Espressioni di query
Le espressioni di query consentono di eseguire query su un'origine dati e inserire i dati in un modulo desiderato. Le espressioni di query forniscono il supporto per LINQ in F#.
Sintassi
query { expression }
Osservazioni:
Le espressioni di query sono un tipo di espressione di calcolo simile alle espressioni di sequenza. Proprio come si specifica una sequenza specificando il codice in un'espressione di sequenza, si specifica un set di dati fornendo codice in un'espressione di query. In un'espressione di sequenza la yield
parola chiave identifica i dati da restituire come parte della sequenza risultante. Nelle espressioni di query la select
parola chiave esegue la stessa funzione. Oltre alla select
parola chiave, F# supporta anche diversi operatori di query molto simili alle parti di un'istruzione SQL edizione Standard LECT. Di seguito è riportato un esempio di espressione di query semplice, insieme al codice che si connette all'origine OData Northwind.
// Use the OData type provider to create types that can be used to access the Northwind database.
// Add References to FSharp.Data.TypeProviders and System.Data.Services.Client
open Microsoft.FSharp.Data.TypeProviders
type Northwind = ODataService<"http://services.odata.org/Northwind/Northwind.svc">
let db = Northwind.GetDataContext()
// A query expression.
let query1 =
query {
for customer in db.Customers do
select customer
}
// Print results
query1
|> Seq.iter (fun customer -> printfn "Company: %s Contact: %s" customer.CompanyName customer.ContactName)
Nell'esempio di codice precedente l'espressione di query si trova tra parentesi graffe. Il significato del codice nell'espressione è, restituire ogni cliente nella tabella Customers nel database nei risultati della query. Le espressioni di query restituiscono un tipo che implementa IQueryable<T> e IEnumerable<T>, in modo che possano essere iterate usando il modulo Seq come illustrato nell'esempio.
Ogni tipo di espressione di calcolo viene compilato da una classe builder. La classe builder per l'espressione di calcolo della query è QueryBuilder
. Per altre informazioni, vedere Espressioni di calcolo e classe QueryBuilder.
Operatori di query
Gli operatori di query consentono di specificare i dettagli della query, ad esempio per inserire criteri sui record da restituire o specificare l'ordinamento dei risultati. L'origine query deve supportare l'operatore di query. Se si tenta di usare un operatore di query non supportato, System.NotSupportedException
verrà generata l'eccezione .
Solo le espressioni che possono essere convertite in SQL sono consentite nelle espressioni di query. Ad esempio, non sono consentite chiamate di funzione nelle espressioni quando si usa l'operatore where
di query.
La tabella 1 mostra gli operatori di query disponibili. Vedere anche Table2, che confronta le query SQL e le espressioni di query F# equivalenti più avanti in questo argomento. Alcuni operatori di query non sono supportati da alcuni provider di tipi. In particolare, il provider di tipi OData è limitato negli operatori di query supportati a causa di limitazioni in OData.
Questa tabella presuppone un database nel formato seguente:
Il codice nelle tabelle che seguono presuppone anche il codice di connessione del database seguente. I progetti devono aggiungere riferimenti agli assembly System.Data, System.Data.Linq e FSharp.Data.TypeProviders. Il codice che crea questo database è incluso alla fine di questo argomento.
open System
open Microsoft.FSharp.Data.TypeProviders
open System.Data.Linq.SqlClient
open System.Linq
open Microsoft.FSharp.Linq
type schema = SqlDataConnection< @"Data Source=SERVER\INSTANCE;Initial Catalog=MyDatabase;Integrated Security=SSPI;" >
let db = schema.GetDataContext()
// Needed for some query operator examples:
let data = [ 1; 5; 7; 11; 18; 21]
Tabella 1. Operatori di query
Operator | Descrizione |
---|---|
contains |
Determina se gli elementi selezionati includono un elemento specificato.
|
count | Restituisce il numero di elementi selezionati.
|
last | Seleziona l'ultimo elemento di quelli selezionati finora.
|
lastOrDefault | Seleziona l'ultimo elemento di quelli selezionati finora o un valore predefinito se non viene trovato alcun elemento.
|
exactlyOne | Seleziona il singolo elemento specifico selezionato finora. Se sono presenti più elementi, viene generata un'eccezione.
|
exactlyOneOrDefault | Seleziona il singolo elemento specifico di quelli selezionati finora o un valore predefinito se tale elemento non viene trovato.
|
headOrDefault | Seleziona il primo elemento di quelli selezionati finora o un valore predefinito se la sequenza non contiene elementi.
|
select | Proietta ognuno degli elementi selezionati finora.
|
where | Seleziona gli elementi in base a un predicato specificato.
|
minBy | Seleziona un valore per ogni elemento selezionato finora e restituisce il valore minimo risultante.
|
maxBy | Seleziona un valore per ogni elemento selezionato finora e restituisce il valore massimo risultante.
|
groupBy | Raggruppa gli elementi selezionati finora in base a un selettore di chiave specificato.
|
sortBy | Ordina gli elementi selezionati finora in ordine crescente in base alla chiave di ordinamento specificata.
|
sortByDescending | Ordina gli elementi selezionati finora in ordine decrescente in base alla chiave di ordinamento specificata.
|
thenBy | Esegue un ordinamento successivo degli elementi selezionati finora in ordine crescente in base alla chiave di ordinamento specificata. Questo operatore può essere usato solo dopo un sortBy oggetto , sortByDescending , thenBy o thenByDescending .
|
thenByDescending | Esegue un ordinamento successivo degli elementi selezionati finora in ordine decrescente in base alla chiave di ordinamento specificata. Questo operatore può essere usato solo dopo un sortBy oggetto , sortByDescending , thenBy o thenByDescending .
|
groupValBy | Seleziona un valore per ogni elemento selezionato finora e raggruppa gli elementi in base alla chiave specificata.
|
join | Correla due set di valori selezionati in base alle chiavi corrispondenti. Si noti che l'ordine delle chiavi intorno al segno = in un'espressione di join è significativo. In tutti i join, se la riga viene divisa dopo il -> simbolo, il rientro deve essere rientrato almeno per quanto riguarda la parola chiave for .
