> so in other words "high genetic variance" doesn't really mean much
>> Although this makes you wonder- if they're the most genetically diverse, do they also look diverse? Are there light and dark skinned individuals, blonde and red and black hair, green/ blue/ brown eyes, short and tall, etc.?
Yes, they do look diverse.
The visual differences will be more readily apparent to people who are familiar with the high genetic variance population since this would allow more (maybe fine-grained) diverse looks. If the person looking does not have much experience distinguishing looks in a "high genetic variance" population then they probably end up generalizing as a default. Not being able to pick up on how diverse these looks are does not make them not there. Only that, the observer is familiar with the visual differences in their non-african population of less genetically diverse humans with some grouped environmental adaptions/mutations. Such as lighter pigment to better absorb vitamin D, and this type of thing being carried as the standard for "diverse looking" (blue/brown/light/dark).
After all, "SLC24A5 encodes a cation exchanger in melanosomes ... A derived, nonsynonymous mutation (rs1426654 ...) in SLC24A5 associated with light skin color has swept to near fixation in Europeans due to positive selection [...] rs1426654 is common in East African populations with high levels of Afroasiatic ancestry [...] Further, SLC24A5 likely experienced positive selection in East Africa after this admixture event. ... rs1426654 is at moderate frequency (5–12%) in the KhoeSan from Botswana, who have substantially lighter skin than equatorial Africans". and also "studies show that the ancestral alleles of many predicted functional pigmentation variants in Africa are associated with lighter skin, suggesting our human ancestors may have had light or moderately pigmented skin" and that dark skin may be a derived trait that also continued to evolve.[0]
But when you only have a hammer...
It's like being introduced to this workshop full of tools with a stacks of wood for any type of joinery desired. Yet, your experience is much more simplistic: hammer, nail (or bolt/screw, whatever), boards; repeat. Without much thought, the human brain has already created the groups: the trusty hammer with some metal fasteners to drive, and that foreign group of absolutely nothing like the trusty hammer and fasteners. But upon closer look there are hammers and nails and screws and all these other metal fasteners in the workshop -- except, instead of them being chosen to put the boards together, a variation of tools are creating a variation of joints in order to put the boards together. The finished product ends up being ~99.9% identical to your nailed product, but it's probably only those familiar with the experience of joinery that are most likely to appreciate an notice the visual diversity between joints, instead of simply noticing that one of the products has a couple spots of metal and the other doesn't.
[0] https://academic.oup.com/hmg/article/30/R1/R88/6089124