Once across the avenue, you can dive back into Old Kathmandu and within a block reach Asan Tole, through which you passed earlier and from where you can retrace your steps back to Durbar Square.
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Old Kathmandu is very near to Asan Tole.
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It is a 2 mile walk from Asan Tole to Old Kathmandu.