|
groupJoin | Correla due set di valori selezionati in base alle chiavi corrispondenti e raggruppa i risultati. Si noti che l'ordine delle chiavi intorno al segno = in un'espressione di join è significativo.
|
leftOuterJoin | Correla due set di valori selezionati in base alle chiavi corrispondenti e raggruppa i risultati. Se un gruppo è vuoto, viene invece usato un gruppo con un singolo valore predefinito. Si noti che l'ordine delle chiavi intorno al segno = in un'espressione di join è significativo.
|
sumByNullable | Seleziona un valore nullable per ogni elemento selezionato finora e restituisce la somma di questi valori. Se un valore nullable non ha un valore, viene ignorato.
|
minByNullable | Seleziona un valore nullable per ogni elemento selezionato finora e restituisce il minimo di questi valori. Se un valore nullable non ha un valore, viene ignorato.
|
maxByNullable | Seleziona un valore nullable per ogni elemento selezionato finora e restituisce il massimo di questi valori. Se un valore nullable non ha un valore, viene ignorato.
|
averageByNullable | Seleziona un valore nullable per ogni elemento selezionato finora e restituisce la media di questi valori. Se un valore nullable non ha un valore, viene ignorato.
|
averageBy | Seleziona un valore per ogni elemento selezionato finora e restituisce la media di questi valori.
|
distinct | Seleziona elementi distinti dagli elementi selezionati finora.
|
exists | Determina se un elemento selezionato finora soddisfa una condizione.
|
find | Seleziona il primo elemento selezionato finora che soddisfa una condizione specificata.
|
all | Determina se tutti gli elementi selezionati finora soddisfano una condizione.
|
head | Seleziona il primo elemento da quelli selezionati finora.
|
nth | Seleziona l'elemento in corrispondenza di un indice specificato tra quelli selezionati finora.
|
skip | Ignora un numero specificato di elementi selezionati finora e quindi seleziona gli elementi rimanenti.
|
skipWhile | Ignora gli elementi in una sequenza purché una condizione specificata sia true e quindi selezioni gli elementi rimanenti.
|
sumBy | Seleziona un valore per ogni elemento selezionato finora e restituisce la somma di questi valori.
|
take | Seleziona un numero specificato di elementi contigui da quelli selezionati finora.
|
takeWhile | Seleziona gli elementi da una sequenza purché una condizione specificata sia true e quindi ignora gli elementi rimanenti.
|
sortByNullable | Ordina gli elementi selezionati finora in ordine crescente in base alla chiave di ordinamento nullable specificata.
|
sortByNullableDescending | Ordina gli elementi selezionati finora in ordine decrescente in base alla chiave di ordinamento nullable specificata.
|
thenByNullable | Esegue un ordinamento successivo degli elementi selezionati finora in ordine crescente in base alla chiave di ordinamento nullable specificata. Questo operatore può essere usato solo dopo un sortBy oggetto , sortByDescending , thenBy o thenByDescending o le relative varianti nullable.
|
thenByNullableDescending | Esegue un ordinamento successivo degli elementi selezionati finora in ordine decrescente in base alla chiave di ordinamento nullable specificata. Questo operatore può essere usato solo dopo un sortBy oggetto , sortByDescending , thenBy o thenByDescending o le relative varianti nullable.
|
Confronto tra espressioni di query Transact-SQL e F#
La tabella seguente illustra alcune query Transact-SQL comuni e i relativi equivalenti in F#. Il codice in questa tabella presuppone inoltre lo stesso database della tabella precedente e lo stesso codice iniziale per configurare il provider di tipi.
Tabella 2. Espressioni di query Transact-SQL e F#
Transact-SQL (senza distinzione tra maiuscole e minuscole) | Espressione di query F# (con distinzione tra maiuscole e minuscole) |
---|---|
Selezionare tutti i campi dalla tabella.
|
|
Conteggio dei record in una tabella.
|
|
EXISTS
|
|
Raggruppamento
|
|
Raggruppamento con condizione.
|
|
Raggruppamento con condizione di conteggio.
|
|
Raggruppamento, conteggio e somma.
|
|
Raggruppamento, conteggio e ordinamento in base al conteggio.
|
|
IN un set di valori specificati
|
|
LIKE e TOP .
|
|
LIKE con il set di corrispondenze dei criteri.
|
|
LIKE con il modello di esclusione impostato.
|
|
LIKE in un campo, ma selezionare un campo diverso.
|
|
LIKE , con ricerca sottostringa.
|
|
Semplice JOIN con due tabelle.
|
|
LEFT JOIN con due tabelle.
|
|
JOIN con COUNT
|
|
DISTINCT
|
|
Conteggio dei valori distinti.
|
|
BETWEEN
|
|
OR
|
|
OR con l'ordinamento
|
|
TOP , OR e l'ordinamento.
|
|
UNION di due query.
|
|
Intersezione di due query.
|
|
CASE Condizione.
|
|
Più casi.
|
|
Più tabelle.
|
|
Più join.
|
|
Più outer join a sinistra.
|
|
Il codice seguente può essere usato per creare il database di esempio per questi esempi.
SET ANSI_NULLS ON
GO
SET QUOTED_IDENTIFIER ON
GO
USE [master];
GO
IF EXISTS (SELECT * FROM sys.databases WHERE name = 'MyDatabase')
DROP DATABASE MyDatabase;
GO
-- Create the MyDatabase database.
CREATE DATABASE MyDatabase COLLATE SQL_Latin1_General_CP1_CI_AS;
GO
-- Specify a simple recovery model
-- to keep the log growth to a minimum.
