SQL Functions
A summary of built-in functions currently supported for SQL Analytics
This topic provides more information about supported ChaosSearch built-in SQL functions. For a summary of supported functions by category, see SQL Functions Support Reference.
Aggregate Functions
Aggregate functions operate on a set of values to compute a single result.
AVG
AVG
Returns the average (arithmetic mean) of all input values.
select avg(cs_bytes),c_ip from "abc-cloudfront-xlarge-view" group by c_ip limit 3
avg(cs_bytes) c_ip
277 123.125.71.113
249 217.69.143.64
298 217.69.143.66
COUNT
COUNT
Returns the number of input rows.
SELECT count("Records.eventName") FROM "cloudtrail-xl-view"
count("Records.eventName")
53243
SELECT count(DISTINCT "Records.eventName") FROM "cloudtrail-xl-view"
count(DISTINCT "Records.eventName")
207
The
COUNT
andDISTINCT
operations are exact counts.DISTINCT
is limited to a maximum of 1 million distinct values.
MAX
MAX
Returns the maximum value of all input values.
select max(cs_bytes) from "abc-cloudfront-xlarge-view"
max(cs_bytes)
8171
MIN
MIN
Returns the minimum value of all input values.
select min(cs_bytes) from "abc-cloudfront-xlarge-view"
min(cs_bytes)
15
SUM
SUM
Returns the sum of all input values.
select sum(cs_bytes) from "abc-cloudfront-xlarge-view"
sum(cs_bytes)
2565315
Binary Functions
FROM_HEX
FROM_HEX
Use from_hex
to convert/decode binary data from a hexadecimal encoded string.
select from_hex('666f6f626172')
from_hex('666f6f626172')
foobar
TO_HEX
TO_HEX
Use to_hex
to convert/decode binary data into a hexadecimal string representation.
select c_ip,to_hex(c_ip) as "hex coded IP" from "abc-cloudfront-xlarge-view" limit 3
c_ip hex coded IP
66.249.65.218 36362e3234392e36352e323138
66.249.65.217 36362e3234392e36352e323137
81.249.170.45 38312e3234392e3137302e3435
Conversion Functions
CAST
CAST
Use the cast
function to explicitly cast a value as a type. This function casts an extracted value to one of the supported data types such as varchar, double, or timestamp.
Implicit Casting in Trino Connectors
Trino implicitly converts numeric and character values to the correct type if a conversion is possible. Trino will not convert between character and numeric types. For example, a query that expects a varchar will not automatically convert a double value to an equivalent varchar.
Casting is very useful with SQL functions such as json_value
and regexp_extract
where it can cast an extracted string of characters to another type, such as double or timestamp data.
cast(value AS type)
For example, you can use cast
to change a timestamp to an epoch value:
SELECT timestamp, cast(timestamp as double) from "sample-elb-view" limit 5;
timestamp CAST(timestamp AS double)
2017-11-04 01:46:05.833 1509759965833
2017-11-04 01:46:22.089 1509759982089
2017-11-04 01:46:53.396 1509760013396
2017-11-04 01:47:20.990 1509760040990
2017-11-04 01:48:11.679 1509760091679
As an example with regexp_extract
, the following query extracts the trailing digit characters from a clerk_id
varchar field, casts the numbers to a double, and adds 1000 to the ID value:
SELECT o_clerk, cast(regexp_extract(o_clerk,'Clerk#00000(\d\d\d\d)') as double) as
clerk_number, clerk_number+1000 FROM "orders-view" LIMIT 5;
o_clerk clerk_number (clerk_number + 1000)
Clerk#000000951 951 1951
Clerk#000000880 880 1880
Clerk#000000955 955 1955
Clerk#000000124 124 1124
Clerk#000000925 925 1925
Note that if you do not cast the digit characters as in the example above, the query still works because of implicit casting for the extracted values:
SELECT o_clerk, regexp_extract(o_clerk,'Clerk#00000(\d\d\d\d)') as
clerk_number, clerk_number+1000 FROM "orders-view" LIMIT 5;
o_clerk clerk_number (clerk_number + 1000)
Clerk#000000951 951 1951
Clerk#000000880 880 1880
Clerk#000000955 955 1955
Clerk#000000124 124 1124
Clerk#000000925 925 1925
If the cast
function cannot perform the requested cast, the function returns a null value, similar to the Trino try_cast
function, as in the following example:
SELECT cast("Records.eventName" as timestamp) from "cloud-records-all" limit 3;
CAST("Records.eventName" AS timestamp)
NULL
NULL
NULL
Date and Time Functions
DATE
DATE
The date
function is an alias for CAST(x as date)
.
