Consider the visualization of a 3-dimensional data cube showing sales quantity for each combination of the attributes Product-type, Month & Country. From this, if we want to further visualize the sale quantity for each combination of PT, M & S, which of the following OLAP operator should be performed?
Correct Answer :
Drill-down
Solution :
The correct option is Drill-down.
Detailed Explanation:
To understand why Drill-down is the correct OLAP (Online Analytical Processing) operation, let us break down the dimensions and hierarchies involved in the data cube:
1. Initial State: We begin with a 3-dimensional data cube representing sales quantity for the combinations of:
- Product-type (PT)
- Month (M)
- Country (C)
2. Target State: We want to visualize the sales quantity for each combination of:
- Product-type (PT)
- Month (M)
- State (S) (where "S" represents a lower-level geographic region, such as State or Province, within a Country)
3. Concept Hierarchy: In data warehousing, dimensions often have hierarchical levels. For the location dimension, the hierarchy is structured as:
Country → State → City
Here, Country is a higher, more summarized level of detail, whereas State (S) is a lower, more specific level of detail.
4. OLAP Operations Analysis:
- Drill-down: This operation navigates from less detailed (more summarized) data to more detailed data. By moving from Country to State (S), we are going down the concept hierarchy to show more granular details. This matches our requirement.
- Roll-up: This is the opposite of drill-down. It aggregates data by climbing up a concept hierarchy (e.g., going from State to Country) or by reducing a dimension.
- Slicing: This operation selects a single slice of the cube by setting a specific value for one of the dimensions (e.g., viewing sales only for the month of "January").
- Dicing: This operation selects a sub-cube by specifying range or member criteria on two or more dimensions.
Therefore, transitioning the visualization from Country to State while keeping the Product-type and Month dimensions requires a Drill-down operation on the geography dimension.
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