ALTER DATABASE MyDatabase
SET RECOVERY SIMPLE;
GO
USE MyDatabase;
GO
CREATE TABLE [dbo].[Course] (
[CourseID] INT NOT NULL,
[CourseName] NVARCHAR (50) NOT NULL,
PRIMARY KEY CLUSTERED ([CourseID] ASC)
);
CREATE TABLE [dbo].[Student] (
[StudentID] INT NOT NULL,
[Name] NVARCHAR (50) NOT NULL,
[Age] INT NULL,
PRIMARY KEY CLUSTERED ([StudentID] ASC)
);
CREATE TABLE [dbo].[CourseSelection] (
[ID] INT NOT NULL,
[StudentID] INT NOT NULL,
[CourseID] INT NOT NULL,
PRIMARY KEY CLUSTERED ([ID] ASC),
CONSTRAINT [FK_CourseSelection_ToTable] FOREIGN KEY ([StudentID]) REFERENCES [dbo].[Student] ([StudentID]) ON DELETE NO ACTION ON UPDATE NO ACTION,
CONSTRAINT [FK_CourseSelection_Course_1] FOREIGN KEY ([CourseID]) REFERENCES [dbo].[Course] ([CourseID]) ON DELETE NO ACTION ON UPDATE NO ACTION
);
CREATE TABLE [dbo].[LastStudent] (
[StudentID] INT NOT NULL,
[Name] NVARCHAR (50) NOT NULL,
[Age] INT NULL,
PRIMARY KEY CLUSTERED ([StudentID] ASC)
);
-- Insert data into the tables.
USE MyDatabase
INSERT INTO Course (CourseID, CourseName)
VALUES(1, 'Algebra I');
INSERT INTO Course (CourseID, CourseName)
VALUES(2, 'Trigonometry');
INSERT INTO Course (CourseID, CourseName)
VALUES(3, 'Algebra II');
INSERT INTO Course (CourseID, CourseName)
VALUES(4, 'History');
INSERT INTO Course (CourseID, CourseName)
VALUES(5, 'English');
INSERT INTO Course (CourseID, CourseName)
VALUES(6, 'French');
INSERT INTO Course (CourseID, CourseName)
VALUES(7, 'Chinese');
INSERT INTO Student (StudentID, Name, Age)
VALUES(1, 'Abercrombie, Kim', 10);
INSERT INTO Student (StudentID, Name, Age)
VALUES(2, 'Abolrous, Hazen', 14);
INSERT INTO Student (StudentID, Name, Age)
VALUES(3, 'Hance, Jim', 12);
INSERT INTO Student (StudentID, Name, Age)
VALUES(4, 'Adams, Terry', 12);
INSERT INTO Student (StudentID, Name, Age)
VALUES(5, 'Hansen, Claus', 11);
INSERT INTO Student (StudentID, Name, Age)
VALUES(6, 'Penor, Lori', 13);
INSERT INTO Student (StudentID, Name, Age)
VALUES(7, 'Perham, Tom', 12);
INSERT INTO Student (StudentID, Name, Age)
VALUES(8, 'Peng, Yun-Feng', NULL);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(1, 1, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(2, 1, 3);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(3, 1, 5);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(4, 2, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(5, 2, 5);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(6, 2, 6);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(7, 2, 3);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(8, 3, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(9, 3, 1);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(10, 4, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(11, 4, 5);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(12, 4, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(13, 5, 3);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(14, 5, 2);
INSERT INTO CourseSelection (ID, StudentID, CourseID)
VALUES(15, 7, 3);
Il codice seguente contiene il codice di esempio visualizzato in questo argomento.
#if INTERACTIVE
#r "FSharp.Data.TypeProviders.dll"
#r "System.Data.dll"
#r "System.Data.Linq.dll"
#endif
open System
open Microsoft.FSharp.Data.TypeProviders
open System.Data.Linq.SqlClient
open System.Linq
type schema = SqlDataConnection<"Data Source=SERVER\INSTANCE;Initial Catalog=MyDatabase;Integrated Security=SSPI;">
let db = schema.GetDataContext()
let data = [1; 5; 7; 11; 18; 21]
type Nullable<'T when 'T : ( new : unit -> 'T) and 'T : struct and 'T :> ValueType > with
member this.Print() =
if this.HasValue then this.Value.ToString()
else "NULL"
printfn "\ncontains query operator"
query {
for student in db.Student do
select student.Age.Value
contains 11
}
|> printfn "Is at least one student age 11? %b"
printfn "\ncount query operator"
query {
for student in db.Student do
select student
count
}
|> printfn "Number of students: %d"
printfn "\nlast query operator."
let num =
query {
for number in data do
sortBy number
last
}
printfn "Last number: %d" num
open Microsoft.FSharp.Linq
printfn "\nlastOrDefault query operator."
query {
for number in data do
sortBy number
lastOrDefault
}
|> printfn "lastOrDefault: %d"
printfn "\nexactlyOne query operator."
let student2 =
query {
for student in db.Student do
where (student.StudentID = 1)
select student
exactlyOne
}
printfn "Student with StudentID = 1 is %s" student2.Name
printfn "\nexactlyOneOrDefault query operator."
let student3 =
query {
for student in db.Student do
where (student.StudentID = 1)
select student
exactlyOneOrDefault
}
printfn "Student with StudentID = 1 is %s" student3.Name
printfn "\nheadOrDefault query operator."
let student4 =
query {
for student in db.Student do
select student
headOrDefault
}
printfn "head student is %s" student4.Name
printfn "\nselect query operator."
query {
for student in db.Student do
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.StudentID student.Name)
printfn "\nwhere query operator."
query {
for student in db.Student do
where (student.StudentID > 4)
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.StudentID student.Name)
printfn "\nminBy query operator."
let student5 =
query {
for student in db.Student do
minBy student.StudentID
}
printfn "\nmaxBy query operator."
let student6 =
query {
for student in db.Student do
maxBy student.StudentID
}
printfn "\ngroupBy query operator."
query {
for student in db.Student do
groupBy student.Age into g
select (g.Key, g.Count())
}
|> Seq.iter (fun (age, count) -> printfn "Age: %s Count at that age: %d" (age.Print()) count)
printfn "\nsortBy query operator."
query {
for student in db.Student do
sortBy student.Name
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.StudentID student.Name)
printfn "\nsortByDescending query operator."
query {
for student in db.Student do
sortByDescending student.Name
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.StudentID student.Name)
printfn "\nthenBy query operator."
query {
for student in db.Student do
where student.Age.HasValue
sortBy student.Age.Value
thenBy student.Name
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.Age.Value student.Name)
printfn "\nthenByDescending query operator."
