LeetCode 197 - Rising Temperature¶
Database Language: PostgreSQL
Difficulty:
Problem Description¶
Input¶
Table: Weather¶
Column Name | Type |
---|---|
id | int |
recordDate | date |
temperature | int |
id
is the column with unique VALUES for this table. There are no different rows with the same recordDate. This table contains information about the temperature on a certain day.
Requirement¶
Write a solution to find all dates' Id with higher temperatures compared to its previous dates (yesterday).
Return the result table in any order.
The result format is in the following example.
Examples¶
Example 1¶
Input¶
Weather table:
id | recordDate | temperature |
---|---|---|
1 | 2015-01-01 | 10 |
2 | 2015-01-02 | 25 |
3 | 2015-01-03 | 20 |
4 | 2015-01-04 | 30 |
Output¶
id |
---|
2 |
4 |
Explanation:¶
In 2015-01-02, the temperature was higher than the previous day (10 -> 25). In 2015-01-04, the temperature was higher than the previous day (20 -> 30).
SQL Schema¶
CREATE TABLE IF NOT EXISTS Weather (id INT PRIMARY KEY, recordDate DATE, temperature INT);
TRUNCATE TABLE Weather;
INSERT INTO Weather (id, recordDate, temperature) VALUES ('1', '2015-01-01', '10');
INSERT INTO Weather (id, recordDate, temperature) VALUES ('2', '2015-01-02', '25');
INSERT INTO Weather (id, recordDate, temperature) VALUES ('3', '2015-01-03', '20');
INSERT INTO Weather (id, recordDate, temperature) VALUES ('4', '2015-01-04', '30');
Solution¶
Given that there is only 1 table provided and that the question requires to compare 2 rows in the same table, this means that a SELF JOIN will be involved. A SELF JOIN is a type of join where a table is joined with itself. To join a table with itself, an alias to the table needs to be used to differentiate it when the table is being used to identify the temperature yesterday (Weather AS yesterday
) and when the table is being used to identify the temperature today (Weather AS today
).
Since we are only interested on the temperature of 2 consecutive days, an INNER JOIN will be used between the weather yesterday
and the weather today
joining on the recordDate
wherein 1 day is subtracted to recordDate
today
and compared against the recordDate
yesterday
:
FROM Weather AS yesterday INNER JOIN Weather AS today
ON today.recordDate - 1 = yesterday.recordDate
Since we are only interested on today's temperature that is higher than yesterday's temperature, a condition will be added to the query to address this requirement:
yesterday.temperature < today.temperature
This condition can either be added as part of the INNER JOIN condition or in the WHERE clause:
Part of the INNER JOIN:
FROM Weather AS yesterday INNER JOIN Weather AS today
ON today.recordDate - 1 = yesterday.recordDate AND
yesterday.temperature < today.temperature
Part of the WHERE clause:
FROM Weather AS yesterday INNER JOIN Weather AS today
ON today.recordDate - 1 = yesterday.recordDate
WHERE yesterday.temperature < today.temperature
Lastly, the requirement wants to return just the id
for all rows with higher temperatures compared to yesterday's temperature, so the id
of today
will be returned instead of the id
of yesterday
:
SELECT today.id
Putting this all together yields the following queries:
# Final Solution Query
SELECT today.id
FROM Weather yesterday INNER JOIN Weather today
ON today.recordDate - 1 = yesterday.recordDate AND
yesterday.temperature < today.temperature
or
# Alternate Solution Query
SELECT today.id
FROM Weather yesterday INNER JOIN Weather today
ON today.recordDate - 1 = yesterday.recordDate
WHERE yesterday.temperature < today.temperature
The query plan generated by both of these queries are the same suggesting that these 2 queries are going to be executed the same way internally:
Merge Join (cost=285.08..716.54 rows=6936 width=4)
Merge Cond: (yesterday.recorddate = ((today.recorddate - 1)))
Join Filter: (yesterday.temperature < today.temperature)
-> Sort (cost=142.54..147.64 rows=2040 width=8)
Sort Key: yesterday.recorddate
-> Seq Scan on weather yesterday (cost=0.00..30.40 rows=2040 width=8)
-> Sort (cost=142.54..147.64 rows=2040 width=12)
Sort Key: ((today.recorddate - 1))
-> Seq Scan on weather today (cost=0.00..30.40 rows=2040 width=12)
Here's the faster runtime for this query:
- Runtime: 208ms
- Beats: 94.99% as of July 15, 2024
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