From 897ab9c3d1be79febfbd176c63d79df0445c599f Mon Sep 17 00:00:00 2001
From: gaelforget <gforget@mit.edu>
Date: Tue, 18 Jan 2022 23:29:28 -0500
Subject: [PATCH] improve example

---
 .../worldwide/global_ocean_circulation.jl     | 415 +++++++++++-------
 1 file changed, 262 insertions(+), 153 deletions(-)

diff --git a/examples/worldwide/global_ocean_circulation.jl b/examples/worldwide/global_ocean_circulation.jl
index 3372be18..aa40b23e 100644
--- a/examples/worldwide/global_ocean_circulation.jl
+++ b/examples/worldwide/global_ocean_circulation.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.17.3
+# v0.17.5
 
 using Markdown
 using InteractiveUtils
@@ -7,7 +7,7 @@ using InteractiveUtils
 # ╔═╡ 104ce9b0-3fd1-11ec-3eff-3b029552e3d9
 begin
 	using IndividualDisplacements, OceanStateEstimation, DataFrames, Statistics, CSV
-	using MeshArrays, MITgcmTools, NetCDF, Plots
+	using MeshArrays, MITgcmTools, NetCDF, Plots, PlutoUI
 	"done with loading packages"
 end
 
@@ -25,6 +25,9 @@ which is here repeated for `ny` years. For additional documentation e.g. see :
 [![simulated particle movie (5m)](https://user-images.githubusercontent.com/20276764/84766999-b801ad80-af9f-11ea-922a-610ad8a257dc.png)](https://youtu.be/W5DNqJG9jt0)
 """
 
+# ╔═╡ 171fa252-7a35-4d4a-a940-60de77327cf4
+TableOfContents()
+
 # ╔═╡ 7fec71b4-849f-4369-bec2-26bfe2e00a97
 md"""## 1. Grid and Velocity Files"""
 
@@ -82,6 +85,9 @@ md"""## 3.4 Compute summary statistics
 See [DataFrames.jl](https://juliadata.github.io/DataFrames.jl/latest/) documentation for detail and additinal functionalities.
 """
 
+# ╔═╡ c5ba37e9-2a68-4448-a2cb-dea1fbf08f1e
+md"""## 4. Plot Individual Displacements"""
+
 # ╔═╡ 4b887e2f-7505-4db2-8784-400a786fba10
 begin
 	function CalcIntFac(Γ)
@@ -94,6 +100,9 @@ begin
 	"Done with interpolation coefficients for map"
 end
 
+# ╔═╡ de8dbb43-68bc-4fb2-b0c8-07100b8a97a0
+md"""## 5. Helper Functions"""
+
 # ╔═╡ af74c6c8-1859-4fdf-ae2b-5af8dccdee60
 """
     OceanDepthLog(Γ,IntFac)
@@ -380,14 +389,6 @@ begin
 	sgdf= combine(gdf,nrow,:lat => mean)
 end
 
-# ╔═╡ e1cdcac9-c3cc-4ce4-a477-452ca460a3d5
-begin
-	fig=plot(;xlims=(-180,180),ylims=(-90,90),legend=:none)
-	p!(x,y)=scatter!(fig,x,y,markersize=1.1,markerstrokewidth=0)
-	[p!(gdf[i].lon,gdf[i].lat) for i in rand(collect(1:length(gdf)),10)]
-	fig
-end
-
 # ╔═╡ 4a7ba3ff-449a-44e1-ad10-1de15a6d31cc
 """
     globalmap(𝐼::Individuals,background::NamedTuple)
@@ -415,6 +416,35 @@ begin
 	globalmap(𝐼,DL)
 end
 