query {
for student in db.Student do
where student.Age.HasValue
sortBy student.Age.Value
thenByDescending student.Name
select student
}
|> Seq.iter (fun student -> printfn "StudentID, Name: %d %s" student.Age.Value student.Name)
printfn "\ngroupValBy query operator."
query {
for student in db.Student do
groupValBy student.Name student.Age into g
select (g, g.Key, g.Count())
}
|> Seq.iter (fun (group, age, count) ->
printfn "Age: %s Count at that age: %d" (age.Print()) count
group |> Seq.iter (fun name -> printfn "Name: %s" name))
printfn "\n sumByNullable query operator"
query {
for student in db.Student do
sumByNullable student.Age
}
|> (fun sum -> printfn "Sum of ages: %s" (sum.Print()))
printfn "\n minByNullable"
query {
for student in db.Student do
minByNullable student.Age
}
|> (fun age -> printfn "Minimum age: %s" (age.Print()))
printfn "\n maxByNullable"
query {
for student in db.Student do
maxByNullable student.Age
}
|> (fun age -> printfn "Maximum age: %s" (age.Print()))
printfn "\n averageBy"
query {
for student in db.Student do
averageBy (float student.StudentID)
}
|> printfn "Average student ID: %f"
printfn "\n averageByNullable"
query {
for student in db.Student do
averageByNullable (Nullable.float student.Age)
}
|> (fun avg -> printfn "Average age: %s" (avg.Print()))
printfn "\n find query operator"
query {
for student in db.Student do
find (student.Name = "Abercrombie, Kim")
}
|> (fun student -> printfn "Found a match with StudentID = %d" student.StudentID)
printfn "\n all query operator"
query {
for student in db.Student do
all (SqlMethods.Like(student.Name, "%,%"))
}
|> printfn "Do all students have a comma in the name? %b"
printfn "\n head query operator"
query {
for student in db.Student do
head
}
|> (fun student -> printfn "Found the head student with StudentID = %d" student.StudentID)
printfn "\n nth query operator"
query {
for numbers in data do
nth 3
}
|> printfn "Third number is %d"
printfn "\n skip query operator"
query {
for student in db.Student do
skip 1
}
|> Seq.iter (fun student -> printfn "StudentID = %d" student.StudentID)
printfn "\n skipWhile query operator"
query {
for number in data do
skipWhile (number < 3)
select number
}
|> Seq.iter (fun number -> printfn "Number = %d" number)
printfn "\n sumBy query operator"
query {
for student in db.Student do
sumBy student.StudentID
}
|> printfn "Sum of student IDs: %d"
printfn "\n take query operator"
query {
for student in db.Student do
select student
take 2
}
|> Seq.iter (fun student -> printfn "StudentID = %d" student.StudentID)
printfn "\n takeWhile query operator"
query {
for number in data do
takeWhile (number < 10)
}
|> Seq.iter (fun number -> printfn "Number = %d" number)
printfn "\n sortByNullable query operator"
query {
for student in db.Student do
sortByNullable student.Age
select student
}
|> Seq.iter (fun student ->
printfn "StudentID, Name, Age: %d %s %s" student.StudentID student.Name (student.Age.Print()))
printfn "\n sortByNullableDescending query operator"
query {
for student in db.Student do
sortByNullableDescending student.Age
select student
}
|> Seq.iter (fun student ->
printfn "StudentID, Name, Age: %d %s %s" student.StudentID student.Name (student.Age.Print()))
printfn "\n thenByNullable query operator"
query {
for student in db.Student do
sortBy student.Name
thenByNullable student.Age
select student
}
|> Seq.iter (fun student ->
printfn "StudentID, Name, Age: %d %s %s" student.StudentID student.Name (student.Age.Print()))
printfn "\n thenByNullableDescending query operator"
query {
for student in db.Student do
sortBy student.Name
thenByNullableDescending student.Age
select student
}
|> Seq.iter (fun student ->
printfn "StudentID, Name, Age: %d %s %s" student.StudentID student.Name (student.Age.Print()))
printfn "All students: "
query {
for student in db.Student do
select student
}
|> Seq.iter (fun student -> printfn "%s %d %s" student.Name student.StudentID (student.Age.Print()))
printfn "\nCount of students: "
query {
for student in db.Student do
count
}
|> (fun count -> printfn "Student count: %d" count)
printfn "\nExists."
query {
for student in db.Student do
where
(query {
for courseSelection in db.CourseSelection do
exists (courseSelection.StudentID = student.StudentID) })
select student
}
|> Seq.iter (fun student -> printfn "%A" student.Name)
printfn "\n Group by age and count"
query {
for n in db.Student do
groupBy n.Age into g
select (g.Key, g.Count())
}
|> Seq.iter (fun (age, count) -> printfn "%s %d" (age.Print()) count)
printfn "\n Group value by age."
query {
for n in db.Student do
groupValBy n.Age n.Age into g
select (g.Key, g.Count())
}
|> Seq.iter (fun (age, count) -> printfn "%s %d" (age.Print()) count)
printfn "\nGroup students by age where age > 10."
query {
for student in db.Student do
groupBy student.Age into g
where (g.Key.HasValue && g.Key.Value > 10)
select (g, g.Key)
}
|> Seq.iter (fun (students, age) ->
printfn "Age: %s" (age.Value.ToString())
students
|> Seq.iter (fun student -> printfn "%s" student.Name))
printfn "\nGroup students by age and print counts of number of students at each age with more than 1 student."
query {
for student in db.Student do
groupBy student.Age into group
where (group.Count() > 1)
select (group.Key, group.Count())
}
|> Seq.iter (fun (age, ageCount) ->
printfn "Age: %s Count: %d" (age.Print()) ageCount)
printfn "\nGroup students by age and sum ages."
query {
for student in db.Student do
groupBy student.Age into g
let total = query { for student in g do sumByNullable student.Age }
select (g.Key, g.Count(), total)
}
|> Seq.iter (fun (age, count, total) ->
printfn "Age: %d" (age.GetValueOrDefault())
printfn "Count: %d" count
printfn "Total years: %s" (total.ToString()))
printfn "\nGroup students by age and count number of students at each age, and display all with count > 1 in descending order of count."