DATE_ADD
DATE_ADD
Use date_add(unit, value, timestamp)
to add an interval value of type unit to timestamp. You can subtract the interval with a negative value.
select timestamp, date_add('year',1,timestamp) from "sample-elb-view" limit 5;
timestamp date_add('year', 1, timestamp)
2017-11-04T01:46:05.833+0000 2018-11-04T01:46:05.833+0000
2017-11-04T01:46:22.089+0000 2018-11-04T01:46:22.089+0000
2017-11-04T01:46:53.396+0000 2018-11-04T01:46:53.396+0000
2017-11-04T01:47:20.990+0000 2018-11-04T01:47:20.990+0000
2017-11-04T01:48:03.565+0000 2018-11-04T01:48:03.565+0000
DATE_FORMAT
DATE_FORMAT
Use the date_format(string,format)
function to format a timestamp value as a string using the format
controls. The format controls are a series of specifiers as in the following table:
Specifier | Description |
---|---|
%a | Abbreviated weekday name (Sun .. Sat) |
%b | Abbreviated month name (Jan .. Dec) |
%c | Month, numeric (1 .. 12) |
%d | Day of the month, numeric (01 .. 31) |
%e | Day of the month, numeric (1 .. 31) |
%f | Fraction of second (6 digits for printing: 000000 .. 999000; 1 - 9 digits for parsing: 0 .. 999999999) Note that timestamp is truncated to milliseconds. |
%H | Hour (00 .. 23) |
%h | Hour (01 .. 12) |
%I | Hour (01 .. 12) |
%i | Minutes, numeric (00 .. 59) |
%j | Day of year (001 .. 366) |
%k | Hour (0 .. 23) |
%l | Hour (1 .. 12) |
%M | Month name (January .. December) |
%m | Month, numeric (01 .. 12) |
%p | AM or PM |
%r | Time of day, 12-hour (equivalent to %h:%i:%s %p) |
%S or %s | Seconds (00 .. 59) |
%T | Time of day, 24-hour (equivalent to %H:%i:%s) |
%v | Week (01 .. 53), where Monday is the first day of the week; used with %x |
%W | Weekday name (Sunday .. Saturday) |
%x | Year for the week, where Monday is the first day of the week, numeric, four digits; used with %v |
%Y | Year, numeric, four digits |
%y | Year, numeric (two digits) When parsing, two-digit year format assumes range 1970 .. 2069, so “70” will result in year 1970 but “69” will result in 2069. |
%% | A literal % character |
SELECT DATE_FORMAT(timestamp, '%W %M %d %Y') as test from "sample-elb-view" limit 5;
select timestamp, date_add('year',1,timestamp) from "sample-elb-view" limit 5;
timestamp date_add('year', 1, timestamp)
2017-11-04T01:46:05.833+0000 2018-11-04T01:46:05.833+0000
2017-11-04T01:46:22.089+0000 2018-11-04T01:46:22.089+0000
2017-11-04T01:46:53.396+0000 2018-11-04T01:46:53.396+0000
2017-11-04T01:47:20.990+0000 2018-11-04T01:47:20.990+0000
2017-11-04T01:48:03.565+0000 2018-11-04T01:48:03.565+0000
DATE_TRUNC
DATE_TRUNC
Use the date_trunc(unit,x)
function to truncate the value x to the specifed unit level.
select timestamp, date_trunc('second',timestamp) from "sample-elb-view" limit 1;
Unit Value | Sample Truncated Value |
---|---|
second | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-11-04T01:46:05.000+0000 |
minute | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-11-04T01:46:00.000+0000 |
hour | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-11-04T01:00:00.000+0000 |
day | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-11-04T00:00:00.000+0000 |
week | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-10-30T00:00:00.000+0000 |
month | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-11-01T00:00:00.000+0000 |
quarter | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-10-01T00:00:00.000+0000 |
year | Original: 2017-11-04T01:46:05.833+0000 Truncated: 2017-01-01T00:00:00.000+0000 |
SELECT DATE_FORMAT(fieldName, '%Y-%m-%d %T')
FROM tableName
WHERE DATE_TRUNC('day', fieldName)
BETWEEN
DATE_TRUNC('day', DATE_ADD('day', -30, NOW())) AND
DATE_TRUNC('day', DATE_ADD('day', -1, NOW()));
FROM_ISO8601_DATE
FROM_ISO8601_DATE
Use the from_iso8601_date(string)
function to convert the ISO 8601 formatted date string into a epoch value. The date can be a calendar date, a week date using ISO week numbering, or year and day of year combined:
SELECT from_iso8601_date('2020-05-11');
from_iso8601_date('2020-05-11')
1589155200000
FROM_ISO8601_TIMESTAMP
FROM_ISO8601_TIMESTAMP
Use the from_iso8601_timestamp (string)
to convert the ISO 8601 formatted date string, optionally with time and time zone, into an epoch value. The time defaults to 00:00:00.000, and the time zone defaults to the session time zone.
