Sometimes you'll have to, but ideally, you'll take these out of the pack on or after your fourth pick, after grabbing a few cards from the above lists
What Is the Color Identity of a Gate
For individual cards and older booster packs and boxes, you will just have to gain a lot of experience and learn the nuances of real Pokemon products and then make educated purchases, ideally with a means of recourse if it turns out you were scammed (some kind of buyer protection program, etc)
The idea that an event is destined to happen and the struggle to avoid or accept it plays into the narratives of a lot of my favorite heroes, which is why I was delighted to see these concepts implemented in Kaldheim with the foretell mechanic
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In 1993, though, Richard and his fledgling company were completely transparent about how many copies of each card were produced