+# ╔═╡ e1cdcac9-c3cc-4ce4-a477-452ca460a3d5
+begin
+
+	function p!(fig,x,y)
+		xlims=(0.,360.0)
+		lo=deepcopy(x); lo[findall(lo.<xlims[1])]=lo[findall(lo.<xlims[1])].+360
+		scatter!(fig,lo,y,color=:red,markersize=1.5,markerstrokewidth=0)
+	end
+
+	function globalmap_b(𝐵::NamedTuple)
+		
+		fig=plot(;xlims=(0.,360.0),ylims=(-90,90),legend=:none)
+
+	    xlims=extrema(𝐵.lon)
+	    ylims=extrema(𝐵.lat)
+	    heatmap!(fig,𝐵.lon,𝐵.lat,𝐵.fld,clims=𝐵.rng,c = :ice, 
+	    colorbar=false, xlims=xlims,ylims=ylims)
+	
+		fig
+	end
+	
+	#fig=globalmap_b(DL)
+	#[p!(fig,gdf[i].lon,gdf[i].lat) for i in rand(collect(1:length(gdf)),500)]
+	#fig
+
+	"alternate plot method"
+
+end
+
 # ╔═╡ 00000000-0000-0000-0000-000000000001
 PLUTO_PROJECT_TOML_CONTENTS = """
 [deps]
@@ -426,6 +456,7 @@ MeshArrays = "cb8c808f-1acf-59a3-9d2b-6e38d009f683"
 NetCDF = "30363a11-5582-574a-97bb-aa9a979735b9"
 OceanStateEstimation = "891f6deb-a4f5-4bc5-a2e3-1e8f649cdd2c"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [compat]
@@ -437,6 +468,7 @@ MeshArrays = "~0.2.31"
 NetCDF = "~0.11.3"
 OceanStateEstimation = "~0.2.0"
 Plots = "~1.25.2"
+PlutoUI = "~0.7.30"
 """
 
 # ╔═╡ 00000000-0000-0000-0000-000000000002
@@ -452,11 +484,17 @@ git-tree-sha1 = "82e9580aff0d2c1703f4bf38a9de79e927f252f9"
 uuid = "fbe9abb3-538b-5e4e-ba9e-bc94f4f92ebc"
 version = "1.74.0"
 
+[[deps.AbstractPlutoDingetjes]]
+deps = ["Pkg"]
+git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481"
+uuid = "6e696c72-6542-2067-7265-42206c756150"
+version = "1.1.4"
+
 [[deps.Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
+git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.3.1"
+version = "3.3.3"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
@@ -469,9 +507,9 @@ version = "0.2.0"
 
 [[deps.ArrayInterface]]
 deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "265b06e2b1f6a216e0e8f183d28e4d354eab3220"
+git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.2.1"
+version = "3.2.2"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -499,9 +537,9 @@ version = "1.21.1+0"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c3598e525718abcc440f69cc6d5f60dda0a1b61e"
+git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
-version = "1.0.6+5"
+version = "1.0.8+0"
 
 [[deps.CFTime]]
 deps = ["Dates", "Printf"]
@@ -516,16 +554,16 @@ uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"
 version = "0.1.6"
 
 [[deps.CSV]]
-deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mglobalmap", "Parsers", "PooledArrays", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings"]
+deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings"]
 git-tree-sha1 = "49f14b6c56a2da47608fe30aed711b5882264d7a"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 version = "0.9.11"
 
 [[deps.Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "e2f47f6d8337369411569fd45ae5753ca10394c6"
+git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.16.0+6"
+version = "1.16.1+1"
 
 [[deps.CatViews]]
 deps = ["Random", "Test"]
@@ -535,9 +573,9 @@ version = "1.0.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "4c26b4e9e91ca528ea212927326ece5918a04b47"
+git-tree-sha1 = "6e39c91fb4b84dcb870813c91674bdebb9145895"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.11.2"
+version = "1.11.5"
 
 [[deps.ChangesOfVariables]]
 deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
@@ -565,9 +603,9 @@ version = "0.7.0"
 
