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  4. Retrieving the lastest instance of a record [ SOLVED]

Retrieving the lastest instance of a record [ SOLVED]

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  • realJSOPR realJSOP

    Here's my situation: 0) There are a number of records for a given "id", and there is more than one "id" in the table. So, I could have 10 records for id1, and 5 records for id2. 1) These records contain a datetime column on which I want to base by query. 2) I will be retrieving data from two tables. 3) I tried a simple query first (which worked fine):

    select id, max(dateColumn) from tabelname group by id

    The problem is that I want additional columns from each table that shouldn't be aggregated, but sql server says I need aggregate functions for all of the other columns. Do I have to run a query and put the results into a temp table, and then run a second query against the actual data to retrieve the records I want, or is there a magic generic aggregate function I can use on the other fields? I am of the current opinion that SQL sucks. :)

    .45 ACP - because shooting twice is just silly
    -----
    "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
    -----
    "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

    L Offline
    L Offline
    Luc Pattyn
    wrote on last edited by
    #5

    Wow. Your question well exceeds what I know about SQL. I've never used temp tables, I very rarely use nested selects. I'm still learning, mostly by reading the SQL forum. Did you try the TOP 1 ... ORDER BY ... approach? that one typically works for me.

    John Simmons / outlaw programmer wrote:

    I am of the current opinion that SQL sucks.

    I'm afraid that will never change. At best, one gets used to it. Suggestion: post your exact SQL statement, and wait for Mycroft to comment on it. He's probably the most knowledgeable around here. :)

    Luc Pattyn [Forum Guidelines] [Why QA sucks] [My Articles]


    I only read code that is properly formatted, adding PRE tags is the easiest way to obtain that.


    realJSOPR 1 Reply Last reply
    0
    • realJSOPR realJSOP

      I have a table that has multiple instances of a given item, and the date on which that record was inserted into the table. How do I retrieve the newest copy of all unique items in the table? I'm an almost complete newbie regarding SQL, so please don't be harsh. SOLUTION ===========

      select field1, max(field2)
      from table
      group by field1

      .45 ACP - because shooting twice is just silly
      -----
      "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
      -----
      "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

      L Offline
      L Offline
      Luc Pattyn
      wrote on last edited by
      #6

      Now how is the SQL code shown as the solution different from the one shown in your last post above? I'm referring to:

      select id, max(dateColumn) from tabelname group by id

      :)

      Luc Pattyn [Forum Guidelines] [Why QA sucks] [My Articles]


      I only read code that is properly formatted, adding PRE tags is the easiest way to obtain that.


      realJSOPR 1 Reply Last reply
      0
      • L Luc Pattyn

        Wow. Your question well exceeds what I know about SQL. I've never used temp tables, I very rarely use nested selects. I'm still learning, mostly by reading the SQL forum. Did you try the TOP 1 ... ORDER BY ... approach? that one typically works for me.

        John Simmons / outlaw programmer wrote:

        I am of the current opinion that SQL sucks.

        I'm afraid that will never change. At best, one gets used to it. Suggestion: post your exact SQL statement, and wait for Mycroft to comment on it. He's probably the most knowledgeable around here. :)

        Luc Pattyn [Forum Guidelines] [Why QA sucks] [My Articles]


        I only read code that is properly formatted, adding PRE tags is the easiest way to obtain that.


        realJSOPR Offline
        realJSOPR Offline
        realJSOP
        wrote on last edited by
        #7

        I had to do something like this: create temp table select into temp table using group by select from permanent AD temp table for desired result Here's the whole this

        if object_id('tempdb..#DUAL')is not null
        DROP TABLE #DUAL

        create table #DUAL
        (
        ID int,
        datevalue datetime
        )

        insert into #DUAL (ID, datevalue)
        select id, max(datevalue)
        from metrics
        group by ID

        SELECT
        a.ID
        ,a.itemType
        ,a.Title
        ,a.Description
        ,m.DateValue
        FROM tableA a, metrics m, #Dual d
        WHERE a.id = d.id AND a.ID = m.ID AND m.datevalue = d.datevalue

        drop table #DUAL

        .45 ACP - because shooting twice is just silly
        -----
        "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
        -----
        "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

        I 1 Reply Last reply
        0
        • L Luc Pattyn

          Now how is the SQL code shown as the solution different from the one shown in your last post above? I'm referring to:

          select id, max(dateColumn) from tabelname group by id

          :)

          Luc Pattyn [Forum Guidelines] [Why QA sucks] [My Articles]


          I only read code that is properly formatted, adding PRE tags is the easiest way to obtain that.


          realJSOPR Offline
          realJSOPR Offline
          realJSOP
          wrote on last edited by
          #8

          Because I was trying to do it with a single SELECT statement, which is apparently impossible. You can't have non-aggregated columns in a group by select statement (and if I'm wrong about that, I hope someone can rebut that conclusion).