SELECT from_iso8601_timestamp('2020-06-11T11:15:05.055+00:00');
from_iso8601_timestamp('2020-06-11T11:15:05.055+00:00')
1591874105055
FROM_ISO8601_TIMESTAMP_NANOS
FROM_ISO8601_TIMESTAMP_NANOS
Use the from_iso8601_timestamp_nanos(string)
to convert the ISO 8601 formatted date and time string to an epoch value. The time zone defaults to the session time zone.
SELECT from_iso8601_timestamp_nanos('2020-05-11T11:15:05');
from_iso8601_timestamp_nanos('2020-05-11T11:15:05')
1589195705000
SECOND
SECOND
Use the second(field)
function to extract the seconds value from a field.
select timestamp, second(timestamp) from "sample-elb-view" limit 1;
timestamp second(timestamp)
2017-11-04T01:46:05.833+0000 5
MINUTE
MINUTE
Use the minute(field)
function to extract the minute value from a field.
select timestamp, minute(timestamp) from "sample-elb-view" limit 1;
timestamp minute(timestamp)
2017-11-04T01:46:05.833+0000 46
HOUR
HOUR
Use the hour(field)
function to extract the hour value from a field.
select timestamp, hour(timestamp) from "sample-elb-view" limit 1;
timestamp hour(timestamp)
2017-11-04T01:46:05.833+0000 1
DAY
DAY
Use the day(field)
function to extract the day value from a field.
select timestamp, day(timestamp) from "sample-elb-view" limit 1;
timestamp day(timestamp)
2017-11-04T01:46:05.833+0000 4
DAY_OF_MONTH
DAY_OF_MONTH
Use the day_of_month(field)
function as an alias for day()
to extract the day of the month value from a field.
select timestamp, day_of_month(timestamp) from "sample-elb-view" limit 1;
timestamp day_of_month(timestamp)
2017-11-04T01:46:05.833+0000 4
DAY_OF_WEEK
or DOW
DAY_OF_WEEK
or DOW
Use the day_of_week(field)
function to return the ISO day of the week from field. The value ranges from 1 (Monday) to 7 (Sunday). The alias dow()
also works for this function.
select timestamp, day_of_week(timestamp) from "sample-elb-view" limit 1;
timestamp day_of_week(timestamp)
2017-11-04T01:46:05.833+0000 6
DAY_OF_YEAR
or DOY
DAY_OF_YEAR
or DOY
Use the day_of_year(field)
function to extract the day of the year value from a field. The value ranges from 1 to 366.
select timestamp, day_of_year(timestamp) from "sample-elb-view" limit 1;
timestamp day_of_year(timestamp)
2017-11-04T01:46:05.833+0000 308
WEEK
WEEK
Use the week(field)
function to extract the week value from a field. The value ranges from 1 to 53.
select timestamp, week(timestamp) from "sample-elb-view" limit 1;
timestamp week(timestamp)
2017-11-04T01:46:07.244+0000 44
WEEK_OF_YEAR
WEEK_OF_YEAR
Use the week_of_year(field)
function to extract the ISO week of the year value from a field. The value ranges from 1 to 53.
select timestamp, week_of_year(timestamp) from "sample-elb-view" limit 1;
timestamp week_of_year(timestamp)
2017-11-04T01:46:05.833+0000 44
MONTH
MONTH
Use the month(field)
function to extract the month value from a field.
select timestamp, month(timestamp) from "sample-elb-view" limit 1;
timestamp month(timestamp)
2017-11-04T01:46:07.244+0000 11
QUARTER
QUARTER
Use the quarter(field)
function to extract the calendar quarter value from a field. The value ranges from 1 to 4.
select timestamp, quarter(timestamp) from "sample-elb-view" limit 1;
timestamp quarter(timestamp)
2017-11-04T01:46:07.244+0000 4
YEAR
YEAR
Use the year(field)
function to extract the year value from a field.
select timestamp, year(timestamp) from "sample-elb-view" limit 1;
timestamp year(timestamp)
2017-11-04T01:46:05.833+0000 2017
YEAR_OF_WEEK
or YOW
YEAR_OF_WEEK
or YOW
Use the year_of_week(field)
function to extract the year of the ISO week from a field. The yow()
function is an alias for year_of_week()
. The value ranges from 1 to 53.
