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StatisticalRethinkingJulia · Jan 16, 2022 · 8590267 · 8590267
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diff --git a/Project.toml b/Project.toml
@@ -1,7 +1,7 @@
 name = "StatisticalRethinking"
 uuid = "2d09df54-9d0f-5258-8220-54c2a3d4fbee"
 authors = ["Rob J Goedman <goedman@icloud.com>, Max Lapan (@Shmuma)"]
-version = "4.4.5"
+version = "4.5.0"
 
 [deps]
 AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"

diff --git a/README.md b/README.md
@@ -27,11 +27,11 @@ As listed in issue [#145](https://github.com/StatisticalRethinkingJulia/Statisti
 
 Over time more and better options become available to express the material covered in Statistical Rethinking, e.g. the use of KeyedArrays (provided by [AxisKeys.jl](https://github.com/JuliaArrays/AxisArrays.jl)) for the representation of mcmc chains. 
 
-But other examples are the recently developed [ParetoSmooth.jl](https://github.com/TuringLang/ParetoSmooth.jl) which could be used in the PSIS related examples as a replacement for ParetoSmoothedImportanceSampling.jl and the preliminary work by [SHMUMA](https://github.com/Shmuma/Dagitty.jl) on Dagitty.jl (a potential replacement for StructuralCausalModels.jl).
+Other examples are the recently developed [ParetoSmooth.jl](https://github.com/TuringLang/ParetoSmooth.jl) which could be used in the PSIS related examples as a replacement for ParetoSmoothedImportanceSampling.jl and the preliminary work by [SHMUMA](https://github.com/Shmuma/Dagitty.jl) on Dagitty.jl (a potential replacement for StructuralCausalModels.jl).
 
-While StatisticalRethinking v3 focused on making StatisticalRethinking.jl mcmc package independent, StatisticalRethinking v4 aims at de-coupling it from a specific graphical package and thus enables new choices for graphics, e.g. using Makie.jl and AlgebraOfGraphics.jl. 
+While StatisticalRethinking v3 focused on making StatisticalRethinking.jl mcmc package independent, StatisticalRethinking v4 aims at de-coupling it from a specific graphical package and thus enables new choices for graphics, e.g. using Makie.jl and AlgebraOfGraphics.jl.
 
-Also, an attempt has been made to make StatisticalRethinking.jl fit better with the new setup of Pluto notebooks which keep track of used package versions in the notebooks themselves ([see here](https://github.com/fonsp/Pluto.jl/wiki/🎁-Package-management)).
+StatisticalRethinking.jl v4 fits better with the new setup of Pluto notebooks which keep track of used package versions in the notebooks themselves ([see here](https://github.com/fonsp/Pluto.jl/wiki/🎁-Package-management)).
 
 ## Workflow of StatisticalRethinkingJulia (v4):