Thursday, December 5, 2019

Dynamically sort Top N in a Drill Down Hierarchy

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Dynamically sort Top N in a Drill Down Hierarchy

Lately the Forum has been peppered with questions about sorting, ranking, application of filters and how to make the sort “Dynamic”.  So I thought I would take some time to go through a few examples on how to sort in most situations

By combining LOD’s with a ranking table calculation it is possible to dynamically sort in a drill down hierarchy



But let’s start at the beginning with examples to show how sorting works and how it will interact with the Order of Operations

Note: The post use Superstore data – Sales at the Region and State level and Year of Order Date I also have a Top N State Parameter set to 5 - 

Example #1 - Basic single level sort

A simple sort of Sales by State 



States are sorted on the sum(Sales) descending (max to min) – no problem

Example #2Nested Sort

Add Region and by using the sort Icon on Sales Tableau sort max to min within each region


Now let's add filtering

Example #3Top N filter

First, try to put in a Top N filter on State










But even with Region in the view Tableau returns 5 States not 5 State per region












A look at the Tableau Order of Operations shows why






Top N filters (the type applied on the Filter menu) are calculated after Context filter and in the same step as Fixed LOD expressions.  Both precede Dimension and Measure filters 

– the Top 5 States are determined before the Regions are applied – and Tableau returns the Top 5 States overall










What can you do?: - 

Example #4 - Sort by Rank 

Rank can be used in a filter   
– This calculation ranks the sum of sales by the filtered dimensions in the view – max to min 
- if the rank is less than the Top N State parameter (5) it returns a True

            RANK_UNIQUE(sum([Sales]),"desc")<=[Top N state]

Tell Tableau to determine the Rank by State



(Just my POV – I prefer Rank in one of its many forms – Rank works with any aggregation, LOD’s or can be nested with other Table Calculations)

Create the viz. Tableau returns this



Example #5 LOD sales and Rank filter

The same result could be used using an LOD on sales and rank on the LOD

                        Fixed State Year Sales = { FIXED [State],year([Order Date]):sum([Sales])}

Add a filter  Rank on Fixed State Year

  RANK_UNIQUE(sum([Fixed state year region sales ]),'desc')  <=[Top N state]

It returns the same viz



The advantage of using the LOD becomes apparent when the user wants to see the yearly breakdown – With Year(order date) in the LOD the viz will adjust to the filter present the rankings by year



Example #6 - Top 5 States by region by their percent to total sales within the region


By now I hope you know that using a Table Calculation and Top N filter on State will not return the result you want -  but just in case

This is the formula for the Percent of Total table calculation

                                SUM([Sales]) / TOTAL(SUM([Sales]))

And when it is set to restart ever Region and the state filter is set to Top N


    










By using the LOD Equivalent of the percent of total

SUM([Fixed state year region sales ]) / sum({ FIXED year([Order Date]),[Region]:sum([Sales])})

and a Rank Filter around the LOD

[rank percent lod]<=[Top N state]

The Viz would look like this




The solution can be extended to multiple years



Example #7 - Sorting in a drill-down hierarchy 


The example uses the Product Hierarchy from Superstore

                Category→Subcategory→Manufacturer→Product Name

The LOD to calculate sales within the hierarchy uses the Include form of the LOD

                                { INCLUDE [Product Name]:sum([Sales])}

And the Ranking filter is (Note I added a Top N Product parameter)

                RANK_UNIQUE(sum([Inlcude lod hierarchy]),'desc') <= [Top N Product]

I also added a color code based on the Rank 

Create the viz drag the hierarchy to Rows and fully extend it to Product Name 

Set the hierarchy members to sort descending 

  • Open the Pill and select Sort and set to Nested – Descending 
  • Sort on Sales use the LOD as the formula 
  •  Repeat the same at each of the other levels in the hierarchy

Set the two Rank table calculations to calculate Pane Across




At the highest level in the hierarchy there are only 3 categories in the view


Expanded to the lowest level - Each level will have a max of 5 (top N Product =5) values sorted max to min




Example #8  Drill-Down hierarchy including date

I spent a lot of years in product manager in consumer products companies – One question that came up around the end of the year which state contributed the most to sales and how had that changed in recent years 

For the example I created a separate hierarchy

                Region→ Year(Order Date)→State   - WaitOrder Date between Region and State??

Yes, you can create a hierarchy on dimensions that seem counter intuitive and use it in the drill down-

 
The formula for order date is simply
Year(Order Date)




The LOD used to aggregate sales is

                { INCLUDE  [State],year([Order Date]),[Region]:sum([Sales])}

And the rank filter  is just

                RANK_UNIQUE(sum([Fixed state year region sales ]),'desc')  <=[Top N state]

 Create viz - Drag the Hierarchy to Columns and set the filter to True





At the year level results are sequenced by Year within Region






















Drill down to State and the Top 5 States are ranked  by Region and Year





The workbook containing the examples can be downloaded from my Tableau Public site at 


Hope you now understand sorting and you are ready to take your viz to the next level

Jim


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