I think the title explains itself, how did the two Koreas come to use the different terms "Choson" and "Hanguk" to refer to the peninsula?
Choson (or Joseon) is the historical name of several koreanic kingdoms from the past. The first Joseon refers to the kingdom that existed in manchuria and the korean peninsula and until 108 BC. The second was the more recent Joseon, founded in 1392 and existing until 1910 (from a practical perspective the name change in 1897 is symbolic at best). The first is typically called "GoJoseon" (as in Old Joseon) to differentiate it from the second, which sometimes is specified as Yi Joseon (as in the Yi dynasty) if there's possible confusion.
The name joseon remained in common use post 1910 to refer to korea (i.e. the land, the people).
HanGuk is a shortening of Dae Han Min Guk (literally "Great" "Han" "People" "Nation"), or something along the lines of "Republic of the greater han people" in english. The "Han" seems to confuse many but it is an old reference to the people of the korean peninsula, not the "Han" that the chinese call themselves. It is equivalent to the term "Khan", though I can't speak for how conclusively this has been established linguistically but it's contextual use would make it equivalent. For example, the SamHan (literally the "three hans") realms that existed after the fall of GoJoseon specifically used the term "han" to refer to themselves. The provisional government that was elected in 1919 created the name "Dae Han Min Guk" and drafted a constitution for the whole of korea. Colloquially "joseon" would've remained in common use though.
When WW2 ended and the soviet/american occupation happened is the point the split occurred.
In the south the name "Dae Han Min Guk" continued to be used as the name of the nation that came to be (i.e. ROK) along with its claim of representing the whole of the korean people. As a side note, this is a bit odd because the provisional government had effectively been sidelined by the americans (particularly Hodge). For example, Kim Gu (one of the more prominent leaders of the provisional government) threatened to commit suicide (the highest possible reproach) in Hodge's office because of the way he was going about things. Despite the same name there was very little in common between the ROK established under american auspices and the provisional government.
The term Han Guk took hold from there and now commonly stands for korea within south korea. When referring to north korea the common term is "Buk (i.e. north) Han". Using the term "joseon" commonly refers to the Yi Joseon that I mentioned earlier or "joseon-jok" for the koreans living in china.
In the north, Kim IlSung's communists (as opposed to all the other communist, socialist, etc groups that existed at the time) hadn't put themselves under the umbrella of the provisional government despite most resistance groups doing so. The term "Dae Han Min Guk" is not used in north korea, both because the use of "joseon" carried on being used in the vernacular as it had been before the end of WW2 but also because of a refusal to acknowledge the legitimacy of the ROK's government.
When referring to south korea the common term is "Nam (i.e. south) Joseon", including in news casts. The sole exception that comes to mind is when north korea was seeking talks on stopping the loudspeaker broadcasts that SK had restarted. That time "Dae Han Min Guk" was used to refer to ROK in a news cast instead of the typical "Nam Joseon" and I immediately knew (as did many analysts) that this was signal that they really wanted negotiations.