There are two results that are commonly referred to as "the hand-shaking lemma" which I will state here as a theorem and a corollary.
Theorem: Given any simple graph, $G(V,E)$, you have $$\sum\limits_{v\in V} d(v)=2|E|$$
Corollary: In any simple graph, there must be an even number of vertices of odd degree.
Here, $d(v)$ means "the degree of vertex $v$", i.e. the number of edges that $v$ is incident to. If you consider each person at your handshaking party a vertex, and each handshake as an edge, you can treat the situation as a graph and use these results.
Now, look at each of these statements a bit closer:
- A: Is it always true that there is exactly one person who has shaken an odd number of hands? Can you have a situation where either zero or more than one person shakes an odd number of hands?
What about if noone shakes any hands at all?
- B: Is it always true that there is exactly one person who shakes hands with an even number of persons? Can you have a situation where either zero or more than one person shakes an even number of hands?
What about if noone shakes any hands at all?
- C: Is it always true that there are an even number of people who shakes hands with an even number of other people?
What does that say about the number of people who shake an odd number of hands? Does the corollary above have anything to say about this?
A more interesting question is which of these are possibly true versus never true (as opposed to always true).
A: refer to the corollary, C: refer to the corollary, B: Can you come up with a way to have 98 people all shaking an odd number of hands with one person shaking no hands?