The Number of Seniors and Juniors to Join the Company II — LeetCode 2010 Python Solution
HardLeetCode PremiumDatabase
- Problem
- #2010
- Reading time
- 7 min
- Source
- leetcode.com
Table schema
SQL
Table: Candidates +-------------+------+ | Column Name | Type | +-------------+------+ | employee_id | int | | experience | enum | | salary | int | +-------------+------+ employee_id is the column with unique values for this table. experience is an ENUM (category) of types ('Senior', 'Junior').Example
SQL
+-------------+------+
| Column Name | Type |
+-------------+------+
| employee_id | int |
| experience | enum |
| salary | int |
+-------------+------+
employee_id is the column with unique values for this table.
experience is an ENUM (category) of types ('Senior', 'Junior').
Each row of this table indicates the id of a candidate, their monthly salary, and their experience.
The salary of each candidate is guaranteed to be unique.Python solution
Python
import duckdb
import pandas as pd
def solution(candidates: pd.DataFrame) -> pd.DataFrame:
con = duckdb.connect()
con.register("Candidates", candidates)
return con.execute("""WITH
s AS (
SELECT
employee_id,
SUM(salary) OVER (ORDER BY salary) AS cur
FROM Candidates
WHERE experience = 'Senior'
),
j AS (
SELECT
employee_id,
IFNULL(
SELECT
MAX(cur)
FROM s
WHERE cur <= 70000,
0
) + SUM(salary) OVER (ORDER BY salary) AS cur
FROM Candidates
WHERE experience = 'Junior'
)
SELECT
employee_id
FROM s
WHERE cur <= 70000
UNION
SELECT
employee_id
FROM j
WHERE cur <= 70000;""").df()Complexity
| Measure | Complexity |
|---|---|
| Time | O(n log n) (typical) |
| Space | O(n) auxiliary |
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