"Samples" were kind of like musical memes in the 1980s. What made for a good sample had a lot more to do with convenience and luck. The sounds that were picked for drum samples had more to do with how useful they were - the dynamic range, how isolated the drums are, how easy they were to mix.
The other famous drum sample - the "Funky Drummer" as drummed by Clyde Stubblefield for James Brown, Stubblefield didn't think the particular drum pattern he used was particularly noteworthy. In that case, James Brown's production choices were actually more key - his signature sound revolved around really crisp drums that he insisted needed to be clear on AM Radio and Jukeboxes. Which is what made it so useful for sampling.
Samplers became accessible at the time which allowed music production with just loops. Look at snap I got the power. All looped samples