Raymond Raymond / Google Cloud Platform

Random Sampling in Google BigQuery

event 2021-05-17 visibility 2,685 comment 0 insights toc
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In databases like Teradata, SAMPLE clause can be used to sample data from a large data table. Google BigQuery SQL didn't support SAMPLE clause at the very beginning however now TABLESAMPLE clause is added to support querying random sample subset of a large data set.

Use RAND function

Before TABLESAMPLE is added, RAND function is used as an alternative to retrieve random sample subset. The querying cost is big as the whole table will be scanned to generate one random number for each record. 

Example

SELECT col1, col2, RAND(5) AS rnd FROM `myproj.mydataset.mytable` ORDER BY rnd LIMIT 10;

The above query returns 10 random records.

Use TABLESAMPLE clause

TABLESAMPLE clause is used to sampling a subset from a large data set. 

Example

SELECT * FROM `myproj.mydataset.mytable` TABLESAMPLE SYSTEM (5 PERCENT)

The above example samples 5 percent of the data available in the specified table.  The clause doesn't support specifying records volume. For more information about table sampling, refer to Table sampling  |  BigQuery  |  Google Cloud.

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