I`m from Saitama-ken! I recommend around TOKOROZAWA. Because just 30 or 40 minits to IKEBUKURO or SINJYUKU by train. Tokorozawa is a nice town. not big but very convinience. There are MARUI and SEIBU in front of station and one street has a lot of shops!! Check it out!