Does Anaconda download packages every-time you install them in a new conda environment?

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If I make a new conda environment and for example, then use the command

pip install numpy

Considering I have the numpy module installed in the conda base environment, will the above command to install numpy re-download the numpy packages from the internet or just use the ones from the base environment?

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