Worked at the same company on three different continents now.
When I lived in Seattle, probably 3x a week either at lunch or in the office during the afternoon.
When I lived in Tokyo, never at lunch or the office.
Now that I live in Paris, never at lunch or the office. Its just not done amongst my coworkers.