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It indeed used to be an issue that one needed to compile python-igraph from sources, but for a couple of years now it comes with wheels for many different platforms. Please see https://pypi.org/project/igraph/
There's a similar comment here which I did not touch: https://github.com/stellargraph/stellargraph/blob/develop/setup.py#L39