What do we lose in Projective Spaces?

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We can think of the Complex Numbers as an extension of the Real Numbers, similarly we can think of the Projective Plane naturally as a nice extension of the Euclidean Plane. But, when we go from real to complex numbers we lose some structure, for example total ordering, we $\textit{can't}$ ask about ordering anymore.

$\textbf{Question:}$ What do we lose by working in the Projective Plane? In other words, what "euclidean" questions don't make sense in the projective context?

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You lose the vector space structure and even the affine structure and even the additive group structure when you go from $\mathbb C$ to $\mathbb P^1_\mathbb C$.
More concretely, given two points in $\mathbb P^1_\mathbb C$ it doesn't make sense to talk of their difference as a vector.
The general context is that $\mathbb C$ has both algebraic and geometric features while $\mathbb P^1_\mathbb C$ has no algebraic structure whatsoever but has many geometric structures:

As a topological space, manifold, Riemannian manifold, Riemann surface [ not synonymous at all with the former !], conformal space, algebraic curve,...

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Lost: the metric structure: distances, angles, areas. Conserved: incidences. See http://www.nct.anth.org.uk/basics.htm.