Consider a fact table in an OLAP application: Facts(D1, D2, val), where D1 and D2 are its dimension attributes and val is a dependent attribute. Suppose attribute D1 takes 3 values and D2 takes 2 values, and all combinations of these values are present in the table Facts. How many tuples are there in the result of the following query?
SELECT D1, D2, sum(val)
FROM Facts
GROUP BY CUBE (D1, D2);
This solution calculates the number of tuples generated by a $GROUP BY CUBE$ query on a given fact table structure.
The $GROUP BY CUBE$ clause generates all possible grouping combinations (grouping sets) for the specified dimensions, including the grand total. For dimensions D1 and D2, the grouping sets are:
The problem specifies a fact table with dimensions:
It's stated that all combinations of these values exist in the fact table.
We can determine the total number of tuples by summing the counts from each grouping set:
Total tuples = $6 + 3 + 2 + 1 = 12$.
Alternatively, a direct formula for the size of a $CUBE$ operation on dimensions with $n_1, n_2, ..., n_k$ distinct values is:
$ (n_1 + 1) \times (n_2 + 1) \times \dots \times (n_k + 1) $
For this case (D1 and D2):
$ (3 + 1) \times (2 + 1) $
$ 4 \times 3 $
$ 12 $
The query using $GROUP BY CUBE (D1, D2)$ will produce 12 tuples.
Consider the concept hierarchies as shown in the figure.
Which of the following options denotes the total number of possible data cuboids from these concept hierarchies?
