It just occurred to me that almost all images I've seen of the (in)famous mushroom cloud show a vertical column rising perpendicular to the ground and a horizontal planar ring parallel to the ground. 



Not that I'm an expert (that's why this question) but I have rarely seen anything go in the 45 degree angle. Or for that matter anything other than the 'special' 0 degree horizontal plane and 90 degree vertical column. Shouldn't there be radial vectors at all angles between 0 and 90 degrees giving rise to a hemispherical explosion envelope? Why is it a vertical cylinder? 

PS: I understand the top expands eventually on cooling and lowered air pressure giving the mushroom look but my questions is for the previous stage - the vertical column.

The explosion certainly is hemispherical, see, for instance, this explosion caused by the Trinity bomb:



The gas cloud that you posted, and what many would consider is synonymous to the nuclear weapons, comes after the explosion. 

Nuclear bombs are actually usually ignited above ground for "maximum destruction." Since the nuclear reaction is immensely hot (about 4000 K whereas the surface of earth is sitting pretty around 300 K),  the gas rises much the same way a hot-air balloon rises.

At some point, the cold air from around the explosion gets sucked under the mushroom cap and causes the thin column you see:


Thus, for the most part, it is the extreme temperatures that cause the explosion "bubble" to rise in the first place. And it is the convective air currents under the bubble that cause the column to form.
