Employees With Deductions — LeetCode 2394 Python Solution

MediumLeetCode PremiumDatabase
Problem
#2394
Reading time
4 min

Table schema

SQL
Table: Employees +--------------+------+ | Column Name | Type | +--------------+------+ | employee_id | int | | needed_hours | int | +--------------+------+ employee_id is column with unique values for this table. Each row contains the id of an employee and the minimum number of hours needed for them to work to get their salary.

Example

SQL
+--------------+------+
| Column Name  | Type |
+--------------+------+
| employee_id  | int  |
| needed_hours | int  |
+--------------+------+
employee_id is column with unique values for this table.
Each row contains the id of an employee and the minimum number of hours needed for them to work to get their salary.

Python solution

Python
import duckdb
import pandas as pd

def solution(employees: pd.DataFrame, logs: pd.DataFrame) -> pd.DataFrame:
    con = duckdb.connect()
    con.register("Employees", employees)
    con.register("Logs", logs)
    return con.execute("""WITH
    T AS (
        SELECT
            employee_id,
            SUM(ceiling(TIMESTAMPDIFF(second, in_time, out_time) / 60)) / 60 AS tot
        FROM Logs
        GROUP BY employee_id
    )
SELECT employee_id
FROM
    Employees
    LEFT JOIN T USING (employee_id)
WHERE IFNULL(tot, 0) < needed_hours;""").df()

Complexity

MeasureComplexity
TimeO(n log n) (typical)
SpaceO(n) auxiliary

Related problems

Frequently asked questions

How hard is LeetCode 2394. Employees With Deductions?
LeetCode 2394. Employees With Deductions is rated Medium on LeetCode.
What topics does LeetCode 2394. Employees With Deductions cover?
LeetCode 2394. Employees With Deductions is tagged Database on LeetCode.
Is LeetCode 2394. Employees With Deductions a premium problem?
Yes. LeetCode 2394. Employees With Deductions is a LeetCode Premium problem, so the full statement and test cases require a paid LeetCode subscription.

Stuck on problems like this in a live interview?

Stealth Interview is a desktop app for macOS and Windows. It reads the problem off your screen and returns a working solution with a step-by-step explanation and its time and space complexity — invisible to screen sharing.

Get Stealth Interview