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pandas started testing against Python 3.10 dev. We use pip install git+https://github.com/numpy/numpy.git to install NumPy in the CI. NumPy built successfully on Python 3.10.alpha.7, but it started failing on Python 3.10.beta.1, which was released yesterday.