          .45 ACP - because shooting twice is just silly
          -----
          "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
          -----
          "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

          1 Reply Last reply
          0
          • realJSOPR realJSOP

            I had to do something like this: create temp table select into temp table using group by select from permanent AD temp table for desired result Here's the whole this

            if object_id('tempdb..#DUAL')is not null
            DROP TABLE #DUAL

            create table #DUAL
            (
            ID int,
            datevalue datetime
            )

            insert into #DUAL (ID, datevalue)
            select id, max(datevalue)
            from metrics
            group by ID

            SELECT
            a.ID
            ,a.itemType
            ,a.Title
            ,a.Description
            ,m.DateValue
            FROM tableA a, metrics m, #Dual d
            WHERE a.id = d.id AND a.ID = m.ID AND m.datevalue = d.datevalue

            drop table #DUAL

            .45 ACP - because shooting twice is just silly
            -----
            "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
            -----
            "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

            I Offline
            I Offline
            i j russell
            wrote on last edited by
            #9

            SELECT a.Id,
            a.ItemType,
            a.Title,
            a.Description,
            m.DateValue
            FROM TableA a
            LEFT JOIN
            (
            SELECT Id,
            MAX(DateValue) as DateValue
            FROM Metrics
            GROUP BY Id
            ) m ON m.Id = a.Id

            ; If you only want Ids that have metrics then you can remove the LEFT to make it an inner join.

            realJSOPR 2 Replies Last reply
            0
            • I i j russell

              SELECT a.Id,
              a.ItemType,
              a.Title,
              a.Description,
              m.DateValue
              FROM TableA a
              LEFT JOIN
              (
              SELECT Id,
              MAX(DateValue) as DateValue
              FROM Metrics
              GROUP BY Id
              ) m ON m.Id = a.Id

              ; If you only want Ids that have metrics then you can remove the LEFT to make it an inner join.

              realJSOPR Offline
              realJSOPR Offline
              realJSOP
              wrote on last edited by
              #10

              Actually, an ID won't be in the tables unless it has a metric. I want the data from both table a and table b, but I want only the latest data for each ID. I tried to adapt the code you posted, but It SME complains with <sarcasm> it's way to verbose <sarcasm> error message: Incorrect syntax near the keyword 'ON'. :)

              .45 ACP - because shooting twice is just silly
              -----
              "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
              -----
              "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

              I 1 Reply Last reply
              0
              • I i j russell

                SELECT a.Id,
                a.ItemType,
                a.Title,
                a.Description,
                m.DateValue
                FROM TableA a
                LEFT JOIN
                (
                SELECT Id,
                MAX(DateValue) as DateValue
                FROM Metrics
                GROUP BY Id
                ) m ON m.Id = a.Id

                ; If you only want Ids that have metrics then you can remove the LEFT to make it an inner join.

                realJSOPR Offline
                realJSOPR Offline
                realJSOP
                wrote on last edited by
                #11

                I simply can't get that to work. T-SQL is being as touchy as a ex-wife seeking more child support.

                .45 ACP - because shooting twice is just silly
                -----
                "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                -----
                "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                1 Reply Last reply
                0
                • realJSOPR realJSOP

                  Actually, an ID won't be in the tables unless it has a metric. I want the data from both table a and table b, but I want only the latest data for each ID. I tried to adapt the code you posted, but It SME complains with <sarcasm> it's way to verbose <sarcasm> error message: Incorrect syntax near the keyword 'ON'. :)

                  .45 ACP - because shooting twice is just silly
                  -----
                  "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                  -----
                  "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                  I Offline
                  I Offline
                  i j russell
                  wrote on last edited by
                  #12

