A parabola P in the plane has the nice property that the image of P under any affine transformation is similar to P itself.

**Which other subsets of the plane have this property?**

I wondered aloud about this [on Twitter](https://twitter.com/robinhouston/status/1322491495627268097?s=20), where Zeno Rogue gave some additional examples:
* The complement of a parabola;
* One connected component of the complement of a parabola;

There are also “degenerate” examples that in some sense vary in only one dimension:
* Any subset of a line;
* Any superset of the complement of a line;
* An open half-plane together with any subset of its boundary;
* The product of a line with any subset of a line.

Are there other examples? I’m especially interested in examples that don’t fall into the degenerate category.

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**Added:** In the comments, YCor asks which subgroup of $\mbox{Aff}(\mathbb{R}^2)$ preserves the graph of $y=x^2$. If my calculations are correct, this group consists of the transformations of the form
$$t(s, t) := \left(\begin{array}{cc|c}t-s & 0 & t \\ 2t(t-s) & (t-s)^2 & t^2\end{array}\right)$$
for $s\neq t$. Note that $t(s,t).t(s',t') = t(s'(t-s)+t, t'(t-s) + t)$.