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Here is a solution to solving the suite-sparse installation problem.
When suitesparse is installed in the different location than the default one, and scikit-sparse cannot find it to load cholmod. Then try this:
SUITESPARSE_INCLUDE_DIR=/usr/local/include SUITESPARSE_LIBRARY_DIR=/usr/local/lib /usr/local/bin/python3 -m pip install scikit-sparse