Sunday, 29 January 2017

Create and populate Time Dimension

Case
We have sensors in our building that output data every minute which we want to use in a dimensional model. Therefore we need a Time Dimension to aggregate data on parts of the day. How do you create and populate a Time Dimension?
International Time Dimension











Solution
Since creating and populating a Time Dimension is a one-time job, T-SQL is probably the best way to accomplish this. For this example we need a Time Dimension on minute level and therefore we have created a loop that executes a insert query 1440 times (24hours * 60minutes).

Besides the hours and minutes we also want to add a name of the day part in two languages and a couple of time strings in both 12 and 24hour notation to make this dimension usable for various countries.


-- Drop the table if it already exists
IF OBJECT_ID('dbo.DimTime', 'U') IS NOT NULL 
BEGIN
    DROP TABLE dbo.DimTime;
END

-- Then create a new table
CREATE TABLE [dbo].[DimTime](
    [TimeId] [int] IDENTITY(1,1) NOT NULL,
    [Time] [time](0) NULL,
    [Hour] [int] NULL,
    [Minute] [int] NULL,
    [MilitaryHour] int NOT null,
    [MilitaryMinute] int NOT null,
    [AMPM] [varchar](2) NOT NULL,
    [DayPartEN] [varchar](10) NULL,
    [DayPartNL] [varchar](10) NULL,
    [HourFromTo12] [varchar](17) NULL,
    [HourFromTo24] [varchar](13) NULL,
    [Notation12] [varchar](10) NULL,
    [Notation24] [varchar](10) NULL
);

-- Needed if the dimension already existed
-- with other column, otherwise the validation
-- of the insert could fail.
GO

-- Create a time and a counter variable for the loop
DECLARE @Time as time;
SET @Time = '0:00';

DECLARE @counter as int;
SET @counter = 0;


-- Two variables to store the day part for two languages
DECLARE @daypartEN as varchar(20);
set @daypartEN = '';

DECLARE @daypartNL as varchar(20);
SET @daypartNL = '';


-- Loop 1440 times (24hours * 60minutes)
WHILE @counter < 1440
BEGIN

    -- Determine datepart
    SELECT  @daypartEN = CASE
                         WHEN (@Time >= '0:00' and @Time < '6:00') THEN 'Night'
                         WHEN (@Time >= '6:00' and @Time < '12:00') THEN 'Morning'
                         WHEN (@Time >= '12:00' and @Time < '18:00') THEN 'Afternoon'
                         ELSE 'Evening'
                         END
    ,       @daypartNL = CASE
                         WHEN (@Time >= '0:00' and @Time < '6:00') THEN 'Nacht'
                         WHEN (@Time >= '6:00' and @Time < '12:00') THEN 'Ochtend'
                         WHEN (@Time >= '12:00' and @Time < '18:00') THEN 'Middag'
                         ELSE 'Avond'
                         END;

    INSERT INTO DimTime ([Time]
                       , [Hour]
                       , [Minute]
                       , [MilitaryHour]
                       , [MilitaryMinute]
                       , [AMPM]
                       , [DayPartEN]
                       , [DayPartNL]
                       , [HourFromTo12]
                       , [HourFromTo24]
                       , [Notation12]
                       , [Notation24])
                VALUES (@Time
                       , DATEPART(Hour, @Time) + 1
                       , DATEPART(Minute, @Time) + 1
                       , DATEPART(Hour, @Time)
                       , DATEPART(Minute, @Time)
                       , CASE WHEN (DATEPART(Hour, @Time) < 12) THEN 'AM' ELSE 'PM' END
                       , @daypartEN
                       , @daypartNL
                       , CONVERT(varchar(10), DATEADD(Minute, -DATEPART(Minute,@Time), @Time),100)  + ' - ' + CONVERT(varchar(10), DATEADD(Hour, 1, DATEADD(Minute, -DATEPART(Minute,@Time), @Time)),100)
                       , CAST(DATEADD(Minute, -DATEPART(Minute,@Time), @Time) as varchar(5)) + ' - ' + CAST(DATEADD(Hour, 1, DATEADD(Minute, -DATEPART(Minute,@Time), @Time)) as varchar(5))
                       , CONVERT(varchar(10), @Time,100)
                       , CAST(@Time as varchar(5))
                       );

    -- Raise time with one minute
    SET @Time = DATEADD(minute, 1, @Time);

    -- Raise counter by one
    set @counter = @counter + 1;
END

Below a very basic example of the usage of this Time Dimension. The LightsAttrium is 0 or 1 indicating whether the lights in the atrium are on or off. By using the average of that during a daypart (night, moning, etc) it shows the percentage of the lights being on. At night it's almost always on and during the afternoon it's off most of the time.
Basic example of usage.












Conclusion
Above a very complete, but yet still basic, example of a Time Dimension. You can add or remove columns for your own specific purposes (let us know the additions in the comments below). Extending this to for example seconds is very easy. Just change the 1440 in the WHILE to 86400 (24*60*60) and change the DATEADD at the bottom to "second" instead of "minute".



No comments:

Post a Comment

All comments will be verified first to avoid URL spammers. यूआरएल स्पैमर से बचने के लिए सभी टिप्पणियों को पहले सत्यापित किया जाएगा।