 [[deps.ColorSchemes]]
 deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
-git-tree-sha1 = "a851fec56cb73cfdf43762999ec72eff5b86882a"
+git-tree-sha1 = "6b6f04f93710c71550ec7e16b650c1b9a612d0b6"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.15.0"
+version = "3.16.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -615,9 +653,9 @@ uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
 version = "0.5.7"
 
 [[deps.Crayons]]
-git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
+git-tree-sha1 = "b618084b49e78985ffa8422f32b9838e397b9fc2"
 uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
-version = "4.0.4"
+version = "4.1.0"
 
 [[deps.CyclicArrays]]
 git-tree-sha1 = "4ab3cb8563aceca605a543a19aacaf09c6781dd3"
@@ -637,9 +675,9 @@ version = "1.9.0"
 
 [[deps.DataFrames]]
 deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "2e993336a3f68216be91eb8ee4625ebbaba19147"
+git-tree-sha1 = "cfdfef912b7f93e4b848e80b9befdf9e331bc05a"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.3.0"
+version = "1.3.1"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
@@ -668,9 +706,9 @@ version = "0.4.0"
 
 [[deps.DiffEqBase]]
 deps = ["ArrayInterface", "ChainRulesCore", "DEDataArrays", "DataStructures", "Distributions", "DocStringExtensions", "FastBroadcast", "ForwardDiff", "FunctionWrappers", "IterativeSolvers", "LabelledArrays", "LinearAlgebra", "Logging", "MuladdMacro", "NonlinearSolve", "Parameters", "PreallocationTools", "Printf", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "Setfield", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "ZygoteRules"]
-git-tree-sha1 = "976a9d34dff2f2bad494cec64c32d54168db21b2"
+git-tree-sha1 = "15e43e11701b8c0b6250d7996b5768751f5a10c2"
 uuid = "2b5f629d-d688-5b77-993f-72d75c75574e"
-version = "6.77.1"
+version = "6.81.0"
 
 [[deps.DiffResults]]
 deps = ["StaticArrays"]
@@ -685,9 +723,9 @@ uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
 version = "1.9.0"
 
 [[deps.DiskArrays]]
-git-tree-sha1 = "6a50d800025a1664c99a8e819e0568c75e3ac0c7"
+git-tree-sha1 = "cfca3b5d0df57f6315b5187482ab8eae4a5beb0e"
 uuid = "3c3547ce-8d99-4f5e-a174-61eb10b00ae3"
-version = "0.2.12"
+version = "0.2.13"
 
 [[deps.Distances]]
 deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
@@ -701,9 +739,9 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
 deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "c1724611e6ae29c6094c8d9850e3136297ba7fff"
+git-tree-sha1 = "08f8555cb66936b871dcfdad09a4f89e754181db"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.36"
+version = "0.25.40"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -729,14 +767,14 @@ version = "2.2.10+0"
 
 [[deps.ExponentialUtilities]]
 deps = ["ArrayInterface", "LinearAlgebra", "Printf", "Requires", "SparseArrays"]
-git-tree-sha1 = "1b873816d2cfc8c0fcb1edcb08e67fdf630a70b7"
+git-tree-sha1 = "3e1289d9a6a54791c1ee60da0850f4fd71188da6"
 uuid = "d4d017d3-3776-5f7e-afef-a10c40355c18"
-version = "1.10.2"
+version = "1.11.0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "b7e3d17636b348f005f11040025ae8c6f645fe92"
+git-tree-sha1 = "24565044e60bc48a7562e75bcf14f084901dc0b6"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.EzXML]]
 deps = ["Printf", "XML2_jll"]
@@ -751,16 +789,16 @@ uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
 version = "0.4.1"
 
 [[deps.FFMPEG_jll]]
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-git-tree-sha1 = "3cc57ad0a213808473eafef4845a74766242e05f"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
+git-tree-sha1 = "d8a578692e3077ac998b50c0217dfd67f21d1e5f"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "4.3.1+4"
+version = "4.4.0+0"
 
