Only Fortified (or Garrisoned) units are considered "in" the city. You can always see all units on a tile from the Unit Tab on the Control Panel. Just select a unit and press the right arrow that is next to the unit name on the Unit Tab. This will show the multi-view of all units and armies that are on that tile. Including the units in the city.
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