What do we mean by the term 'spiritual'? What does it mean to be 'spiritual'?

Many people today consider themselves to be 'spiritual' but not religious. Generally this means that they don't align with any particular religion. But what exactly does it mean? Who is spiritual and who is not? How do you define 'spiritual'?