What is the best way to a cull massive library?

Dear all aperture gurus... here is my virgin post! Hope you can help.
I have just imported my archive images 55,000 (300Gig) which can be culled by at least 50%.
Library size 74,000 images.
12,000 referenced (due no more space on HD), the rest managed..
20% duplicates.
30Gig of 500 free on HD.
Organisation of folders etc is ok, but many images exist across multiple folders.
What is the bast way to delete masters, versions and duplicates with complete control?
Thanks.

Thanks. I have been rejecting them (9), then command deleting them from the rejected folder, Then trash and then system. BUT.
1. Does this not just delete the versions? It does not seem to be doing much to improve hd space.
2. Does "File-Delete Master Image and all Versions" achieve the same as your method?
3. On trying various deletion methods, in the warning it only mentions versions and not masters.
4. Is it theoretically possible to have a managed image on the computer with the master elsewhere? I cannot see how, but just checking.
5. Is there any auto method of dealing with the duplicates? Tried annihilator but it crashed half way through. Also, I manually deleted 6000 photos, and on running annihilator it still said I 74k, making me think that the masters or some trace of them still exist on my HD. (Aperture said I had 68k).
I am scared making a mistake or spending unnecessary time until I'm completely completely confident that I am doing it correctly.

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