INCLUDE LOD expression in Tableau - Cell-by-Cell Formula Trace

Sample Data

Sales data by Region and Category

Cell	Value
A1	Region
B1	Category
C1	Sales
A2	East
B2	Furniture
C2	100
A3	East
B3	Office Supplies
C3	200
A4	West
B4	Furniture
C4	300
A5	West
B5	Office Supplies
C5	400

Formula Trace

{ INCLUDE [Category] : SUM([Sales]) }

Step 1: SUM([Sales]) for each Region and Category

Step 2: INCLUDE [Category] : SUM([Sales])

Cell Reference Map

    A       B               C
1 |Region | Category      | Sales
2 | East  | Furniture    | 100  
3 | East  | Office Supp. | 200  
4 | West  | Furniture    | 300  
5 | West  | Office Supp. | 400  

Formula references columns B and C for Category and Sales

The formula uses Category (B) and Sales (C) columns to calculate sums including Category detail

Result

    A       B               D
1 |Region | Category      | Sales with INCLUDE
2 | East  | Furniture    | 100
3 | East  | Office Supp. | 200
4 | West  | Furniture    | 300
5 | West  | Office Supp. | 400

Column D shows the sum of sales at Region and Category level, matching the original sales values

The result shows sales summed at Region and Category level, even if the view is grouped only by Region

Sheet Trace Quiz - 3 Questions

What does the INCLUDE LOD expression do in this example?

A It filters sales to only one Category

B It sums sales only by Region ignoring Category

C It sums sales by Region and Category even if the view is only by Region

D It averages sales across all Regions

Key Result

INCLUDE LOD expressions add specified dimensions to the aggregation level temporarily

Practice

1. What does the INCLUDE LOD expression do in Tableau?

easy

A. Changes the data source connection

B. Removes all filters from the calculation

C. Aggregates data only at the highest level of detail

D. Calculates a measure at a more detailed level than the current view

Solution

1. Step 1: Understand the purpose of INCLUDE LOD

   INCLUDE LOD lets you add extra detail to calculations without changing the main view's level of detail.

2. Step 2: Compare options to definition

   Calculates a measure at a more detailed level than the current view correctly states it calculates measures at a more detailed level than the current view, which matches the INCLUDE LOD purpose.

3. Final Answer:

   Calculates a measure at a more detailed level than the current view -> Option D

4. Quick Check:

   INCLUDE LOD = More detailed calculation [OK]

Hint: INCLUDE adds detail inside calculation without changing view [OK]

Common Mistakes:

• Confusing INCLUDE with EXCLUDE or FIXED LOD
• Thinking it removes filters
• Assuming it changes data source

2. Which of the following is the correct syntax for an INCLUDE LOD expression to calculate average sales per customer in Tableau?

easy

A. { INCLUDE [Customer ID] : AVG([Sales]) }

B. { EXCLUDE [Customer ID] : AVG([Sales]) }

C. INCLUDE [Customer ID] AVG([Sales])

D. { FIXED [Customer ID] AVG([Sales]) }

Solution

1. Step 1: Recall correct INCLUDE LOD syntax

   The correct syntax uses curly braces, INCLUDE keyword, dimension in brackets, colon, then aggregation function.

2. Step 2: Check each option

   { INCLUDE [Customer ID] : AVG([Sales]) } matches syntax: { INCLUDE [Customer ID] : AVG([Sales]) }. Others have wrong keywords, missing braces, or missing colon.

3. Final Answer:

   { INCLUDE [Customer ID] : AVG([Sales]) } -> Option A

4. Quick Check:

   Syntax = { INCLUDE [Dimension] : Aggregation } [OK]

Hint: INCLUDE syntax always uses braces and colon [OK]

Common Mistakes:

• Omitting curly braces or colon
• Using wrong LOD keyword (EXCLUDE or FIXED)
• Missing brackets around dimension

3. Given the data view shows total sales by Region, what will the following INCLUDE LOD expression calculate?

{ INCLUDE [Customer ID] : SUM([Sales]) }

Options:

medium

A. Sum of sales per customer then aggregated by region

B. Average sales per region

C. Sum of sales per region ignoring customers

D. Sum of sales ignoring region and customer

Solution

1. Step 1: Understand the view and LOD expression

   The view is grouped by Region. The INCLUDE LOD adds Customer ID detail inside the calculation.

2. Step 2: Interpret the calculation result

   The expression sums sales per Customer ID first, then aggregates these sums by Region in the view.

3. Final Answer:

   Sum of sales per customer then aggregated by region -> Option A

4. Quick Check:

   INCLUDE adds detail level inside aggregation [OK]

Hint: INCLUDE adds detail inside aggregation, then aggregates by view [OK]

Common Mistakes:

• Thinking it ignores customers
• Confusing sum with average
• Assuming it ignores region

4. Identify the error in this INCLUDE LOD expression:

{ INCLUDE Customer ID : SUM([Sales]) }

medium

A. Incorrect use of curly braces

B. Missing aggregation function

C. Missing square brackets around Customer ID

D. INCLUDE keyword should be EXCLUDE

Solution

1. Step 1: Check syntax for dimension references

   Dimension names must be enclosed in square brackets in LOD expressions.

2. Step 2: Identify missing brackets

   Customer ID is missing square brackets, causing syntax error.

3. Final Answer:

   Missing square brackets around Customer ID -> Option C

4. Quick Check:

   Dimensions need [brackets] in LOD [OK]

Hint: Always put dimension names in square brackets [OK]

Common Mistakes:

• Omitting brackets around dimensions
• Confusing INCLUDE with EXCLUDE
• Missing curly braces

5. You want to calculate the average sales per product category but also include the customer-level detail in the calculation without changing the view's level of detail. Which INCLUDE LOD expression should you use?

hard

A. AVG([Sales])

B. { INCLUDE [Customer ID] : AVG([Sales]) }

C. { EXCLUDE [Customer ID] : AVG([Sales]) }

D. { FIXED [Product Category] : AVG([Sales]) }

Solution

1. Step 1: Understand the requirement

   You want average sales per product category but with customer-level detail included in calculation without changing view level.

2. Step 2: Choose correct LOD expression

   INCLUDE adds customer detail inside calculation while keeping view level (product category). { INCLUDE [Customer ID] : AVG([Sales]) } matches this need.

3. Final Answer:

   { INCLUDE [Customer ID] : AVG([Sales]) } -> Option B

4. Quick Check:

   INCLUDE adds detail without changing view [OK]

Hint: Use INCLUDE to add customer detail inside product category calc [OK]

Common Mistakes:

• Using FIXED which ignores view level
• Using EXCLUDE which removes detail
• Using simple AVG ignoring detail