query {
for student in db.Student do
groupBy student.Age into g
where (g.Count() > 1)
sortByDescending (g.Count())
select (g.Key, g.Count())
}
|> Seq.iter (fun (age, myCount) ->
printfn "Age: %s" (age.Print())
printfn "Count: %d" myCount)
printfn "\n Select students from a set of IDs"
let idList = [1; 2; 5; 10]
let idQuery =
query { for id in idList do select id }
query {
for student in db.Student do
where (idQuery.Contains(student.StudentID))
select student
}
|> Seq.iter (fun student ->
printfn "Name: %s" student.Name)
printfn "\nLook for students with Name match _e%% pattern and take first two."
query {
for student in db.Student do
where (SqlMethods.Like( student.Name, "_e%") )
select student
take 2
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\nLook for students with Name matching [abc]%% pattern."
query {
for student in db.Student do
where (SqlMethods.Like( student.Name, "[abc]%") )
select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\nLook for students with name matching [^abc]%% pattern."
query {
for student in db.Student do
where (SqlMethods.Like( student.Name, "[^abc]%") )
select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\nLook for students with name matching [^abc]%% pattern and select ID."
query {
for n in db.Student do
where (SqlMethods.Like( n.Name, "[^abc]%") )
select n.StudentID
}
|> Seq.iter (fun id -> printfn "%d" id)
printfn "\n Using Contains as a query filter."
query {
for student in db.Student do
where (student.Name.Contains("a"))
select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\nSearching for names from a list."
let names = [|"a";"b";"c"|]
query {
for student in db.Student do
if names.Contains (student.Name) then select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\nJoin Student and CourseSelection tables."
query {
for student in db.Student do
join selection in db.CourseSelection
on (student.StudentID = selection.StudentID)
select (student, selection)
}
|> Seq.iter (fun (student, selection) -> printfn "%d %s %d" student.StudentID student.Name selection.CourseID)
printfn "\nLeft Join Student and CourseSelection tables."
query {
for student in db.Student do
leftOuterJoin selection in db.CourseSelection
on (student.StudentID = selection.StudentID) into result
for selection in result.DefaultIfEmpty() do
select (student, selection)
}
|> Seq.iter (fun (student, selection) ->
let selectionID, studentID, courseID =
match selection with
| null -> "NULL", "NULL", "NULL"
| sel -> (sel.ID.ToString(), sel.StudentID.ToString(), sel.CourseID.ToString())
printfn "%d %s %d %s %s %s" student.StudentID student.Name (student.Age.GetValueOrDefault()) selectionID studentID courseID)
printfn "\nJoin with count"
query {
for n in db.Student do
join e in db.CourseSelection
on (n.StudentID = e.StudentID)
count
}
|> printfn "%d"
printfn "\n Join with distinct."
query {
for student in db.Student do
join selection in db.CourseSelection
on (student.StudentID = selection.StudentID)
distinct
}
|> Seq.iter (fun (student, selection) -> printfn "%s %d" student.Name selection.CourseID)
printfn "\n Join with distinct and count."
query {
for n in db.Student do
join e in db.CourseSelection
on (n.StudentID = e.StudentID)
distinct
count
}
|> printfn "%d"
printfn "\n Selecting students with age between 10 and 15."
query {
for student in db.Student do
where (student.Age.Value >= 10 && student.Age.Value < 15)
select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\n Selecting students with age either 11 or 12."
query {
for student in db.Student do
where (student.Age.Value = 11 || student.Age.Value = 12)
select student
}
|> Seq.iter (fun student -> printfn "%s" student.Name)
printfn "\n Selecting students in a certain age range and sorting."
query {
for n in db.Student do
where (n.Age.Value = 12 || n.Age.Value = 13)
sortByNullableDescending n.Age
select n
}
|> Seq.iter (fun student -> printfn "%s %s" student.Name (student.Age.Print()))
printfn "\n Selecting students with certain ages, taking account of possibility of nulls."
query {
for student in db.Student do
where
((student.Age.HasValue && student.Age.Value = 11) ||
(student.Age.HasValue && student.Age.Value = 12))
sortByDescending student.Name
select student.Name
take 2
}
|> Seq.iter (fun name -> printfn "%s" name)
printfn "\n Union of two queries."
module Queries =
let query1 = query {
for n in db.Student do
select (n.Name, n.Age)
}
let query2 = query {
for n in db.LastStudent do
select (n.Name, n.Age)
}
query2.Union (query1)
|> Seq.iter (fun (name, age) -> printfn "%s %s" name (age.Print()))
printfn "\n Intersect of two queries."
module Queries2 =
let query1 = query {
for n in db.Student do
select (n.Name, n.Age)
}
let query2 = query {
for n in db.LastStudent do
select (n.Name, n.Age)
}
query1.Intersect(query2)
|> Seq.iter (fun (name, age) -> printfn "%s %s" name (age.Print()))
printfn "\n Using if statement to alter results for special value."
query {
for student in db.Student do
select
(if student.Age.HasValue && student.Age.Value = -1 then
(student.StudentID, System.Nullable<int>(100), student.Age)
else (student.StudentID, student.Age, student.Age))
}
|> Seq.iter (fun (id, value, age) -> printfn "%d %s %s" id (value.Print()) (age.Print()))
printfn "\n Using if statement to alter results special values."
query {
for student in db.Student do
select
(if student.Age.HasValue && student.Age.Value = -1 then
(student.StudentID, System.Nullable<int>(100), student.Age)
elif student.Age.HasValue && student.Age.Value = 0 then
(student.StudentID, System.Nullable<int>(100), student.Age)
else (student.StudentID, student.Age, student.Age))
}
|> Seq.iter (fun (id, value, age) -> printfn "%d %s %s" id (value.Print()) (age.Print()))
printfn "\n Multiple table select."
