auto updated
removed extra code
automatically generate convergence diagnostics across topic latent spaces
fixed problem with proposed latnet position updating by adding in a blank matrix and allocating it at the appropriate time
Updated to include 100k itteration metropolis step at end
Updated to run for all four counties -- have to remove some docuemnts with zero words
removed unneeded function
cleaned up code
updated to make more general
added sampling step for analysis that will take draws at an interval from the chain
commenting
updated with sampling metropolis step