select timestamp, year_of_week(timestamp) from "sample-elb-view" limit 1;
timestamp year_of_week(timestamp)
2017-11-04T01:46:05.833+0000 2017
NOW
NOW
Use the now()
function to display the epoch time when the query executes.
select now();
now()
1670444032565
TO_ISO8601
TO_ISO8601
Use the to_iso8601(field)
to convert a timestamp in milliseconds to an ISO 8601 string field.
select to_iso8601(1690469506000);
to_iso8601(1690469506000)
2023-07-27T14:51:46.000+0000
JSON Functions
JSON_VALUE
JSON_VALUE
The json_value
function extracts a scalar SQL value from a JSON string value.
json_value(json_string_column, 'JSONPath-expression')
For the json_string_column, specify a ChaosSearch view column that contains JSON string data. Enclose the column name in double quotation marks if the name includes a period separator, such as "Records.requestParameters"
.
For JSONPath-expression, specify a JSONPath expression enclosed in single quotations for the desired JSON property to return. See Query JSON String Fields in SQL for more information about using the function.
The following example shows how to use json_value to extract a field from a JSON string column:
SELECT "Records.requestParameters", json_value("Records.requestParameters",'$.includeShadowTrails') as includeShadowTrails from "cloudtrail-json-flex-view" where includeShadowTrails is not null;
Records.requestParameters includeShadowTrails
{"trailNameList":[],"includeShadowTrails":false} false
{"trailNameList":[],"includeShadowTrails":false} false
{"trailNameList":[],"includeShadowTrails":true} true
{"trailNameList":[],"includeShadowTrails":false} false
{"trailNameList":[],"includeShadowTrails":false} false
{"trailNameList":[],"includeShadowTrails":true} true
Partial Trino
json_value
ImplementationNote that the current
json_value
implementation does not support thePASSING
orRETURNING
keywords. Thestrict
andlax
modes have been collapsed to align with the behavior of the Materialize with JSONPath transform, so those keywords should not be used in current testing.
Math Functions
ROUND
ROUND
Returns x rounded to d decimal places.
select round(time_taken, 2), time_taken from "abc-cloudfront-xlarge-view" limit 10
round(time_taken, 2) time_taken
0.03 0.029
0.14 0.138
0.01 0.014
0.16 0.158
0 0
0.04 0.035
0 0.001
0.01 0.005
0.11 0.113
0 0.003
Regular Expression Functions
ChaosSearch supports the Trino connector regexp_extract
function.
REGEXP_EXTRACT
The regexp_extract
function returns the first substring within a JSON string blob that matches the specified regular expression pattern.
regexp_extract(json_string_column, 'regular_expression')
For the json_string_column, specify a ChaosSearch view column that contains JSON string data. Enclose the column name in double quotation marks if the name includes a period separator, such as "Records.requestParameters"
.
For regular_expression, specify a Java pattern regular expression enclosed in single quotations to extract the matching string from the JSON string column.
The regular expression function uses the Java pattern syntax, with some exceptions. See Regular expression functions.
String Functions
CONCAT
CONCAT
Use concat(string,string[,string...])
or the ||
operator to concatenate strings within a query. Two sample queries follow that return the same results:
select client_ip, client_port, concat(client_ip,':', client_port) as client from "sample-elb-view" limit 5;
select client_ip, client_port, (client_ip || ':' || client_port) as client from "sample-elb-view" limit 5;
LENGTH
LENGTH
Use length(string)
to return the length of a string in characters. For example:
select user_agent, length(user_agent) from "sample-elb-view";
LOWER
LOWER
Use lower(string)
to convert a string to all lowercase letters. For example:
SELECT lower('AbCdE');
select lower(user_agent) from "sample-elb-view" limit 10;
SUBSTR
and SUBSTRING
SUBSTR
and SUBSTRING
Use substr(string,position)
or its alias substring()
to return the remaining characters in a string starting with the specified position character. This can be helpful for removing leading common characters like https://
from a URL, for example:
select substr('abcdefg',5)
efg
select substring('abcdefg', -5)
cdefg
select substr(cs_uri_stem,9) from "sample-elb-view";
UPPER
UPPER
Use upper(string)
to convert a string to all uppercase letters. For example:
select upper(cs_uri_stem) from "sample-elb-view";
System Functions
VERSION
VERSION
Returns the ChaosSearch internal version information for the user deployment.
select version();
version()
1.0.0.52366 (105c5d0564)
Updated 9 months ago