query {
for student in db.Student do
for course in db.Course do
select (student, course)
}
|> Seq.iteri (fun index (student, course) ->
if index = 0 then
printfn "StudentID Name Age CourseID CourseName"
printfn "%d %s %s %d %s" student.StudentID student.Name (student.Age.Print()) course.CourseID course.CourseName)
printfn "\nMultiple Joins"
query {
for student in db.Student do
join courseSelection in db.CourseSelection
on (student.StudentID = courseSelection.StudentID)
join course in db.Course
on (courseSelection.CourseID = course.CourseID)
select (student.Name, course.CourseName)
}
|> Seq.iter (fun (studentName, courseName) -> printfn "%s %s" studentName courseName)
printfn "\nMultiple Left Outer Joins"
query {
for student in db.Student do
leftOuterJoin courseSelection in db.CourseSelection
on (student.StudentID = courseSelection.StudentID) into g1
for courseSelection in g1.DefaultIfEmpty() do
leftOuterJoin course in db.Course
on (courseSelection.CourseID = course.CourseID) into g2
for course in g2.DefaultIfEmpty() do
select (student.Name, course.CourseName)
}
|> Seq.iter (fun (studentName, courseName) -> printfn "%s %s" studentName courseName)
Di seguito è riportato l'output completo quando questo codice viene eseguito in F# Interactive.
--> Referenced 'C:\Program Files (x86)\Reference Assemblies\Microsoft\FSharp\3.0\Runtime\v4.0\Type Providers\FSharp.Data.TypeProviders.dll'
--> Referenced 'C:\Windows\Microsoft.NET\Framework\v4.0.30319\System.Data.dll'
--> Referenced 'C:\Windows\Microsoft.NET\Framework\v4.0.30319\System.Data.Linq.dll'
contains query operator
Binding session to 'C:\Users\ghogen\AppData\Local\Temp\tmp5E3C.dll'...
Binding session to 'C:\Users\ghogen\AppData\Local\Temp\tmp611A.dll'...
Is at least one student age 11? true
count query operator
Number of students: 8
last query operator.
Last number: 21
lastOrDefault query operator.
lastOrDefault: 21
exactlyOne query operator.
Student with StudentID = 1 is Abercrombie, Kim
exactlyOneOrDefault query operator.
Student with StudentID = 1 is Abercrombie, Kim
headOrDefault query operator.
head student is Abercrombie, Kim
select query operator.
StudentID, Name: 1 Abercrombie, Kim
StudentID, Name: 2 Abolrous, Hazen
StudentID, Name: 3 Hance, Jim
StudentID, Name: 4 Adams, Terry
StudentID, Name: 5 Hansen, Claus
StudentID, Name: 6 Penor, Lori
StudentID, Name: 7 Perham, Tom
StudentID, Name: 8 Peng, Yun-Feng
where query operator.
StudentID, Name: 5 Hansen, Claus
StudentID, Name: 6 Penor, Lori
StudentID, Name: 7 Perham, Tom
StudentID, Name: 8 Peng, Yun-Feng
minBy query operator.
maxBy query operator.
groupBy query operator.
Age: NULL Count at that age: 1
Age: 10 Count at that age: 1
Age: 11 Count at that age: 1
Age: 12 Count at that age: 3
Age: 13 Count at that age: 1
Age: 14 Count at that age: 1
sortBy query operator.
StudentID, Name: 1 Abercrombie, Kim
StudentID, Name: 2 Abolrous, Hazen
StudentID, Name: 4 Adams, Terry
StudentID, Name: 3 Hance, Jim
StudentID, Name: 5 Hansen, Claus
StudentID, Name: 8 Peng, Yun-Feng
StudentID, Name: 6 Penor, Lori
StudentID, Name: 7 Perham, Tom
sortByDescending query operator.
StudentID, Name: 7 Perham, Tom
StudentID, Name: 6 Penor, Lori
StudentID, Name: 8 Peng, Yun-Feng
StudentID, Name: 5 Hansen, Claus
StudentID, Name: 3 Hance, Jim
StudentID, Name: 4 Adams, Terry
StudentID, Name: 2 Abolrous, Hazen
StudentID, Name: 1 Abercrombie, Kim
thenBy query operator.
StudentID, Name: 10 Abercrombie, Kim
StudentID, Name: 11 Hansen, Claus
StudentID, Name: 12 Adams, Terry
StudentID, Name: 12 Hance, Jim
StudentID, Name: 12 Perham, Tom
StudentID, Name: 13 Penor, Lori
StudentID, Name: 14 Abolrous, Hazen
thenByDescending query operator.
StudentID, Name: 10 Abercrombie, Kim
StudentID, Name: 11 Hansen, Claus
StudentID, Name: 12 Perham, Tom
StudentID, Name: 12 Hance, Jim
StudentID, Name: 12 Adams, Terry
StudentID, Name: 13 Penor, Lori
StudentID, Name: 14 Abolrous, Hazen
groupValBy query operator.
