Rolling Average Steps — LeetCode 2854 Python Solution
MediumLeetCode PremiumDatabase
- Problem
- #2854
- Reading time
- 7 min
- Source
- leetcode.com
Table schema
SQL
Table: Steps +-------------+------+ | Column Name | Type | +-------------+------+ | user_id | int | | steps_count | int | | steps_date | date | +-------------+------+ (user_id, steps_date) is the primary key for this table. Each row of this table contains user_id, steps_count, and steps_date.Example
SQL
+-------------+------+
| Column Name | Type |
+-------------+------+
| user_id | int |
| steps_count | int |
| steps_date | date |
+-------------+------+
(user_id, steps_date) is the primary key for this table.
Each row of this table contains user_id, steps_count, and steps_date.Python solution
Python
import duckdb
import pandas as pd
# Pass input tables as keyword arguments matching the SQL table names.
def solution(**tables) -> pd.DataFrame:
con = duckdb.connect()
for name, df in tables.items():
con.register(name, df)
return con.execute("""WITH
T AS (
SELECT
user_id,
steps_date,
ROUND(
AVG(steps_count) OVER (
PARTITION BY user_id
ORDER BY steps_date
ROWS 2 PRECEDING
),
2
) AS rolling_average,
DATEDIFF(
steps_date,
LAG(steps_date, 2) OVER (
PARTITION BY user_id
ORDER BY steps_date
)
) = 2 AS st
FROM Steps
)
SELECT
user_id,
steps_date,
rolling_average
FROM T
WHERE st = 1
ORDER BY 1, 2;""").df()Complexity
| Measure | Complexity |
|---|---|
| Time | O(n log n) (typical) |
| Space | O(n) auxiliary |
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Frequently asked questions
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