The Toffees lead the Seagulls after Richarlison scores on 38 minutes.
Albion escaped conceding a penalty after Lewis Dunk appeared to trip Theo Walcott.
The Seagulls had few chances to score in the first half.
Dunk had an early effort from a corner.
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