diff --git a/Project.toml b/Project.toml
index 6483638a..725a02e7 100755
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "DataAssimilationBenchmarks"
 uuid = "7c720533-a3c7-49b7-973c-85ef17efca74"
 authors = ["Colin Grudzien <cgrudzien@ucsd.edu> and contributors"]
-version = "0.3.1"
+version = "0.3.1.1"
 
 [deps]
 BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
diff --git a/docs/src/submodules/analysis/ProcessExperimentData.md b/docs/src/submodules/analysis/ProcessExperimentData.md
index 98c5431c..394c25db 100755
--- a/docs/src/submodules/analysis/ProcessExperimentData.md
+++ b/docs/src/submodules/analysis/ProcessExperimentData.md
@@ -2,10 +2,12 @@
 
 ## Processing experiment outputs
 
-The `analysis` directory contains scripts for batch processing the outputs from experiments into time-averaged
-RMSE and spread and arranging these outputs in an array for plotting.  This should be modified based on the
-local paths to stored data.  This will try to load files based on parameter settings written in the name of
-the output .jld2 file and if this is not available, this will store `Inf` values in the place of missing data.
+The `analysis` directory contains examples for batch processing the outputs from experiments into time-averaged
+RMSE and spread and arranging these outputs in an array for plotting.  These examples should be modified based
+on the local paths to stored data and experiment settings.  This will try to load files based on parameter settings
+written in the name of the output `.jld2` file and if this is not available, this will store `Inf` values in the
+place of missing data.  These scripts are not currently integrated or supported, with the expecation that
+one will write their own variants based on their needs with specific experiments.
 
 ## Validating results
 Benchmark configurations for the above filtering and smoothing experiments are available in the open access article
diff --git a/docs/src/submodules/experiments/ParallelExperimentDriver.md b/docs/src/submodules/experiments/ParallelExperimentDriver.md
index b930b822..83f70466 100755
--- a/docs/src/submodules/experiments/ParallelExperimentDriver.md
+++ b/docs/src/submodules/experiments/ParallelExperimentDriver.md
@@ -11,12 +11,12 @@ This module defines argumentless functions to construct an array with each array
 by a [NamedTuple](https://docs.julialang.org/en/v1/base/base/#Core.NamedTuple), defining
 a particular hyper-parameter configuration.  These functions also define a soft-fail method
 for evaluating experiments, with example syntax as
-```
+```{julia}
 args, wrap_exp = method()
 ```
 where the `wrap_exp` follows a convention of
 
-```
+```{julia}
 function wrap_exp(arguments)
     try
         exp(arguments)
@@ -125,7 +125,7 @@ end
 
 With a constructor as above, one can define a script as follows to run the sensitivity test:
 
-```
+```{julia}
 ##############################################################################################
 module run_sensitivity_test 
 ##############################################################################################
diff --git a/src/DataAssimilationBenchmarks.jl b/src/DataAssimilationBenchmarks.jl
index 81d55710..a6b7b3e3 100755
--- a/src/DataAssimilationBenchmarks.jl
+++ b/src/DataAssimilationBenchmarks.jl
@@ -182,7 +182,7 @@ function Info()
 
     print("\n")
     printstyled(" Welcome to DataAssimilationBenchmarks!\n", bold=true)
-    print(" Version v0.3.1, Copyright 2022 Colin Grudzien (cgrudzien@ucsd.edu) et al.\n")
+    print(" Version v0.3.1.1, Copyright 2022 Colin Grudzien (cgrudzien@ucsd.edu) et al.\n")
     print(" Licensed under the Apache License, Version 2.0 \n")
     print(" https://github.com/cgrudz/DataAssimilationBenchmarks/blob/master/LICENSE.md\n")
     print("\n")