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This video tutorial explains how inner join, left join, right join, full join, and cross join all return the same row count when joining tables with different row counts. The tutorial uses TableA and TableB with two and three rows respectively. The question posed is how joining these tables using various join types results in six rows. The video demonstrates this concept with a create script.