiple items
val string : value:'T -> string
Full name: Microsoft.FSharp.Core.Operators.string
--------------------
type string = System.String
Full name: Microsoft.FSharp.Core.string
BucketRule.Rule: int -> bool
Multiple items
val int : value:'T -> int (requires member op_Explicit)
Full name: Microsoft.FSharp.Core.Operators.int
--------------------
type int = int32
Full name: Microsoft.FSharp.Core.int
--------------------
type int<'Measure> = int
Full name: Microsoft.FSharp.Core.int<_>
type bool = System.Boolean
Full name: Microsoft.FSharp.Core.bool
type Filter =
| GreaterThan of int
| Between of int * int
| LessThan of int
Full name: Script.Filter
union case Filter.GreaterThan: int -> Filter
union case Filter.Between: int * int -> Filter
union case Filter.LessThan: int -> Filter
val createFilter : filterString:string -> Filter
Full name: Script.createFilter
val filterString : string
Multiple items
active recognizer Regex: string -> string -> string list option
Full name: Script.( |Regex|_| )
--------------------
type Regex =
new : pattern:string -> Regex + 1 overload
member GetGroupNames : unit -> string[]
member GetGroupNumbers : unit -> int[]
member GroupNameFromNumber : i:int -> string
member GroupNumberFromName : name:string -> int
member IsMatch : input:string -> bool + 1 overload
member Match : input:string -> Match + 2 overloads
member Matches : input:string -> MatchCollection + 1 overload
member Options : RegexOptions
member Replace : input:string * replacement:string -> string + 5 overloads
...
Full name: System.Text.RegularExpressions.Regex
--------------------
Regex(pattern: string) : unit
Regex(pattern: string, options: RegexOptions) : unit
val min : string
val max : string
val failwith : message:string -> 'T
Full name: Microsoft.FSharp.Core.Operators.failwith
val createPredicate : _arg1:Filter -> (int -> bool)
Full name: Script.createPredicate
val min : int
val n : int
val max : int
val createRule : (string -> int -> bool)
Full name: Script.createRule
val createBucketRule : filterString:string -> BucketRule
Full name: Script.createBucketRule
val bucketRules : string list
Full name: Script.bucketRules
val createBucket : numbers:int list -> bucketRule:BucketRule -> string * int list
Full name: Script.createBucket
val numbers : int list
val bucketRule : BucketRule
val bucketContent : int list
val filter : predicate:('T -> bool) -> list:'T list -> 'T list
Full name: Microsoft.FSharp.Collections.List.filter
val bucketify : numbers:int list -> filterStrings:string list -> (string * int list) list
Full name: Script.bucketify
val filterStrings : string list
val map : mapping:('T -> 'U) -> list:'T list -> 'U list
Full name: Microsoft.FSharp.Collections.List.map
val buckets : (string * int list) list
Full name: Script.buckets
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