 [[deps.FastBroadcast]]
 deps = ["LinearAlgebra", "Polyester", "Static"]
-git-tree-sha1 = "e32a81c505ab234c992ca978f31ed8b0dabbc327"
+git-tree-sha1 = "0f8ef5dcb040dbb9edd98b1763ac10882ee1ff03"
 uuid = "7034ab61-46d4-4ed7-9d0f-46aef9175898"
-version = "0.1.11"
+version = "0.1.12"
 
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 git-tree-sha1 = "acebe244d53ee1b461970f8910c235b259e772ef"
@@ -781,9 +819,9 @@ version = "0.12.7"
 
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 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "8b3c09b56acaf3c0e581c66638b85c8650ee9dca"
+git-tree-sha1 = "6eae72e9943d8992d14359c32aed5f892bda1569"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.8.1"
+version = "2.10.0"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -793,9 +831,9 @@ version = "0.8.4"
 
 [[deps.Fontconfig_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "35895cf184ceaab11fd778b4590144034a167a2f"
+git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
 uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
-version = "2.13.1+14"
+version = "2.13.93+0"
 
 [[deps.Formatting]]
 deps = ["Printf"]
@@ -816,9 +854,9 @@ version = "0.10.24"
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "cbd58c9deb1d304f5a245a0b7eb841a2560cfec6"
+git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
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+version = "2.10.4+0"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -842,16 +880,16 @@ uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
 version = "3.3.5+1"
 
 [[deps.GR]]
-deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
-git-tree-sha1 = "30f2b340c2fff8410d89bfcdc9c0a6dd661ac5f7"
+deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "RelocatableFolders", "Serialization", "Sockets", "Test", "UUIDs"]
+git-tree-sha1 = "4a740db447aae0fbeb3ee730de1afbb14ac798a1"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.62.1"
+version = "0.63.1"
 
 [[deps.GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "d59e8320c2747553788e4fc42231489cc602fa50"
+git-tree-sha1 = "aa22e1ee9e722f1da183eb33370df4c1aeb6c2cd"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
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+version = "0.63.1+0"
 
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 deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
@@ -860,10 +898,10 @@ uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
 version = "0.4.1"
 
 [[deps.Gettext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "8c14294a079216000a0bdca5ec5a447f073ddc9d"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
+git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
 uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
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 deps = ["Git_jll"]
@@ -872,28 +910,34 @@ uuid = "d7ba0133-e1db-5d97-8f8c-041e4b3a1eb2"
 version = "1.2.1"
 
 [[deps.GitHub]]
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-git-tree-sha1 = "c8594dff1ed76e232d8063b2a2555335900af6f3"
+deps = ["Base64", "Dates", "HTTP", "JSON", "MbedTLS", "Sockets", "SodiumSeal", "URIs"]
+git-tree-sha1 = "056781ae7b953289778408b136f8708a46837979"
 uuid = "bc5e4493-9b4d-5f90-b8aa-2b2bcaad7a26"
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 [[deps.Git_jll]]
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-git-tree-sha1 = "33be385f3432a5a5b7f6965af9592d4407f3167f"
+git-tree-sha1 = "6e93d42b97978709e9c941fa43d0f01701f0d290"
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+version = "2.34.1+0"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "04690cc5008b38ecbdfede949220bc7d9ba26397"
+git-tree-sha1 = "a32d672ac2c967f3deb8a81d828afc739c838a06"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.59.0+4"
+version = "2.68.3+2"
+
+[[deps.Graphite2_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
+uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
+version = "1.3.14+0"
 
 [[deps.Graphs]]
-deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
-git-tree-sha1 = "92243c07e786ea3458532e199eb3feee0e7e08eb"
+deps = ["ArnoldiMethod", "Compat", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
+git-tree-sha1 = "d727758173afef0af878b29ac364a0eca299fc6b"
 uuid = "86223c79-3864-5bf0-83f7-82e725a168b6"
-version = "1.4.1"
+version = "1.5.1"
 
