I think initiation and planing phase is most important because in this phase you define your baseline. During these phases we gather the requirements and specifications for the project. Scope is defined in these phases which gives better picture of the project. Project objective are also constructed in this phase which helps in accuracy of project timelines and deliverables.

I don’t think there are any least important phase since all the phases make a system. They all somehow depend on one another to function.