This is not exponential, it is quadratic reciprocal. Anyway, do we know any boundaries for $y$?
This $p$ becomes a density function, if $\int_a^b p$ becomes $1$ (for the given interval $y\in [a,b]$). You can calculate this integral, and hence you find the $c$. [We perhaps may assume that $a=1$ and $b=+\infty$..]
The mean is defined as $E(Y) = \int_a^b y\cdot p(y)\ dy$, and the (square of) variance is $D^2(Y)= \int_a^b y^2\cdot p(y)\ dy - [E(Y)]^2$.
And to your last question: $p(y)$ is just telling the desired relative probabilistic 'for the infinitesimal', so the answer on that is $\frac{p(2)}{p(3)}$.