This problem requires grouping employees with the same salary into teams, with each team having at least two members. Employees with unique salaries are excluded. Teams are assigned IDs based on salary rank (lowest salary gets team ID 1).
The solution uses SQL. The approach is broken down into several Common Table Expressions (CTEs):
1. S
CTE: This selects distinct salaries that appear more than once (meaning at least two employees share that salary). The GROUP BY
clause groups rows by salary, and the HAVING COUNT(1) > 1
clause filters out salaries with only one occurrence.
2. T
CTE: This CTE ranks the salaries from S
using ROW_NUMBER()
. ROW_NUMBER()
assigns a unique rank to each salary based on ascending order. This rank becomes the team_id
.
3. Final SELECT Statement: This joins the original Employees
table (e
) with the T
CTE (t
) based on matching salaries. This adds the team_id
to each employee's row. The result is then ordered by team_id
(ascending) and employee_id
(ascending) as specified.
Code (MySQL):
WITH
S AS (
SELECT salary
FROM Employees
GROUP BY salary
HAVING COUNT(1) > 1
),
T AS (
SELECT salary, ROW_NUMBER() OVER (ORDER BY salary) AS team_id
FROM S
)
SELECT e.*, t.team_id
FROM
Employees AS e
JOIN T AS t ON e.salary = t.salary
ORDER BY 4, 1;
Time Complexity Analysis:
S
CTE involves a GROUP BY
operation, which has a time complexity of O(N log N) or O(N) depending on the database engine's optimization (N being the number of rows in the Employees
table).T
CTE performs ROW_NUMBER()
which is typically O(N) in most database systems.SELECT
statement performs a JOIN
operation, which is also O(N) on average (for properly indexed tables).ORDER BY
operation has a time complexity of O(N log N).Therefore, the overall time complexity is dominated by the sorting in the ORDER BY
clause, making it O(N log N).
Space Complexity Analysis:
The space complexity is determined by the size of the intermediate CTEs (S
and T
), which are both proportional to the number of unique salaries in the Employees
table. In the worst case (all salaries are different), this would be O(N). However, in most practical scenarios where there's some salary repetition, it'll be considerably less than O(N). Thus, the space complexity is considered O(M) where M is the number of unique salaries present in the table (M <= N).