Thank you for looking into this and sorry for the late reply, was on vacation.
What you say in regard to the shape of the posterior makes sense, didn’t consider this.
In regard to the sampler inefficiency: I do understand the issue with this, but is there any way to overcome this? I reckon given that, the posterior traces for the unobserved election events are not meaningful/ this model can not be used for this purpose?