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Make matrix mod 2 conversion to numpy faster & some semantic fixes #2966

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Run time

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Job	Run time
Conda (ubuntu, Python 3.11)	40m 2s
Conda (ubuntu, Python 3.12)	38m 15s
	1h 18m 17s