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How to get non grouped-by columns in SQL statement (similar to in MySQL)

In MySQL, I can do the following query:

select first_name from `table` group by age

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However, if I do something similar in BigQuery, I get the following error:

SELECT list expression references column first_name which is neither grouped nor aggregated

How would we write the equivalent mysql aggregation query in BigQuery?

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