(I have a juggling club meeting tonight so I am ending the contest a couple of hours early)
I'll follow the numbering proposed by Rob, from top left to bottom right.
These are the spinners:
No surprise for most of them, except on row 4: the pizza piece (quadrant, #16) and the trapezoid (#17) are surprising as the stem is not an axle of symmetry. The trapezoid spins pretty well and my guess is because the unbalance is small. On the other hand the quadrant dances in circles pushed by the off-center weight, but it still spins surprisingly well. The one that almost did not make it was the diamond (rhombus, #19) also in row 4 (more on that one later).
The non-spinners are:
Some big surprises here.
The semicircle (#1), triangle (#8), banana (#12) and kite (#21) were not that surprising to me as the stem is off-center (but after what I said before it is not that obvious for 8 and 21).
The rest have radial symmetry, that is same mass distribution to both sides of the axle, so I expected them to spin well, except perhaps because of air drag. But that is not the case: they refuse to spin on the stem!
The most surprising is the big X (#24): it stumped everybody!
A clue of why this happens is the diamond (#19): after spinning for under a second it falls and tries to spin on one of the vertexes.
I need to go now, but this top made by Philippe Dyon is a great demonstration of what is going on here:
It refuses to spin on the dark axis but spins well on the other two, even though the three are axis of radial symmetry. Philippe makes the dark axis of a heavier wood.