The Number of Passengers in Each Bus II — LeetCode 2153 Python Solution

HardLeetCode PremiumDatabase
Problem
#2153
Reading time
5 min

Table schema

SQL
Table: Buses +--------------+------+ | Column Name | Type | +--------------+------+ | bus_id | int | | arrival_time | int | | capacity | int | +--------------+------+ bus_id contains unique values. Each row of this table contains information about the arrival time of a bus at the LeetCode station and its capacity (the number of empty seats it has).

Example

SQL
+--------------+------+
| Column Name  | Type |
+--------------+------+
| bus_id       | int  |
| arrival_time | int  |
| capacity     | int  |
+--------------+------+
bus_id contains unique values.
Each row of this table contains information about the arrival time of a bus at the LeetCode station and its capacity (the number of empty seats it has).
No two buses will arrive at the same time and all bus capacities will be positive integers.

Python solution

Python
import duckdb
import pandas as pd

def solution(buses: pd.DataFrame, passengers: pd.DataFrame) -> pd.DataFrame:
    con = duckdb.connect()
    con.register("Buses", buses)
    con.register("Passengers", passengers)
    return con.execute("""WITH
    T AS (
        SELECT
            *,
            SUM(cnt) OVER (ORDER BY dt, bus_id) AS cur,
            IF(@t > 0, @t := cnt, @t := @t + cnt) AS cur_sum
        FROM
            (
                SELECT bus_id, arrival_time AS dt, capacity AS cnt FROM Buses
                UNION ALL
                SELECT -1, arrival_time AS dt, -1 FROM Passengers
            ) AS a JOIN (SELECT @t := 0 x) AS b
    )
SELECT
    bus_id,
    IF(cur_sum > 0, cnt - cur_sum, cnt) AS passengers_cnt
FROM T
WHERE bus_id > 0
ORDER BY bus_id;""").df()

Complexity

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

Related problems

Frequently asked questions

How hard is LeetCode 2153. The Number of Passengers in Each Bus II?
LeetCode 2153. The Number of Passengers in Each Bus II is rated Hard on LeetCode.
What topics does LeetCode 2153. The Number of Passengers in Each Bus II cover?
LeetCode 2153. The Number of Passengers in Each Bus II is tagged Database on LeetCode.
Is LeetCode 2153. The Number of Passengers in Each Bus II a premium problem?
Yes. LeetCode 2153. The Number of Passengers in Each Bus II 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