In reply to The Ice Doctor:
David is, of course, correct. In addition, an old rule of thumb was that it took you as long to lose it as it took to get it - so if you spent a week around 4000m and were fine there after the first few days, then went to sea level, you'd be fine to go back up to 3500-4000m a few days later, but a week after coming down you would be back to normal.
There are so many variables in any situation - dehydration, sickness, diet, logistical methods - on top of the subjectivity in reporting of so many different individuals with different physiologies, that anecdotal knowledge is extremely unreliable. People are very subjective and unreliable witnesses to their own crimes, particularly when sick.
Personally I think I lose it faster than this, based on experience.