                  Try running this;

                  if object_id('tempdb..#TableA')is not null
                  DROP TABLE #TableA
                  go
                  if object_id('tempdb..#Metrics')is not null
                  DROP TABLE #Metrics
                  go

                  create table #TableA
                  (
                  Id int,
                  ItemType char(1),
                  Title varchar(50),
                  Description varchar(100)
                  )
                  go

                  create table #Metrics
                  (
                  ID int,
                  TableAId int,
                  datevalue datetime
                  )
                  go

                  insert into #TableA (ID, ItemType, Title, Description) values (1, 'A', 'First Title', 'First Description');
                  insert into #TableA (ID, ItemType, Title, Description) values (2, 'A', 'Second Title', 'Second Description');
                  insert into #TableA (ID, ItemType, Title, Description) values (3, 'B', 'Third Title', 'Third Description');
                  go

                  insert into #Metrics (ID, TableAId, datevalue) values (1, 1, '2010-01-01');
                  insert into #Metrics (ID, TableAId, datevalue) values (2, 1, '2010-01-02');
                  insert into #Metrics (ID, TableAId, datevalue) values (3, 3, '2010-01-03');
                  insert into #Metrics (ID, TableAId, datevalue) values (4, 2, '2010-01-04');
                  insert into #Metrics (ID, TableAId, datevalue) values (5, 2, '2010-01-05');
                  insert into #Metrics (ID, TableAId, datevalue) values (6, 3, '2010-01-06');
                  insert into #Metrics (ID, TableAId, datevalue) values (7, 1, '2010-01-07');
                  insert into #Metrics (ID, TableAId, datevalue) values (8, 2, '2010-01-08');
                  insert into #Metrics (ID, TableAId, datevalue) values (9, 1, '2010-01-09');
                  insert into #Metrics (ID, TableAId, datevalue) values (10, 3, '2010-01-10');
                  insert into #Metrics (ID, TableAId, datevalue) values (11, 3, '2010-01-11');
                  insert into #Metrics (ID, TableAId, datevalue) values (12, 1, '2010-01-12');
                  go

                  SELECT
                  a.ID
                  ,a.itemType
                  ,a.Title
                  ,a.Description
                  ,m.DateValue
                  FROM #TableA a
                  left join
                  (
                  select tableaid,
                  MAX(datevalue) as datevalue
                  from #Metrics
                  group by tableaid
                  ) m on m.tableaid = a.id
                  go

                  drop table #Metrics
                  go
                  drop table #TableA
                  go

                  realJSOPR 1 Reply Last reply
                  0
                  • I i j russell

                    Try running this;

                    if object_id('tempdb..#TableA')is not null
                    DROP TABLE #TableA
                    go
                    if object_id('tempdb..#Metrics')is not null
                    DROP TABLE #Metrics
                    go

                    create table #TableA
                    (
                    Id int,
                    ItemType char(1),
                    Title varchar(50),
                    Description varchar(100)
                    )
                    go

                    create table #Metrics
                    (
                    ID int,
                    TableAId int,
                    datevalue datetime
                    )
                    go

                    insert into #TableA (ID, ItemType, Title, Description) values (1, 'A', 'First Title', 'First Description');
                    insert into #TableA (ID, ItemType, Title, Description) values (2, 'A', 'Second Title', 'Second Description');
                    insert into #TableA (ID, ItemType, Title, Description) values (3, 'B', 'Third Title', 'Third Description');
                    go

                    insert into #Metrics (ID, TableAId, datevalue) values (1, 1, '2010-01-01');
                    insert into #Metrics (ID, TableAId, datevalue) values (2, 1, '2010-01-02');
                    insert into #Metrics (ID, TableAId, datevalue) values (3, 3, '2010-01-03');
                    insert into #Metrics (ID, TableAId, datevalue) values (4, 2, '2010-01-04');
                    insert into #Metrics (ID, TableAId, datevalue) values (5, 2, '2010-01-05');
                    insert into #Metrics (ID, TableAId, datevalue) values (6, 3, '2010-01-06');
                    insert into #Metrics (ID, TableAId, datevalue) values (7, 1, '2010-01-07');
                    insert into #Metrics (ID, TableAId, datevalue) values (8, 2, '2010-01-08');
                    insert into #Metrics (ID, TableAId, datevalue) values (9, 1, '2010-01-09');
                    insert into #Metrics (ID, TableAId, datevalue) values (10, 3, '2010-01-10');
                    insert into #Metrics (ID, TableAId, datevalue) values (11, 3, '2010-01-11');
                    insert into #Metrics (ID, TableAId, datevalue) values (12, 1, '2010-01-12');
                    go

                    SELECT
                    a.ID
                    ,a.itemType
                    ,a.Title
                    ,a.Description
                    ,m.DateValue
                    FROM #TableA a
                    left join
                    (
                    select tableaid,
                    MAX(datevalue) as datevalue
                    from #Metrics
                    group by tableaid
                    ) m on m.tableaid = a.id
                    go

                    drop table #Metrics
                    go
                    drop table #TableA
                    go

                    realJSOPR Offline
                    realJSOPR Offline
                    realJSOP
                    wrote on last edited by
                    #13

                    Hmmm... that ran just fine.

