mishp

A dataset containing U.S. Census TIGER shape data for Michigan

datasets

Takes Poisson or Binomial discrete spatial data and runs a Gibbs sampler for a variety of Spatiotemporal Conditional Autoregressive (CAR) models. Includes measures to prevent estimate over-smoothing through a restriction of model informativeness for select models. Also provides tools to load output and get median estimates. Implements methods from Besag, York, and Mollié (1991) "Bayesian image restoration, with two applications in spatial statistics" <doi:10.1007/BF00116466>, Gelfand and Vounatsou (2003) "Proper multivariate conditional autoregressive models for spatial data analysis" <doi:10.1093/biostatistics/4.1.11>, Quick et al. (2017) "Multivariate spatiotemporal modeling of age-specific stroke mortality" <doi:10.1214/17-AOAS1068>, and Quick et al. (2021) "Evaluating the informativeness of the Besag-York-Mollié CAR model" <doi:10.1016/j.sste.2021.100420>.

David DeLara

RSTr

Gibbs Samplers for Discrete Bayesian Spatiotemporal Models

Centers for Disease Control and Prevention 

mishp function

`mishp`
a data frame with 83 rows and 13 variables:
<dl>
 <dt>STATEFP</dt>
<dd>State FIPS code</dd> <dt>COUNTYFP</dt>
<dd>County FIPS code</dd> <dt>COUNTYNS</dt>
<dd>County GNIS code</dd> <dt>AFFGEOID</dt>
<dd>Census Unique Identifier</dd> <dt>GEOID</dt>
<dd>Census Unique Identifier, truncated</dd> <dt>NAME</dt>
<dd>County Name</dd> <dt>NAMELSAD</dt>
<dd>County LSAD code</dd> <dt>STUSPS</dt>
<dd>Abbreviated State Name</dd> <dt>STATE_NAME</dt>
<dd>State Name</dd> <dt>LSAD</dt>
<dd>State LSAD code</dd> <dt>ALAND</dt>
<dd>amount of land in square meters</dd> <dt>AWATER</dt>
<dd>amount of water in square meters</dd> <dt>geometry</dt>
<dd>shape data for each county</dd>
</dl>

Format

Michigan Shapefile — mishp

`mishp`
a data frame with 83 rows and 13 variables:
<dl>
 <dt>STATEFP</dt>
<dd>State FIPS code</dd>

 <dt>COUNTYFP</dt>
<dd>County FIPS code</dd>

 <dt>COUNTYNS</dt>
<dd>County GNIS code</dd>

 <dt>AFFGEOID</dt>
<dd>Census Unique Identifier</dd>

 <dt>GEOID</dt>
<dd>Census Unique Identifier, truncated</dd>

 <dt>NAME</dt>
<dd>County Name</dd>

 <dt>NAMELSAD</dt>
<dd>County LSAD code</dd>

 <dt>STUSPS</dt>
<dd>Abbreviated State Name</dd>

 <dt>STATE_NAME</dt>
<dd>State Name</dd>

 <dt>LSAD</dt>
<dd>State LSAD code</dd>

 <dt>ALAND</dt>
<dd>amount of land in square meters</dd>

 <dt>AWATER</dt>
<dd>amount of water in square meters</dd>

 <dt>geometry</dt>
<dd>shape data for each county</dd>


</dl>

mishp: Michigan Shapefile

Description

Usage

Arguments

Format