diff --git a/pluto-deployment-environment/Manifest.toml b/pluto-deployment-environment/Manifest.toml
index 7d90c96..0a6ac52 100644
--- a/pluto-deployment-environment/Manifest.toml
+++ b/pluto-deployment-environment/Manifest.toml
@@ -239,10 +239,10 @@ uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
 version = "0.1.0"
 
 [[deps.Automa]]
-deps = ["PrecompileTools", "TranscodingStreams"]
-git-tree-sha1 = "014bc22d6c400a7703c0f5dc1fdc302440cf88be"
+deps = ["PrecompileTools", "SIMD", "TranscodingStreams"]
+git-tree-sha1 = "a8f503e8e1a5f583fbef15a8440c8c7e32185df2"
 uuid = "67c07d97-cdcb-5c2c-af73-a7f9c32a568b"
-version = "1.0.4"
+version = "1.1.0"
 
 [[deps.AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
@@ -1637,9 +1637,9 @@ version = "0.9.36"
 
 [[deps.JumpProcesses]]
 deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "FunctionWrappers", "Graphs", "LinearAlgebra", "Markdown", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SciMLBase", "Setfield", "StaticArrays", "SymbolicIndexingInterface", "UnPack"]
-git-tree-sha1 = "6e0fb267f2c869df59b6bf9f8cb0f2794f2d85e9"
+git-tree-sha1 = "c3a2cb6f968404ed3b1d5382bbdd7b7d83966598"
 uuid = "ccbc3e58-028d-4f4c-8cd5-9ae44345cda5"
-version = "9.13.7"
+version = "9.14.0"
 weakdeps = ["FastBroadcast"]
 
 [[deps.KLU]]
@@ -3198,10 +3198,10 @@ uuid = "26aad666-b158-4e64-9d35-0e672562fa48"
 version = "0.1.1"
 
 [[deps.SciMLBase]]
-deps = ["ADTypes", "Accessors", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "Expronicon", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "Printf", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SciMLStructures", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "50ed64cd5ad79b0bef71fdb6a11d10c3448bfef0"
+deps = ["ADTypes", "Accessors", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "Expronicon", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "Printf", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SciMLStructures", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface"]
+git-tree-sha1 = "81f58f868dc2cf1b3fb464c2674b28161c9ed25b"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "2.56.1"
+version = "2.56.2"
 
     [deps.SciMLBase.extensions]
     SciMLBaseChainRulesCoreExt = "ChainRulesCore"
@@ -3230,9 +3230,9 @@ version = "0.1.0"
 
 [[deps.SciMLOperators]]
 deps = ["Accessors", "ArrayInterface", "DocStringExtensions", "LinearAlgebra", "MacroTools"]
-git-tree-sha1 = "e39c5f217f9aca640c8e27ab21acf557a3967db5"
+git-tree-sha1 = "ef388ca9e4921ec5614ce714f8aa59a5cd33d867"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "0.3.10"
+version = "0.3.11"
 weakdeps = ["SparseArrays", "StaticArraysCore"]
 
     [deps.SciMLOperators.extensions]
@@ -3613,9 +3613,9 @@ version = "3.7.2"
 
 [[deps.Symbolics]]
 deps = ["ADTypes", "ArrayInterface", "Bijections", "CommonWorldInvalidations", "ConstructionBase", "DataStructures", "DiffRules", "Distributions", "DocStringExtensions", "DomainSets", "DynamicPolynomials", "IfElse", "LaTeXStrings", "Latexify", "Libdl", "LinearAlgebra", "LogExpFunctions", "MacroTools", "Markdown", "NaNMath", "PrecompileTools", "Primes", "RecipesBase", "Reexport", "RuntimeGeneratedFunctions", "SciMLBase", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArraysCore", "SymbolicIndexingInterface", "SymbolicLimits", "SymbolicUtils", "TermInterface"]
-git-tree-sha1 = "aa3218c29b81384531631b2e5354fdf034a13ec2"
+git-tree-sha1 = "8d763bd8e2e815ae013e9d8aae7c2b427caa96a6"
 uuid = "0c5d862f-8b57-4792-8d23-62f2024744c7"
-version = "6.14.1"
+version = "6.15.0"
 
     [deps.Symbolics.extensions]
     SymbolicsForwardDiffExt = "ForwardDiff"
diff --git a/src/analysis/plots_01_corr.jl b/src/analysis/plots_01_corr.jl
index 6f28f26..2ff6cda 100644
--- a/src/analysis/plots_01_corr.jl
+++ b/src/analysis/plots_01_corr.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.46
+# v0.19.47
 
 #> [frontmatter]
 #> chapter = 1
@@ -23,13 +23,22 @@ begin
 using TidierFiles, TidierData, TidierPlots
 
