Forum Discussion
Calculate delta using slowly changing dimensions
Hi,
I am facing a problem with handling slowly changing dimensions and calculating the delta.
The table looks like this:
Product | Owner | Start date | End date |
A | 123 | 1-Jan-24 | 1-Mar-24 |
B | 234 | 1-Feb-24 | 1-Apr-24 |
C | 345 | 1-Apr-24 | 1-May-24 |
D | 456 | 1-Feb-24 | 1-May-24 |
E | 123 | 1-Apr-24 | 1-May-24 |
The original dates that fill the date columns are monthly, that means: we get new data every month and decide on the start- and end- date every month.
What I would like to achieve is having a table that shows the delta per month, like this:
Products | Newly added | Removed | Delta | |
Jan-2024 | 1 | 1 | 0 | +1 |
Feb-2024 | 3 | 2 | 0 | +2 |
Mar-2024 | 2 | 0 | 1 | -1 |
Apr-2024 | 3 | 2 | 1 | 0 |
May-2024 | 0 | 0 | 3 | -3 |
How do I get to above result using DAX?
You can create measures like
Products = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[Start date] <= CurrentDate && 'Table'[End date] > CurrentDate ) RETURN Result Newly Added = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[Start date] = CurrentDate ) RETURN Result Removed = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[End date] = CurrentDate ) RETURN Result Delta = [Newly Added] - [Removed]- Anonymous1 year ago
Hi Janou ,
Thank you johnt75 , for your excellent response! Your approach effectively captures newly added, removed, and delta values per month.
I’d like to expand on this with a small refinement to ensure products that end within the same month are correctly counted when calculating active products.
1.To ensure proper time intelligence calculations, first create a Date Table:
DateTable = CALENDAR(DATE(2024,1,1), DATE(2024,12,31))2.Create Newly added,removed and Delta calculation measures using following queries:-
Newly Added =CALCULATE(COUNTROWS('Products'),FILTER('Products',MONTH('Products'[Start Date]) = MONTH(MAX('DateTable'[Date])) &&YEAR('Products'[Start Date]) = YEAR(MAX('DateTable'[Date]))))
- Removed =
CALCULATE(COUNTROWS('Products'),FILTER('Products',MONTH('Products'[End Date]) = MONTH(MAX('DateTable'[Date])) &&YEAR('Products'[End Date]) = YEAR(MAX('DateTable'[Date])) &&'Products'[End Date] <= EOMONTH(MAX('DateTable'[Date]), 0)))
-
Delta = [Newly Added] - [Removed]
-
Now,plot a matrix visual then add MonthYear from DateTable to Rows field.
- Add [NewlyAdded], [Removed], and [Delta] to Values filed.
-
Now, you will get the desired output.
If our answer meets your requirement,consider accepting it as solution.
Thank you for being a part of Microsoft Fabric Community Forum!
Regards,
Pallavi. -
- Anonymous1 year ago
Hi Janou ,
As we have not received a response from you yet, I would like to confirm whether you have successfully resolved the issue or if you require further assistance.
If the issue has been resolved, please mark the helpful reply as a "solution" to indicate that the question has been answered and to assist others in the community.
Thank you for your cooperation. Have a great day.
4 Replies
- johnt75
Super User
You can create measures like
Products = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[Start date] <= CurrentDate && 'Table'[End date] > CurrentDate ) RETURN Result Newly Added = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[Start date] = CurrentDate ) RETURN Result Removed = VAR CurrentDate = MAX( 'Date'[Year month] ) VAR Result = CALCULATE( COUNTROWS( 'Table' ), 'Table'[End date] = CurrentDate ) RETURN Result Delta = [Newly Added] - [Removed] - AnonymousNot applicable
Hi Janou ,
Thank you johnt75 , for your excellent response! Your approach effectively captures newly added, removed, and delta values per month.
I’d like to expand on this with a small refinement to ensure products that end within the same month are correctly counted when calculating active products.
1.To ensure proper time intelligence calculations, first create a Date Table:
DateTable = CALENDAR(DATE(2024,1,1), DATE(2024,12,31))2.Create Newly added,removed and Delta calculation measures using following queries:-
Newly Added =CALCULATE(COUNTROWS('Products'),FILTER('Products',MONTH('Products'[Start Date]) = MONTH(MAX('DateTable'[Date])) &&YEAR('Products'[Start Date]) = YEAR(MAX('DateTable'[Date]))))
- Removed =
CALCULATE(COUNTROWS('Products'),FILTER('Products',MONTH('Products'[End Date]) = MONTH(MAX('DateTable'[Date])) &&YEAR('Products'[End Date]) = YEAR(MAX('DateTable'[Date])) &&'Products'[End Date] <= EOMONTH(MAX('DateTable'[Date]), 0)))
-
Delta = [Newly Added] - [Removed]
-
Now,plot a matrix visual then add MonthYear from DateTable to Rows field.
- Add [NewlyAdded], [Removed], and [Delta] to Values filed.
-
Now, you will get the desired output.
If our answer meets your requirement,consider accepting it as solution.
Thank you for being a part of Microsoft Fabric Community Forum!
Regards,
Pallavi. -
- AnonymousNot applicable
Hi Janou ,
As we have not received a response from you yet, I would like to confirm whether you have successfully resolved the issue or if you require further assistance.
If the issue has been resolved, please mark the helpful reply as a "solution" to indicate that the question has been answered and to assist others in the community.
Thank you for your cooperation. Have a great day. - JanouNew Member
Thanks a lot! The solutions worked!