 [[deps.Grisu]]
 git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
@@ -912,6 +956,12 @@ git-tree-sha1 = "0fa77022fe4b511826b39c894c90daf5fce3334a"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 version = "0.9.17"
 
+[[deps.HarfBuzz_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
+git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
+version = "2.8.1+1"
+
 [[deps.HostCPUFeatures]]
 deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"]
 git-tree-sha1 = "8f0dc80088981ab55702b04bba38097a44a1a3a9"
@@ -926,9 +976,26 @@ version = "2.0.0"
 
 [[deps.Hwloc_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3395d4d4aeb3c9d31f5929d32760d8baeee88aaf"
+git-tree-sha1 = "d8bccde6fc8300703673ef9e1383b11403ac1313"
 uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8"
-version = "2.5.0+0"
+version = "2.7.0+0"
+
+[[deps.Hyperscript]]
+deps = ["Test"]
+git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9"
+uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91"
+version = "0.0.4"
+
+[[deps.HypertextLiteral]]
+git-tree-sha1 = "2b078b5a615c6c0396c77810d92ee8c6f470d238"
+uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
+version = "0.9.3"
+
+[[deps.IOCapture]]
+deps = ["Logging", "Random"]
+git-tree-sha1 = "f7be53659ab06ddc986428d3a9dcc95f6fa6705a"
+uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
+version = "0.2.2"
 
 [[deps.IfElse]]
 git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -937,9 +1004,9 @@ version = "0.1.1"
 
 [[deps.IndividualDisplacements]]
 deps = ["Artifacts", "CFTime", "CSV", "CyclicArrays", "DataFrames", "Dates", "LazyArtifacts", "MeshArrays", "NetCDF", "OrdinaryDiffEq", "Random", "UnPack"]
-git-tree-sha1 = "580636fff0fe9a0d024f24c8b72e15fd684aeaa3"
+git-tree-sha1 = "8a3f907a48a692e7d99ac254452af23471aaee60"
 uuid = "b92f0c32-5b7e-11e9-1d7b-238b2da8b0e6"
-version = "0.3.5"
+version = "0.3.6"
 
 [[deps.Inflate]]
 git-tree-sha1 = "f5fc07d4e706b84f72d54eedcc1c13d92fb0871c"
@@ -996,9 +1063,9 @@ version = "1.0.0"
 
 [[deps.JLLWrappers]]
 deps = ["Preferences"]
-git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e"
+git-tree-sha1 = "22df5b96feef82434b07327e2d3c770a9b21e023"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
@@ -1012,6 +1079,24 @@ git-tree-sha1 = "d735490ac75c5cb9f1b00d8b5509c11984dc6943"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
 version = "2.1.0+0"
 
+[[deps.KLU]]
+deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse_jll"]
+git-tree-sha1 = "1ed18ccf6292d89abf85beba35b9399aeddff9b2"
+uuid = "ef3ab10e-7fda-4108-b977-705223b18434"
+version = "0.2.3"
+
+[[deps.Krylov]]
+deps = ["LinearAlgebra", "Printf", "SparseArrays"]
+git-tree-sha1 = "2906bbe840175708e9fc33e5067bdab4bfe42bd2"
+uuid = "ba0b0d4f-ebba-5204-a429-3ac8c609bfb7"
+version = "0.7.10"
+
+[[deps.KrylovKit]]
+deps = ["LinearAlgebra", "Printf"]
+git-tree-sha1 = "0328ad9966ae29ccefb4e1b9bfd8c8867e4360df"
+uuid = "0b1a1467-8014-51b9-945f-bf0ae24f4b77"
+version = "0.5.3"
+
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
@@ -1031,9 +1116,9 @@ version = "1.3.0"
 
 [[deps.LabelledArrays]]
 deps = ["ArrayInterface", "ChainRulesCore", "LinearAlgebra", "MacroTools", "StaticArrays"]
-git-tree-sha1 = "3609bbf5feba7b22fb35fe7cb207c8c8d2e2fc5b"
+git-tree-sha1 = "41158dee1d434944570b02547d404e075da15690"
 uuid = "2ee39098-c373-598a-b85f-a56591580800"
-version = "1.6.7"
+version = "1.7.0"
 
