Cumulative sum of multiple window functions - postgresql

Question

I have a table with the structure:
id | date | player_id | score
--------------------------------------
1 | 2019-01-01 | 1 | 1
2 | 2019-01-02 | 1 | 1
3 | 2019-01-03 | 1 | 0
4 | 2019-01-04 | 1 | 0
5 | 2019-01-05 | 1 | 1
6 | 2019-01-06 | 1 | 1
7 | 2019-01-07 | 1 | 0
8 | 2019-01-08 | 1 | 1
9 | 2019-01-09 | 1 | 0
10 | 2019-01-10 | 1 | 0
11 | 2019-01-11 | 1 | 1
I want to create two more columns, 'total_score', 'last_seven_days'.
total_score is a rolling sum of the player_id score
last_seven_days is the score for the last seven days including to and prior to the date
I have written the following SQL query:
SELECT id,
date,
player_id,
score,
sum(score) OVER all_scores AS all_score,
sum(score) OVER last_seven AS last_seven_score
FROM scores
WINDOW all_scores AS (PARTITION BY player_id ORDER BY id ROWS BETWEEN UNBOUNDED PRECEDING AND 1 PRECEDING),
last_seven AS (PARTITION BY player_id ORDER BY id ROWS BETWEEN 7 PRECEDING AND 1 PRECEDING);
and get the following output:
id | date | player_id | score | all_score | last_seven_score
------------------------------------------------------------------
1 | 2019-01-01 | 1 | 1 | |
2 | 2019-01-02 | 1 | 1 | 1 | 1
3 | 2019-01-03 | 1 | 0 | 2 | 2
4 | 2019-01-04 | 1 | 0 | 2 | 2
5 | 2019-01-05 | 1 | 1 | 2 | 2
6 | 2019-01-06 | 1 | 1 | 3 | 3
7 | 2019-01-07 | 1 | 0 | 4 | 4
8 | 2019-01-08 | 1 | 1 | 4 | 4
9 | 2019-01-09 | 1 | 0 | 5 | 4
10 | 2019-01-10 | 1 | 0 | 5 | 3
11 | 2019-01-11 | 1 | 1 | 5 | 3
I have realised that I need to change this
last_seven AS (PARTITION BY player_id ORDER BY id ROWS BETWEEN 7 PRECEDING AND 1 PRECEDING)
to instead of being 7, to use some sort of date format because just having the number 7 will introduce errors.
i.e. it would be nice to be able to do date - 2days or date - 6days
I also would like to add columns such as 3 months, 6 months, 12 months later down the track and so need it to be able to be dynamic.
DEMO

Answer 1

demo:db<>fiddle
Solution for Postgres 11+:
Using RANGE interval as #LaurenzAlbe did
Solution for Postgres <11:
(just presenting the "days" part, the "all_scores" part is the same)
Joining the table against itself on the player_id and the relevant date range:
SELECT s1.*,
(SELECT SUM(s2.score)
FROM scores s2
WHERE s2.player_id = s1.player_id
AND s2."date" BETWEEN s1."date" - interval '7 days' AND s1."date" - interval '1 days')
FROM scores s1

Answer 2

You need to use a window by RANGE:
last_seven AS (PARTITION BY player_id
ORDER BY date
RANGE BETWEEN INTERVAL '7 days' PRECEDING
AND INTERVAL '1 day' PRECEDING)
This solution will work only from v11 on.