Are the natural numbers unique?

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The axiom in infinity in ZF states the following:

$$\exists x ((\emptyset \in x )\land \forall y (y \in x \implies y\cup \{y\} \in x) $$

My notes then defines

$$\mathbb{N}:= \bigcap\{z \in \mathcal{P}(x): \emptyset \in z \land \forall y(y \in z \implies y \cup \{y\} \in z)\}$$

But this seems to depend on the set $x$, so is this actually well-defined? I.e. if I choose another set $x'$ satisfying the same property and I define $\mathbb{N}$ w.r.t. $x'$, then will I even get the same set?

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No, this does not depend on the set $x$.

If $x$ and $x'$ both have this property, then $x\cap x'$ also has this property. It follows that $\Bbb N$ is defined by intersecting over a subset of both $x$ and $x'$, which means that it does not depend on the choice of $x$.

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Yes you will, because the first property ensures that $x$ (or any set satisfying the property) contains at least all finite ordinals (it contains $\emptyset$, but then it contains $\{\emptyset\}=1$, $\{\{\emptyset\},\emptyset\}=2$, etc.).

So whatever $x$ you start from it contains $\mathbb{N}$.