Data become vectors; vectors become points; similarity becomes geometry — dot product u·v,  cos θ = u·v / (|u| |v|)
Click two items. Similar things point the same way — the angle between their arrows (and the dot product that measures it) is small. Each dish is just two measurements: weight and fried-crunch.