I was going through pictures on my computer, and I cam across this chart I made:

Though it’s a bit outdated, it took forever to make.
Some key points: almost all of these are below 50 (bad), the only words that are positively associated with lower corruption are “new” and “kingdom.”
Someone else made this one:
The reasons for this are obvious. Corrupt countries have more to prove. They lie to justify themselves.