If I understand correctly: you have a CSV of all airports, including the lat-long coordinate. You can load this into QGIS as a "delimited text layer" and map it.
Maybe then best to "save as" the "delimited text layer" as a proper spatial data file - save it as a geopackageGeoPackage, then reload and you don't need the CSV any more.
Then you need to enable edits on it and add a new column, called something like "visited""visited"
, and set this to "True"True
for all airports you've been to. Save your edits.
Then you use QGIS' layer styling to show visited airports with a red dot (or whatever) and non-visited airports with no symbol. You could do this by using a categorical symbol in the symbology dialog. You could also do this with a "Filter" on the layer.
Problems might occur if, for example, new airports appear and are added to the CSV from the "ourairports""ourairports"
source. It might be better then for you to create a non-spatial layer of just the airport codes you've visited, and then use that to select from the layer of all airports - but this requires a bit of database manipulation knowledge. I could set this up as a QGIS project if I had a bit more time...