 [[deps.Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
@@ -1067,12 +1152,6 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
 
-[[deps.LibVPX_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "12ee7e23fa4d18361e7c2cde8f8337d4c3101bc7"
-uuid = "dd192d2f-8180-539f-9fb4-cc70b1dcf69a"
-version = "1.10.0+0"
-
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
@@ -1134,6 +1213,12 @@ version = "7.1.1"
 deps = ["Libdl", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
+[[deps.LinearSolve]]
+deps = ["ArrayInterface", "DocStringExtensions", "IterativeSolvers", "KLU", "Krylov", "KrylovKit", "LinearAlgebra", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "Setfield", "SparseArrays", "SuiteSparse", "UnPack"]
+git-tree-sha1 = "839ea3d50963484c6ce6b7249c53fc5cf66767fb"
+uuid = "7ed4a6bd-45f5-4d41-b270-4a48e9bafcae"
+version = "1.6.0"
+
 [[deps.LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
 git-tree-sha1 = "e5718a00af0ab9756305a0392832c8952c7426c1"
@@ -1144,10 +1229,10 @@ version = "0.3.6"
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[deps.LoopVectorization]]
-deps = ["ArrayInterface", "CPUSummary", "CloseOpenIntervals", "DocStringExtensions", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "Requires", "SIMDDualNumbers", "SLEEFPirates", "Static", "ThreadingUtilities", "UnPack", "VectorizationBase"]
-git-tree-sha1 = "9e10579c154f785b911d9ceb96c33fcc1a661171"
+deps = ["ArrayInterface", "CPUSummary", "ChainRulesCore", "CloseOpenIntervals", "DocStringExtensions", "ForwardDiff", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "SIMDDualNumbers", "SLEEFPirates", "SpecialFunctions", "Static", "ThreadingUtilities", "UnPack", "VectorizationBase"]
+git-tree-sha1 = "67c0dfeae307972b50009ce220aae5684ea852d1"
 uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
-version = "0.12.99"
+version = "0.12.101"
 
 [[deps.Lz4_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1245,9 +1330,9 @@ version = "0.4.9"
 
 [[deps.NetCDF]]
 deps = ["DiskArrays", "Formatting", "NetCDF_jll"]
-git-tree-sha1 = "23b0e32fde256a4e2e497e678abcf956ed26204b"
+git-tree-sha1 = "8aca90c1a0f6c3bb65be11d307d8aad6b200087b"
 uuid = "30363a11-5582-574a-97bb-aa9a979735b9"
-version = "0.11.3"
+version = "0.11.4"
 
 [[deps.NetCDF_jll]]
 deps = ["Artifacts", "HDF5_jll", "JLLWrappers", "LibCURL_jll", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Pkg", "Zlib_jll", "nghttp2_jll"]
@@ -1260,9 +1345,9 @@ uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[deps.NonlinearSolve]]
 deps = ["ArrayInterface", "FiniteDiff", "ForwardDiff", "IterativeSolvers", "LinearAlgebra", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "SciMLBase", "Setfield", "StaticArrays", "UnPack"]
-git-tree-sha1 = "8dc3be3e9edf976a3e79363b3bd2ad776a627c31"
+git-tree-sha1 = "200321809e94ba9eb70e7d7c3de8a7a6679a18b3"
 uuid = "8913a72c-1f9b-4ce2-8d82-65094dcecaec"
-version = "0.3.12"
+version = "0.3.13"
 
 [[deps.OceanStateEstimation]]
 deps = ["Artifacts", "CodecZlib", "Downloads", "FortranFiles", "LazyArtifacts", "MITgcmTools", "MeshArrays", "Statistics", "Tar"]
@@ -1278,9 +1363,9 @@ version = "1.10.8"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "7937eda4681660b4d6aeeecc2f7e1c81c8ee4e2f"
+git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
 uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
-version = "1.3.5+0"
+version = "1.3.5+1"
 
