我使用AWS Athena来计算一些指标。我有一个像这样的数据集:
sessionumber
0
10
-1
10
2
-10
10
我试图计算该值的百分位数,但仅针对有效值的子集。有效值为sessionnumber > 1
,因此我尝试了:
with testfun AS
(SELECT filter(array_agg(sessionnumber), x -> x >= 1) as validvalues
FROM "mydate")
SELECT (percentiles(validvalues, 0.25) FROM testfun
但是我收到了以下错误:
SYNTAX_ERROR: line 17:10: Unexpected parameters (array(integer), double) for function approx_percentile. Expected: approx_percentile(bigint, double) , approx_percentile(bigint, bigint, double) , approx_percentile(bigint, bigint, double, double) , approx_percentile(bigint, array(double)) , approx_percentile(bigint, bigint, array(double)) , approx_percentile(double, double) , approx_percentile(double, bigint, double, double) , approx_percentile(double, bigint, double) , approx_percentile(double, array(double)) , approx_percentile(double, bigint, array(double)) , approx_percentile(real, double) , approx_percentile(real, bigint, double, double) , approx_percentile(real, bigint, double) , approx_percentile(real, array(double)) , approx_percentile(real, bigint, array(double))
我理解我的错误,但我无法找到解决AWS Athena / PrestoDB的方法。甚至可以做这样的事情吗?
答案 0 :(得分:3)
我找到了解决方法,并在此分享:
WITH validValues AS
(SELECT approx_percentile(sessionnumber, ARRAY[0.25,0.50,0.75,0.95, 0.99]) as percentiles from (SELECT sessionnumber from "20180407" where sessionnumber >= 1))
SELECT percentiles FROM testfun, validValues