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Good day, @jstac , this PR corrects following typos in lecture us_mc_semigroup:
matricies
->matrices
,charcterization
->characterization
,a intensity matrix
->an intensity matrix
,first along the principle diagonal
->first along with the principle diagonal
,contably infinite
->countably infinite