Age: NULL Count at that age: 1
Name: Peng, Yun-Feng
Age: 10 Count at that age: 1
Name: Abercrombie, Kim
Age: 11 Count at that age: 1
Name: Hansen, Claus
Age: 12 Count at that age: 3
Name: Hance, Jim
Name: Adams, Terry
Name: Perham, Tom
Age: 13 Count at that age: 1
Name: Penor, Lori
Age: 14 Count at that age: 1
Name: Abolrous, Hazen
sumByNullable query operator
Sum of ages: 84
minByNullable
Minimum age: 10
maxByNullable
Maximum age: 14
averageBy
Average student ID: 4.500000
averageByNullable
Average age: 12
find query operator
Found a match with StudentID = 1
all query operator
Do all students have a comma in the name? true
head query operator
Found the head student with StudentID = 1
nth query operator
Third number is 11
skip query operator
StudentID = 2
StudentID = 3
StudentID = 4
StudentID = 5
StudentID = 6
StudentID = 7
StudentID = 8
skipWhile query operator
Number = 5
Number = 7
Number = 11
Number = 18
Number = 21
sumBy query operator
Sum of student IDs: 36
take query operator
StudentID = 1
StudentID = 2
takeWhile query operator
Number = 1
Number = 5
Number = 7
sortByNullable query operator
StudentID, Name, Age: 8 Peng, Yun-Feng NULL
StudentID, Name, Age: 1 Abercrombie, Kim 10
StudentID, Name, Age: 5 Hansen, Claus 11
StudentID, Name, Age: 7 Perham, Tom 12
StudentID, Name, Age: 3 Hance, Jim 12
StudentID, Name, Age: 4 Adams, Terry 12
StudentID, Name, Age: 6 Penor, Lori 13
StudentID, Name, Age: 2 Abolrous, Hazen 14
sortByNullableDescending query operator
StudentID, Name, Age: 2 Abolrous, Hazen 14
StudentID, Name, Age: 6 Penor, Lori 13
StudentID, Name, Age: 7 Perham, Tom 12
StudentID, Name, Age: 3 Hance, Jim 12
StudentID, Name, Age: 4 Adams, Terry 12
StudentID, Name, Age: 5 Hansen, Claus 11
StudentID, Name, Age: 1 Abercrombie, Kim 10
StudentID, Name, Age: 8 Peng, Yun-Feng NULL
thenByNullable query operator
StudentID, Name, Age: 1 Abercrombie, Kim 10
StudentID, Name, Age: 2 Abolrous, Hazen 14
StudentID, Name, Age: 4 Adams, Terry 12
StudentID, Name, Age: 3 Hance, Jim 12
StudentID, Name, Age: 5 Hansen, Claus 11
StudentID, Name, Age: 8 Peng, Yun-Feng NULL
StudentID, Name, Age: 6 Penor, Lori 13
StudentID, Name, Age: 7 Perham, Tom 12
thenByNullableDescending query operator
StudentID, Name, Age: 1 Abercrombie, Kim 10
StudentID, Name, Age: 2 Abolrous, Hazen 14
StudentID, Name, Age: 4 Adams, Terry 12
StudentID, Name, Age: 3 Hance, Jim 12
StudentID, Name, Age: 5 Hansen, Claus 11
StudentID, Name, Age: 8 Peng, Yun-Feng NULL
StudentID, Name, Age: 6 Penor, Lori 13
StudentID, Name, Age: 7 Perham, Tom 12
All students:
Abercrombie, Kim 1 10
Abolrous, Hazen 2 14
Hance, Jim 3 12
Adams, Terry 4 12
Hansen, Claus 5 11
Penor, Lori 6 13
Perham, Tom 7 12
Peng, Yun-Feng 8 NULL
Count of students:
Student count: 8
Exists.
"Abercrombie, Kim"
"Abolrous, Hazen"
"Hance, Jim"
"Adams, Terry"
"Hansen, Claus"
"Perham, Tom"
Group by age and count
NULL 1
10 1
11 1
12 3
13 1
14 1
Group value by age.
NULL 1
10 1
11 1
12 3
13 1
14 1
Group students by age where age > 10.
Age: 11
Hansen, Claus
Age: 12
Hance, Jim
Adams, Terry
Perham, Tom
Age: 13
Penor, Lori
Age: 14
Abolrous, Hazen
Group students by age and print counts of number of students at each age with more than 1 student.
Age: 12 Count: 3
Group students by age and sum ages.
Age: 0
Count: 1
Total years:
Age: 10
Count: 1
Total years: 10
Age: 11
Count: 1
Total years: 11
Age: 12
Count: 3
Total years: 36
Age: 13
Count: 1
Total years: 13
Age: 14
Count: 1
Total years: 14
Group students by age and count number of students at each age, and display all with count > 1 in descending order of count.
Age: 12
Count: 3
Select students from a set of IDs
Name: Abercrombie, Kim
Name: Abolrous, Hazen
Name: Hansen, Claus
Look for students with Name match _e% pattern and take first two.
Penor, Lori
Perham, Tom
Look for students with Name matching [abc]% pattern.
Abercrombie, Kim
Abolrous, Hazen
Adams, Terry
Look for students with name matching [^abc]% pattern.
Hance, Jim
Hansen, Claus
Penor, Lori
Perham, Tom
Peng, Yun-Feng
Look for students with name matching [^abc]% pattern and select ID.
3
5
6
7
8
Using Contains as a query filter.
Abercrombie, Kim
Abolrous, Hazen
Hance, Jim
Adams, Terry
Hansen, Claus
Perham, Tom
Searching for names from a list.
Join Student and CourseSelection tables.
2 Abolrous, Hazen 2
3 Hance, Jim 3
5 Hansen, Claus 5
2 Abolrous, Hazen 2
5 Hansen, Claus 5
6 Penor, Lori 6
3 Hance, Jim 3
2 Abolrous, Hazen 2
1 Abercrombie, Kim 1
2 Abolrous, Hazen 2
5 Hansen, Claus 5
2 Abolrous, Hazen 2
3 Hance, Jim 3
2 Abolrous, Hazen 2
3 Hance, Jim 3
Left Join Student and CourseSelection tables.
1 Abercrombie, Kim 10 9 3 1
2 Abolrous, Hazen 14 1 1 2
2 Abolrous, Hazen 14 4 2 2
2 Abolrous, Hazen 14 8 3 2
2 Abolrous, Hazen 14 10 4 2
2 Abolrous, Hazen 14 12 4 2
2 Abolrous, Hazen 14 14 5 2
3 Hance, Jim 12 2 1 3
3 Hance, Jim 12 7 2 3
3 Hance, Jim 12 13 5 3
3 Hance, Jim 12 15 7 3
4 Adams, Terry 12 NULL NULL NULL
5 Hansen, Claus 11 3 1 5
5 Hansen, Claus 11 5 2 5
5 Hansen, Claus 11 11 4 5
6 Penor, Lori 13 6 2 6
7 Perham, Tom 12 NULL NULL NULL
8 Peng, Yun-Feng 0 NULL NULL NULL
Join with count
15
Join with distinct.
Abercrombie, Kim 2
Abercrombie, Kim 3
Abercrombie, Kim 5
Abolrous, Hazen 2
Abolrous, Hazen 5
Abolrous, Hazen 6
Abolrous, Hazen 3
Hance, Jim 2
Hance, Jim 1
Adams, Terry 2
Adams, Terry 5
Adams, Terry 2
Hansen, Claus 3
Hansen, Claus 2
Perham, Tom 3
Join with distinct and count.
15
Selecting students with age between 10 and 15.
