Looking at just part of the data, I can see this with Arya (Stark, Game of Thrones), Paris (Hilton), Stevie (Nicks, of Fleetwood Mac), Dakota (Fanning), and Tatum (O'neal), and the masculine trend also relates to the fading of generationally-popular names like Jean (Silent/Boomer), Pat (Boomer), Joan (Silent/Boomer), Courtney (Gen-X/Xennial), etc.
Though I'm not 100% sure they weren't using their family name as their everyday identity name (the Kims I met were not related).
Very likely it's their family name. Kim is the most common family name in Korea. Most Korean given names are two characters (=2 syllables) and more difficult to pronounce and memorize for westerners. And because of the space inserted between two romanized syllables (Jong Un), they are often misunderstood as middle + given names.
What I didn't know until just now is Kim was just a nickname. He was Harold Adrian Russell Philby and apparently Nicknamed "Kim" after the boy-spy in Rudyard Kipling's novel Kim[2] which surely foreshadowed his career!!
Anecdotally, the boy->girl names are almost all very popular names where I've met multiple each of those across different ages, whereas the other two categories feel like they have a lot more down-list entries.