The space vacuum does not suck out our atmosphere because it is held together by the Earth's gravity, which attracts the atmosphere towards the center of the planet and prevents it from leaving the planet. Were it not for the gravitational attraction of the Earth, the atmosphere would likely disperse into space, like for example on Mars, which has less gravitational pull, where the atmosphere is very thin.
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