"Altitude" refers to height above sea level. It is measured with an altimeter. The unit it is measured at is feet (or a convertible unit, like meters). Based on the context being discussed, "high altitude" represents an altitude in the upper portion of the distribution of altitudes; for example, very few cities on earth are above 5,000 feet, but Boulder CO is, so it is high altitude. Humans might consider any flight in a plane high altitude, but if we're comparing many flights, a high altitude flight implies a flight above the regular cruising feet of 30,000-ish feet.
I can't personally think of an answer similar to what I said above about processing. There's some notion that processed foods involve a lot of sugar, and salt, and fat, and calories, and maybe artificial sweeteners (themselves a class of many unrelated products), and also sometimes it means GMOs, and sometimes it seems to mean "includes stabilizers or ingredients normally used only at scale like xanthan gum", but it's also a non-biological statement about the way the food was produced or sold. I don't know how to relatively measure the importance of those components in "processing". If I have a bunch of data in a matrix and apply PCA or something, will the first principal component be a latent measure of processing?
This is a definition sufficient enough for me to tell you the steak I ate last night is not processed but the Hungryman at the grocery store is, but not sufficient for me to understand the causal link between processing and obesity, which is what the article is proposing. What about the Hungryman makes people fat?
I personally would like to understand -- are you arguing that a food being yellow makes people obese? That fresher food is metabolized different than less fresh? That the blade of the mechanical separator affects how nutritional the meat is? That the company's profit margin drives obesity? I don't think so. It's not quite that, right?
This speaks to the fact that processing here is a bit of an nebulous concept, and that's probably why the article seems unsatisfying to the parent comment you're replying to and to me. In part because one of the best definitions of processing seems to be "food that's high in calories but doesn't make you feel full so you eat more", which is sort of tautological -- yes, food that makes you fat makes you fat. So let's try to come up with a definition that lends itself more to the kind of proposal the parent article is making.