Reticulate mistankenly using packages from outside virtual env

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I'm trying to use use_virtualenv() from reticulate, but it keeps importing packages which I did not install in the virtual env, but it is istalled outside.

Installed in env: scipy
Installed outsid: plotly
Not installed at all: nltk

library(reticulate)
virtualenv_create("r-reticulate")
virtualenv_install("r-reticulate", "scipy")


use_virtualenv("r-reticulate")

scipy <- import("scipy") # Works fine
plotly <- import("plotly") # Works fine, but should not
nltk <- import("nltk") # Do not import, as expected, since it was not installed in virtualenv
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