Need help selecting non-empty column values from MySQL

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I have a MySQL table which has about 30 columns. One column has empty values for the majority of the table. How can I use a MySQL command to filter out the items which do have values in the table?

Here is my attempt:

SELECT * FROM `table` WHERE column IS NOT NULL

This does not filter because I have empty cells rather that having NULL in the void cell.

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