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But as far as I'm concerned the critical factors are frequency & reliability. A bus coming once an hour just won't cut it.

Grade separation dramatically improves reliability of on-schedule arrival. Underground, elevated, whatever, but not getting tied up in automotive snafus makes a big difference.