From Fallen London Wiki

edit: my math was wrong. it's a 21.2% chance to draw it three times assuming you keep two other undesirable cards in your hand, because then functionally the deck size is only 3, as opposed to 5. doesn't affect my point, though, this one's purely for my fellow math freaks out there