                    .45 ACP - because shooting twice is just silly
                    -----
                    "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                    -----
                    "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                    I 1 Reply Last reply
                    0
                    • realJSOPR realJSOP

                      Hmmm... that ran just fine.

                      .45 ACP - because shooting twice is just silly
                      -----
                      "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                      -----
                      "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                      I Offline
                      I Offline
                      i j russell
                      wrote on last edited by
                      #14

                      Can you post the code that you have tried that gives the syntax error.

                      realJSOPR 1 Reply Last reply
                      0
                      • I i j russell

                        Can you post the code that you have tried that gives the syntax error.

                        realJSOPR Offline
                        realJSOPR Offline
                        realJSOP
                        wrote on last edited by
                        #15

                        /****** Object: Table [dbo].[ArticleMetrics] Script Date: 03/21/2010 17:20:15 ******/
                        SET ANSI_NULLS ON
                        GO
                        SET QUOTED_IDENTIFIER ON
                        GO
                        CREATE TABLE [dbo].[ArticleMetrics](
                        [ArticleID] [nvarchar](50) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                        [Votes] [int] NOT NULL,
                        [Bookmarks] [int] NOT NULL,
                        [Downloads] [int] NOT NULL,
                        [Popularity] [decimal](5, 2) NOT NULL,
                        [Rating] [decimal](5, 2) NOT NULL,
                        [LastUpdated] [smalldatetime] NOT NULL,
                        [Views] [int] NOT NULL,
                        [DateScraped] [datetime] NOT NULL
                        ) ON [PRIMARY]
                        GO
                        ALTER TABLE [dbo].[ArticleMetrics] WITH CHECK ADD CONSTRAINT [FK_ArticleMetrics_Articles] FOREIGN KEY([ArticleID])
                        REFERENCES [dbo].[Articles] ([ArticleID])
                        GO
                        ALTER TABLE [dbo].[ArticleMetrics] CHECK CONSTRAINT [FK_ArticleMetrics_Articles]
                        USE [CPAM]
                        GO

                        /****** Object: Table [dbo].[Articles] Script Date: 03/21/2010 17:20:46 ******/
                        SET ANSI_NULLS ON
                        GO
                        SET QUOTED_IDENTIFIER ON
                        GO
                        SET ANSI_PADDING ON
                        GO
                        CREATE TABLE [dbo].[Articles](
                        [ArticleID] [nvarchar](50) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                        [ArticleType] [int] NOT NULL,
                        [Title] [nvarchar](255) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                        [Description] [varchar](512) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                        [DatePosted] [smalldatetime] NOT NULL,
                        [Active] [bit] NOT NULL,
                        [LastScraped] [datetime] NOT NULL,
                        CONSTRAINT [PK_Articles] PRIMARY KEY CLUSTERED
                        (
                        [ArticleID] ASC
                        )WITH (PAD_INDEX = OFF, IGNORE_DUP_KEY = OFF) ON [PRIMARY]
                        ) ON [PRIMARY]
                        GO
                        SET ANSI_PADDING OFF

                        Essentially, I want to combine the appropriate rows but I only want one record returned per ArticleID that represents the LAST record that was added (determined by MAX(ArticleMetrics.DateScraped)).

                        .45 ACP - because shooting twice is just silly
                        -----
                        "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                        -----
                        "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                        I 1 Reply Last reply
                        0
                        • realJSOPR realJSOP

                          /****** Object: Table [dbo].[ArticleMetrics] Script Date: 03/21/2010 17:20:15 ******/
                          SET ANSI_NULLS ON
                          GO
                          SET QUOTED_IDENTIFIER ON
                          GO
                          CREATE TABLE [dbo].[ArticleMetrics](
                          [ArticleID] [nvarchar](50) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                          [Votes] [int] NOT NULL,
                          [Bookmarks] [int] NOT NULL,
                          [Downloads] [int] NOT NULL,
                          [Popularity] [decimal](5, 2) NOT NULL,
                          [Rating] [decimal](5, 2) NOT NULL,
                          [LastUpdated] [smalldatetime] NOT NULL,
                          [Views] [int] NOT NULL,
                          [DateScraped] [datetime] NOT NULL
                          ) ON [PRIMARY]
                          GO
                          ALTER TABLE [dbo].[ArticleMetrics] WITH CHECK ADD CONSTRAINT [FK_ArticleMetrics_Articles] FOREIGN KEY([ArticleID])
                          REFERENCES [dbo].[Articles] ([ArticleID])
                          GO
                          ALTER TABLE [dbo].[ArticleMetrics] CHECK CONSTRAINT [FK_ArticleMetrics_Articles]
                          USE [CPAM]
                          GO