Abercrombie, Kim
Abolrous, Hazen
Hance, Jim
Adams, Terry
Hansen, Claus
Penor, Lori
Perham, Tom
Selecting students with age either 11 or 12.
Hance, Jim
Adams, Terry
Hansen, Claus
Perham, Tom
Selecting students in a certain age range and sorting.
Penor, Lori 13
Perham, Tom 12
Hance, Jim 12
Adams, Terry 12
Selecting students with certain ages, taking account of possibility of nulls.
Hance, Jim
Adams, Terry
Union of two queries.
Abercrombie, Kim 10
Abolrous, Hazen 14
Hance, Jim 12
Adams, Terry 12
Hansen, Claus 11
Penor, Lori 13
Perham, Tom 12
Peng, Yun-Feng NULL
Intersect of two queries.
Using if statement to alter results for special value.
1 10 10
2 14 14
3 12 12
4 12 12
5 11 11
6 13 13
7 12 12
8 NULL NULL
Using if statement to alter results special values.
1 10 10
2 14 14
3 12 12
4 12 12
5 11 11
6 13 13
7 12 12
8 NULL NULL
Multiple table select.
StudentID Name Age CourseID CourseName
1 Abercrombie, Kim 10 1 Algebra I
2 Abolrous, Hazen 14 1 Algebra I
3 Hance, Jim 12 1 Algebra I
4 Adams, Terry 12 1 Algebra I
5 Hansen, Claus 11 1 Algebra I
6 Penor, Lori 13 1 Algebra I
7 Perham, Tom 12 1 Algebra I
8 Peng, Yun-Feng NULL 1 Algebra I
1 Abercrombie, Kim 10 2 Trigonometry
2 Abolrous, Hazen 14 2 Trigonometry
3 Hance, Jim 12 2 Trigonometry
4 Adams, Terry 12 2 Trigonometry
5 Hansen, Claus 11 2 Trigonometry
6 Penor, Lori 13 2 Trigonometry
7 Perham, Tom 12 2 Trigonometry
8 Peng, Yun-Feng NULL 2 Trigonometry
1 Abercrombie, Kim 10 3 Algebra II
2 Abolrous, Hazen 14 3 Algebra II
3 Hance, Jim 12 3 Algebra II
4 Adams, Terry 12 3 Algebra II
5 Hansen, Claus 11 3 Algebra II
6 Penor, Lori 13 3 Algebra II
7 Perham, Tom 12 3 Algebra II
8 Peng, Yun-Feng NULL 3 Algebra II
1 Abercrombie, Kim 10 4 History
2 Abolrous, Hazen 14 4 History
3 Hance, Jim 12 4 History
4 Adams, Terry 12 4 History
5 Hansen, Claus 11 4 History
6 Penor, Lori 13 4 History
7 Perham, Tom 12 4 History
8 Peng, Yun-Feng NULL 4 History
1 Abercrombie, Kim 10 5 English
2 Abolrous, Hazen 14 5 English
3 Hance, Jim 12 5 English
4 Adams, Terry 12 5 English
5 Hansen, Claus 11 5 English
6 Penor, Lori 13 5 English
7 Perham, Tom 12 5 English
8 Peng, Yun-Feng NULL 5 English
1 Abercrombie, Kim 10 6 French
2 Abolrous, Hazen 14 6 French
3 Hance, Jim 12 6 French
4 Adams, Terry 12 6 French
5 Hansen, Claus 11 6 French
6 Penor, Lori 13 6 French
7 Perham, Tom 12 6 French
8 Peng, Yun-Feng NULL 6 French
1 Abercrombie, Kim 10 7 Chinese
2 Abolrous, Hazen 14 7 Chinese
3 Hance, Jim 12 7 Chinese
4 Adams, Terry 12 7 Chinese
5 Hansen, Claus 11 7 Chinese
6 Penor, Lori 13 7 Chinese
7 Perham, Tom 12 7 Chinese
8 Peng, Yun-Feng NULL 7 Chinese
Multiple Joins
Abercrombie, Kim Trigonometry
Abercrombie, Kim Algebra II
Abercrombie, Kim English
Abolrous, Hazen Trigonometry
Abolrous, Hazen English
Abolrous, Hazen French
Abolrous, Hazen Algebra II
Hance, Jim Trigonometry
Hance, Jim Algebra I
Adams, Terry Trigonometry
Adams, Terry English
Adams, Terry Trigonometry
Hansen, Claus Algebra II
Hansen, Claus Trigonometry
Perham, Tom Algebra II
Multiple Left Outer Joins
Abercrombie, Kim Trigonometry
Abercrombie, Kim Algebra II
Abercrombie, Kim English
Abolrous, Hazen Trigonometry
Abolrous, Hazen English
Abolrous, Hazen French
Abolrous, Hazen Algebra II
Hance, Jim Trigonometry
Hance, Jim Algebra I
Adams, Terry Trigonometry
Adams, Terry English
Adams, Terry Trigonometry
Hansen, Claus Algebra II
Hansen, Claus Trigonometry
Penor, Lori
Perham, Tom Algebra II
Peng, Yun-Feng
type schema
val db : schema.ServiceTypes.SimpleDataContextTypes.MyDatabase1
val student : System.Data.Linq.Table<schema.ServiceTypes.Student>
val data : int list = [1; 5; 7; 11; 18; 21]
type Nullable<'T
when 'T : (new : unit -> 'T) and 'T : struct and
'T :> System.ValueType> with
member Print : unit -> string
val num : int = 21
val student2 : schema.ServiceTypes.Student
val student3 : schema.ServiceTypes.Student
val student4 : schema.ServiceTypes.Student
val student5 : int = 1
val student6 : int = 8
val idList : int list = [1; 2; 5; 10]
val idQuery : seq<int>
val names : string [] = [|"a"; "b"; "c"|]
module Queries = begin
val query1 : System.Linq.IQueryable<string * System.Nullable<int>>
val query2 : System.Linq.IQueryable<string * System.Nullable<int>>
end
module Queries2 = begin
val query1 : System.Linq.IQueryable<string * System.Nullable<int>>
val query2 : System.Linq.IQueryable<string * System.Nullable<int>>
end