From 8bc6f69a1bf992dce2668652e722c42de06715d0 Mon Sep 17 00:00:00 2001 From: Andy Eschbacher Date: Thu, 29 Sep 2016 10:12:32 -0400 Subject: [PATCH] adding exceptions to improve robustness --- src/pg/sql/18_outliers.sql | 22 ++++++++++++++-------- 1 file changed, 14 insertions(+), 8 deletions(-) diff --git a/src/pg/sql/18_outliers.sql b/src/pg/sql/18_outliers.sql index 3ae7a5e..1fa8d93 100644 --- a/src/pg/sql/18_outliers.sql +++ b/src/pg/sql/18_outliers.sql @@ -14,7 +14,7 @@ $$ LANGUAGE plpgsql; -- Find outliers by a percentage above the threshold -- TODO: add symmetric option? `symmetric boolean DEFAULT false` -CREATE OR REPLACE FUNCTION CDB_PercentOutlier(attr numeric[], outlier_fraction numeric, ids int[]) +CREATE OR REPLACE FUNCTION CDB_PercentOutlier(column_values numeric[], outlier_fraction numeric, ids int[]) RETURNS TABLE(outlier boolean, rowid int) AS $$ DECLARE @@ -23,14 +23,15 @@ DECLARE BEGIN SELECT avg(i) INTO avg_val - FROM unnest(attr) As x(i); + FROM unnest(column_values) As x(i); + + IF avg_val = 0 THEN + RAISE EXCEPTION 'Mean value is zero. Try another outlier method.'; + END IF; SELECT array_agg( - CASE WHEN avg_val = 0 THEN null - ELSE outlier_fraction > i / avg_val - END - ) INTO out_vals - FROM unnest(attr) As x(i); + outlier_fraction > i / avg_val) INTO out_vals + FROM unnest(column_values) As x(i); RETURN QUERY SELECT unnest(out_vals) As outlier, @@ -53,7 +54,12 @@ BEGIN SELECT stddev(i), avg(i) INTO stddev_val, avg_val FROM unnest(attrs) As x(i); - SELECT array_agg(abs(i - avg_val) / stddev_val > num_deviations) INTO out_vals + IF stddev_val = 0 THEN + RAISE EXCEPTION 'Standard deviation of input data is zero'; + END IF; + + SELECT array_agg( + abs(i - avg_val) / stddev_val > num_deviations) INTO out_vals FROM unnest(attrs) As x(i);