Hopper Company Queries I — LeetCode 1635 Python Solution

HardLeetCode PremiumDatabase
Problem
#1635
Reading time
6 min

Table schema

SQL
Table: Drivers +-------------+---------+ | Column Name | Type | +-------------+---------+ | driver_id | int | | join_date | date | +-------------+---------+ driver_id is the primary key (column with unique values) for this table. Each row of this table contains the driver's ID and the date they joined the Hopper company.

Example

SQL
+-------------+---------+
| Column Name | Type    |
+-------------+---------+
| driver_id   | int     |
| join_date   | date    |
+-------------+---------+
driver_id is the primary key (column with unique values) for this table.
Each row of this table contains the driver's ID and the date they joined the Hopper company.

Python solution

Python
import duckdb
import pandas as pd

def solution(drivers: pd.DataFrame, rides: pd.DataFrame, accepted_rides: pd.DataFrame) -> pd.DataFrame:
    con = duckdb.connect()
    con.register("Drivers", drivers)
    con.register("Rides", rides)
    con.register("AcceptedRides", accepted_rides)
    return con.execute("""WITH RECURSIVE
    Months AS (
        SELECT
            1 AS month
        UNION ALL
        SELECT
            month + 1
        FROM Months
        WHERE month < 12
    ),
    Ride AS (
        SELECT MONTH(requested_at) AS month, COUNT(1) AS cnt
        FROM
            Rides AS r
            JOIN AcceptedRides AS a ON r.ride_id = a.ride_id AND YEAR(requested_at) = 2020
        GROUP BY month
    )
SELECT
    m.month,
    COUNT(driver_id) AS active_drivers,
    IFNULL(r.cnt, 0) AS accepted_rides
FROM
    Months AS m
    LEFT JOIN Drivers AS d
        ON (m.month >= MONTH(d.join_date) AND YEAR(d.join_date) = 2020) OR YEAR(d.join_date) < 2020
    LEFT JOIN Ride AS r ON m.month = r.month
GROUP BY month;""").df()

Complexity

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

Related problems

Frequently asked questions

How hard is LeetCode 1635. Hopper Company Queries I?
LeetCode 1635. Hopper Company Queries I is rated Hard on LeetCode.
What topics does LeetCode 1635. Hopper Company Queries I cover?
LeetCode 1635. Hopper Company Queries I is tagged Database on LeetCode.
Is LeetCode 1635. Hopper Company Queries I a premium problem?
Yes. LeetCode 1635. Hopper Company Queries I is a LeetCode Premium problem, so the full statement and test cases require a paid LeetCode subscription.

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