A single nucleoside consists of
Sugar + Nitrogenous base
A nucleoside has two components - a pentose sugar (deoxyribose in DNA and ribose in RNA) and a nitrogenous base (adenine/guanine/thymine/cytosine and adenine/guanine/cytosine/uracil in DNA and RNA respectively).