                          /****** Object: Table [dbo].[Articles] Script Date: 03/21/2010 17:20:46 ******/
                          SET ANSI_NULLS ON
                          GO
                          SET QUOTED_IDENTIFIER ON
                          GO
                          SET ANSI_PADDING ON
                          GO
                          CREATE TABLE [dbo].[Articles](
                          [ArticleID] [nvarchar](50) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                          [ArticleType] [int] NOT NULL,
                          [Title] [nvarchar](255) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                          [Description] [varchar](512) COLLATE SQL_Latin1_General_CP1_CI_AS NOT NULL,
                          [DatePosted] [smalldatetime] NOT NULL,
                          [Active] [bit] NOT NULL,
                          [LastScraped] [datetime] NOT NULL,
                          CONSTRAINT [PK_Articles] PRIMARY KEY CLUSTERED
                          (
                          [ArticleID] ASC
                          )WITH (PAD_INDEX = OFF, IGNORE_DUP_KEY = OFF) ON [PRIMARY]
                          ) ON [PRIMARY]
                          GO
                          SET ANSI_PADDING OFF

                          Essentially, I want to combine the appropriate rows but I only want one record returned per ArticleID that represents the LAST record that was added (determined by MAX(ArticleMetrics.DateScraped)).

                          .45 ACP - because shooting twice is just silly
                          -----
                          "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                          -----
                          "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                          I Offline
                          I Offline
                          i j russell
                          wrote on last edited by
                          #16

                          I think that this is what you need;

                          SELECT a.*,
                          lm.*
                          FROM dbo.Articles AS a
                          CROSS APPLY
                          (SELECT TOP 1 m.*
                          FROM dbo.ArticleMetrics AS m
                          WHERE m.ArticleId = a.ArticleId
                          ORDER BY m.DateScraped DESC) AS lm

                          I would also add a compound primary key to ArticleMetrics on ArticleId, DateScraped.

                          realJSOPR 1 Reply Last reply
                          0
                          • I i j russell

                            I think that this is what you need;

                            SELECT a.*,
                            lm.*
                            FROM dbo.Articles AS a
                            CROSS APPLY
                            (SELECT TOP 1 m.*
                            FROM dbo.ArticleMetrics AS m
                            WHERE m.ArticleId = a.ArticleId
                            ORDER BY m.DateScraped DESC) AS lm

                            I would also add a compound primary key to ArticleMetrics on ArticleId, DateScraped.

                            realJSOPR Offline
                            realJSOPR Offline
                            realJSOP
                            wrote on last edited by
                            #17

                            But doesn't a primary key have to be unique? If that's the case, I can't make the DateScraped column a primary key. BTW, I've never even heard of "Cross Apply" before. :)

                            .45 ACP - because shooting twice is just silly
                            -----
                            "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                            -----
                            "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                            I 1 Reply Last reply
                            0
                            • realJSOPR realJSOP

                              But doesn't a primary key have to be unique? If that's the case, I can't make the DateScraped column a primary key. BTW, I've never even heard of "Cross Apply" before. :)

                              .45 ACP - because shooting twice is just silly
                              -----
                              "Why don't you tie a kerosene-soaked rag around your ankles so the ants won't climb up and eat your candy ass..." - Dale Earnhardt, 1997
                              -----
                              "The staggering layers of obscenity in your statement make it a work of art on so many levels." - J. Jystad, 2001

                              I Offline
                              I Offline
                              i j russell
                              wrote on last edited by
                              #18

                              Yes PKs do have to be unique, but I was assuming that the combination of ArticleId and DateScrapped would be unique so you could include them in a compound primary key. Otherwise, you should add a identity field to uniquely identify each row. Cross Apply and Outer Apply came in with Sql Server 2005. They are great for situations like 'Show me the last 5 orders per customer' that were very difficult before with ansi sql.

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