 # ╔═╡ 50dcffe7-f013-4540-804f-a3badc413f62
-using CairoMakie
+using WGLMakie
 
 # ╔═╡ 07f923d3-3995-4915-a7f3-c236e6a6d0ea
 md"# Plot Correlation"
 
 # ╔═╡ 6856872e-c148-4e7e-8835-92adf9a1186b
-CairoMakie.Makie.inline!()
+WGLMakie.activate!()
+
+# ╔═╡ d393be84-e5b3-4c33-a66d-f4ef3ff82a8d
+function Base.show(io::IO, ::MIME"text/html", x::TidierPlots.GGPlotGrid)
+	show(io, MIME"text/html"(),
+        with_theme(x.plots[1].theme) do
+            draw_ggplot(x)
+        end
+    )
+end
 
 # ╔═╡ 8eecaeac-b0d9-4587-9a9f-61db52c31ff8
 md"## Regression Plot"
@@ -52,20 +61,11 @@ p3 = ggplot(ads, @aes(x = newspaper, y = sales)) +
      geom_point(color=:red) +
      geom_smooth(method=:lm, linewidth=3, alpha=0.5)
 
-# ╔═╡ dc0e2788-5a4a-4290-8ea3-a0556ac1ec3a
-p13 = (p1 + p2 + p3 + plot_layout(ncol=3, nrow=1, widths=[2, 2, 2], heights=[1]));
-
-# ╔═╡ 1f0a569a-b99f-4626-9be7-63fbfbd7f333
-p13.plots
-
-# ╔═╡ ccbb8c49-ba45-4e41-894d-cc93a6814a66
-p13.grid
-
-# ╔═╡ 2902c294-aeff-4351-a2f3-337320f9d781
-p13.grid
-
-# ╔═╡ d393be84-e5b3-4c33-a66d-f4ef3ff82a8d
+# ╔═╡ 636af518-6bdb-4c6c-ac03-d0971dfaa479
+p13 = p1 + p2 + p3;
 
+# ╔═╡ 661926a4-4810-4be8-af66-d12416e828f3
+p13
 
 # ╔═╡ Cell order:
 # ╟─07f923d3-3995-4915-a7f3-c236e6a6d0ea
@@ -73,13 +73,11 @@ p13.grid
 # ╠═a6999fdb-d20a-4a13-b7e9-eee118eb98fa
 # ╠═50dcffe7-f013-4540-804f-a3badc413f62
 # ╠═6856872e-c148-4e7e-8835-92adf9a1186b
+# ╠═d393be84-e5b3-4c33-a66d-f4ef3ff82a8d
 # ╟─8eecaeac-b0d9-4587-9a9f-61db52c31ff8
 # ╠═902a1f74-8d10-43c7-a1eb-d090438f0a27
 # ╠═52d98253-dd93-4af8-b6d3-d9d2d5b9b1e2
 # ╠═efb16650-04b3-47ea-8f1f-3a2436751adc
 # ╠═3b604dd8-d398-4bab-91d1-72bd70a965dc
-# ╠═dc0e2788-5a4a-4290-8ea3-a0556ac1ec3a
-# ╠═1f0a569a-b99f-4626-9be7-63fbfbd7f333
-# ╠═ccbb8c49-ba45-4e41-894d-cc93a6814a66
-# ╠═2902c294-aeff-4351-a2f3-337320f9d781
-# ╠═d393be84-e5b3-4c33-a66d-f4ef3ff82a8d
+# ╠═636af518-6bdb-4c6c-ac03-d0971dfaa479
+# ╠═661926a4-4810-4be8-af66-d12416e828f3
diff --git a/src/prob/prob_1_distributions.jl b/src/prob/prob_1_distributions.jl
index a89b57b..7d2b6b8 100644
--- a/src/prob/prob_1_distributions.jl
+++ b/src/prob/prob_1_distributions.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.46
+# v0.19.47
 
 #> [frontmatter]
 #> chapter = 3
@@ -15,11 +15,7 @@ using InteractiveUtils
 # This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
 macro bind(def, element)
     quote
-        local iv = try
-            Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value
-        catch
-            b -> missing
-        end
+        local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end
         local el = $(esc(element))
         global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
         el
@@ -165,7 +161,7 @@ begin
 
     stem!(axd,
         Bernoulli(pb),
-        linewidth=3,
+        stemwidth=3,
         markersize=12,
         color=:white,
         stemcolor=:blue,
@@ -198,7 +194,7 @@ begin
 
     stem!(axs,
         Binomial(n, p),
-        linewidth=3,
+        stemwidth=3,
         markersize=12,
         color=:white,
         stemcolor=:blue,
@@ -228,7 +224,7 @@ begin
 
     stem!(axpo,
         Poisson(λ),
-        linewidth=3,
+        stemwidth=3,
         markersize=12,
         color=:white,
         stemcolor=:blue,