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Yeah, because it's generally one genre, with fantasy > romantic fantasy > horny fairy romantic fantasy > horny polyamorous fairy romantic fantasy becoming increasingly niche sub-genres.
And I do think comparing "best-sellers" versus open Amazon search is important to point out. "Best-sellers" are generally going to be released through a publishing house with the resources and recognition that comes with it. An Amazon search might kick up a lot of self-published books, especially if OPs algorithm is sending them that way. And one very sensible explanation why women would be over-represented among self-published fantasy books... because historically men got more of the "best sellers" / publishing house backed.
You mentioned tons of fantasy subgenres, but the one I was singling out is sci-fi, which is not something classical fantasy fans are usually fans of.
I'm saying the industry generally bundles them together as the top level genre. So awards and funding is first considered at the sci-fi/fantasy combined level.
Again, the point was to note the difference between the major genre level where the money and awards are (sci-fi/fantasy, dominated by men) versus the possibility that OP is seeing a sample influenced by The Algorithm (potentially niche sub-genres, potentially more self-published books).
Not trying to make some political comment here, just pointing out some reasons OP might be seeing demographics they didn't expect.