nth percentile calculations in postgresql

隐身守侯 提交于 2019-11-29 05:30:55
alfonx

With PostgreSQL 9.4 there is native support for percentiles now, implemented in Ordered-Set Aggregate Functions:

percentile_cont(fraction) WITHIN GROUP (ORDER BY sort_expression) 

continuous percentile: returns a value corresponding to the specified fraction in the ordering, interpolating between adjacent input items if needed

percentile_cont(fractions) WITHIN GROUP (ORDER BY sort_expression)

multiple continuous percentile: returns an array of results matching the shape of the fractions parameter, with each non-null element replaced by the value corresponding to that percentile

See the documentation for more details: http://www.postgresql.org/docs/current/static/functions-aggregate.html

and see here for some examples: https://github.com/michaelpq/michaelpq.github.io/blob/master/_posts/2014-02-27-postgres-9-4-feature-highlight-within-group.markdown

Mike

The ntile function is very useful here. I have a table test_temp:

select * from test_temp

score
integer
3
5
2
10
4
8
7
12

select score, ntile(4) over (order by score) as quartile from test_temp;

score    quartile
integer  integer
2        1
3        1
4        2
5        2
7        3
8        3
10       4
12       4

ntile(4) over (order by score) orders the columns by score, splits it into four even groups (if the number divides evenly) and assigns the group number based on the order.

Since I have 8 numbers here, they represent the 0th, 12.5th, 25th, 37.5th, 50th, 62.5th, 75th and 87.5th percentiles. So if I only take the results where the quartile is 2, I'll have the 25th and 37.5th percentiles.

with ranked_test as (
    select score, ntile(4) over (order by score) as quartile from temp_test
)
select min(score) from ranked_test
where quartile = 2
group by quartile;

returns 4, the third highest number on the list of 8.

If you had a larger table and used ntile(100) the column you filter on would be the percentile, and you could use the same query as above.

Codek

As in comments above, the solution is here, just make sure to add both the array sort and percentile_cont functions!

https://stackoverflow.com/a/14309370/330315

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