Several doc updates

StanJulia · Nov 7, 2019 · 6188502 · 6188502
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diff --git a/Examples_Stan_Methods/Optimize/bernoulli_optimize.jl b/Examples_Stan_Methods/Optimize/bernoulli_optimize.jl
@@ -1,4 +1,4 @@
-######### CmdStan optimize example  ###########
+######### StanOptimize example  ###########
 
 using StanOptimize
 

diff --git a/Examples_Test_Cases/InitThetaDict/bernoulliinittheta.jl b/Examples_Test_Cases/InitThetaDict/bernoulliinittheta.jl
@@ -1,4 +1,4 @@
-######### CmdStan program example  ###########
+######### StanSample example  ###########
 
 using StanSample
 

diff --git a/Examples_Test_Cases/InitThetaDictArray/bernoulliinittheta.jl b/Examples_Test_Cases/InitThetaDictArray/bernoulliinittheta.jl
@@ -1,4 +1,4 @@
-######### CmdStan program example  ###########
+#########  StanSample example  ###########
 
 using StanSample
 

diff --git a/README.md b/README.md
@@ -24,6 +24,6 @@ My intention is to continue maintenance of CmdStan.jl for at least another two y
 
 A collection of documented examples to use Stan (as an external program) from Julia. 
 
-Stan's cmdstan executable needs to be installed separatedly. Please see [CmdStan installation](http://StanJulia.github.io/Stan.jl/latest/INSTALLATION.html). 
+Stan's cmdstan executable needs to be installed separatedly. Please see [cmdstan installation](http://StanJulia.github.io/Stan.jl/latest/INSTALLATION.html). 
 
 For more info on Stan, please go to <http://mc-stan.org>.
diff --git a/docs/src/INTRO.md b/docs/src/INTRO.md
@@ -1,12 +1,12 @@
-# A Julia interface to CmdStan
+# A Julia interface to Stan's cmdstan
 
 ## Stan.jl
 
 [Stan](https://github.com/stan-dev/stan) is a system for statistical modeling, data analysis, and prediction. It is extensively used in social, biological, and physical sciences, engineering, and business. The Stan program language and interfaces are documented [here](http://mc-stan.org/documentation/).
 
-[CmdStan](http://mc-stan.org/interfaces/cmdstan.html) is the shell/command line interface to run Stan language programs. 
+[cmdstan](http://mc-stan.org/interfaces/cmdstan.html) is the shell/command line interface to run Stan language programs. 
 
-[Stan.jl](https://github.com/StanJulia/Stan.jl) wraps CmdStan and captures the samples for further processing.
+[Stan.jl](https://github.com/StanJulia/Stan.jl) wraps cmdstan and captures the samples for further processing.
 
 ## Table of contents
 

diff --git a/docs/src/VERSIONS.md b/docs/src/VERSIONS.md
@@ -10,11 +10,11 @@ New functionality will be introduced in minor level updates. This includes addin
 
 Changes that require updates to some examples bump the major level.
 
-Updates for new releases of Julia and CmdStan bump the appropriate level.
+Updates for new releases of Julia and cmdstan bump the appropriate level.
 
 ## Testing
 
-This version of the package has primarily been tested on Mac OSX 10.14, Julia 1.3 and CmdStan 2.21.0.
+This version of the package has primarily been tested on Mac OSX 10.14, Julia 1.3 and cmdstan 2.21.0.
 
 ## Version 5.0.0
 

diff --git a/test/Examples_Test_Cases/InitThetaDict/init_dict.jl b/test/Examples_Test_Cases/InitThetaDict/init_dict.jl
@@ -1,4 +1,4 @@
-######### CmdStan program example  ###########
+######## StanSample example  ###########
 
 using StanSample, Test