cartodb-4.42/lib/sql/scripts-available/CDB_Stats.sql

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2024-04-06 13:25:13 +08:00
--
-- Calculate basic statistics of a given dataset
--
-- @param in_array A numeric array of numbers
--
-- Returns: statistical quantity chosen
--
-- References: http://www.itl.nist.gov/div898/handbook/eda/section3/eda35b.htm
--
-- Calculate kurtosis
CREATE OR REPLACE FUNCTION @extschema@.CDB_Kurtosis ( in_array NUMERIC[] ) RETURNS NUMERIC as $$
DECLARE
a numeric;
c numeric;
k numeric;
BEGIN
SELECT AVG(e), COUNT(e)::numeric * power(stddev(e),4) INTO a, c FROM ( SELECT unnest(in_array) e ) x;
IF c=0 THEN
RETURN 0;
ELSE
EXECUTE 'SELECT sum(power($1 - e, 4)) / ($2 ) - 3
FROM (SELECT unnest($3) e ) x'
INTO k
USING a, c, in_array;
RETURN k;
END IF;
END;
$$ language plpgsql IMMUTABLE STRICT PARALLEL SAFE;
-- Calculate skewness
CREATE OR REPLACE FUNCTION @extschema@.CDB_Skewness ( in_array NUMERIC[] ) RETURNS NUMERIC as $$
DECLARE
a numeric;
c numeric;
sk numeric;
BEGIN
SELECT AVG(e), COUNT(e)::numeric * power(stddev(e),3) INTO a, c FROM ( SELECT unnest(in_array) e ) x;
IF c=0 THEN
RETURN 0;
ELSE
EXECUTE 'SELECT sum(power($1 - e, 3)) / ( $2 )
FROM (SELECT unnest($3) e ) x'
INTO sk
USING a, c, in_array;
RETURN sk;
END IF;
END;
$$ language plpgsql IMMUTABLE STRICT PARALLEL SAFE;