Exactly. Like I said earlier, I never remove eggs unless they leak or stink. I've had plenty of surprises that made me keep them in. And in my mind, there is no reason to take any eggs out unless they are about to explode (stinkers) or sticking to the turner or egg rack (leakers).I had 14 eggs. 2 got crushed early on. Another One started to smell and another one was definitely infertile. It’s contents sloshed from end to end. That left 10. I candled at week one and again during week 2. I videoed and asked for help identifying quitters. There were 3 that were considered to definitely be dead. Everyone was very consoling and helpful showing me how to identify signs of their death. I decided I was going to leave those 3 in place. I still don’t know why I decided that. It was my first time hatching! Well! Surprise surprise surprise!!! All three “dead” eggs hatched! One other egg died in the shell. I have 9 chicks that are now coming into 14 weeks old. 5 cockerels, 4 pullets.
My point is that maybe you gave up on eggs too soon.
Btw my chickens were broody-hatched. A couple of times I found an egg outside the clutch area an wondered if mama knew something. It was not always the same egg. I put it back. They also hatched.