Well, The atmosphere becomes thinner and thinner with increasing altitude, with no definite boundary between the atmosphere and outer space.
Which answers your question, our atmosphere is located in space.
The atmosphere of Earth is the layer of gases, known as air. That surrounds the planet Earth and is retained by Earth's gravity.
Hope this helps!
-Payshence
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