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
@@ -1292,9 +1377,9 @@ uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "15003dcb7d8db3c6c857fda14891a539a8f2705a"
+git-tree-sha1 = "648107615c15d4e09f7eca16307bc821c1f718d8"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.10+0"
+version = "1.1.13+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1314,10 +1399,10 @@ uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
 version = "1.4.1"
 
 [[deps.OrdinaryDiffEq]]
-deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastClosures", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "LoopVectorization", "MacroTools", "MuladdMacro", "NLsolve", "Polyester", "PreallocationTools", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
-git-tree-sha1 = "aab86872f5dccb1a6251ae7935b286e784dadba0"
+deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastClosures", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "LinearSolve", "Logging", "LoopVectorization", "MacroTools", "MuladdMacro", "NLsolve", "Polyester", "PreallocationTools", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
+git-tree-sha1 = "f10323023a0fc017c07de2a6d1b4604cace7f345"
 uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
-version = "5.71.0"
+version = "6.4.1"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -1343,9 +1428,9 @@ version = "0.12.3"
 
 [[deps.Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "d7fa6237da8004be601e19bd6666083056649918"
+git-tree-sha1 = "92f91ba9e5941fc781fecf5494ac1da87bdac775"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.1.3"
+version = "2.2.0"
 
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1365,21 +1450,27 @@ version = "2.0.1"
 
 [[deps.PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
-git-tree-sha1 = "e4fe0b50af3130ddd25e793b471cb43d5279e3e6"
+git-tree-sha1 = "68604313ed59f0408313228ba09e79252e4b2da8"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.1.1"
+version = "1.1.2"
 
 [[deps.Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun"]
-git-tree-sha1 = "65ebc27d8c00c84276f14aaf4ff63cbe12016c70"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
+git-tree-sha1 = "db7393a80d0e5bef70f2b518990835541917a544"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.25.2"
+version = "1.25.6"
+
+[[deps.PlutoUI]]
+deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
+git-tree-sha1 = "5c0eb9099596090bb3215260ceca687b888a1575"
+uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
+version = "0.7.30"
 
 [[deps.Polyester]]
 deps = ["ArrayInterface", "BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "ManualMemory", "PolyesterWeave", "Requires", "Static", "StrideArraysCore", "ThreadingUtilities"]
-git-tree-sha1 = "892b8d9dd3c7987a4d0fd320f0a421dd90b5d09d"
+git-tree-sha1 = "3c44fc250c04352839cea8d5b9d94bcb7b3de420"
 uuid = "f517fe37-dbe3-4b94-8317-1923a5111588"
-version = "0.5.4"
+version = "0.6.2"
 
 [[deps.PolyesterWeave]]
 deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"]
@@ -1395,21 +1486,21 @@ version = "1.4.0"
 
 [[deps.PreallocationTools]]
 deps = ["Adapt", "ArrayInterface", "ForwardDiff", "LabelledArrays"]
-git-tree-sha1 = "435379f01c1e6f7ca65cf46fdd403226f1d36e37"
+git-tree-sha1 = "e4cb8d4a2edf9b3804c1fb2c2de57d634ff3f36e"
 uuid = "d236fae5-4411-538c-8e31-a6e3d9e00b46"
-version = "0.2.1"
+version = "0.2.3"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "00cfd92944ca9c760982747e9a1d0d5d86ab1e5a"
+git-tree-sha1 = "2cf929d64681236a2e074ffafb8d568733d2e6af"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.2.2"
+version = "1.2.3"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
-git-tree-sha1 = "d940010be611ee9d67064fe559edbb305f8cc0eb"
+git-tree-sha1 = "dfb54c4e414caa595a1f2ed759b160f5a3ddcba5"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "1.2.3"
+version = "1.3.1"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -1417,9 +1508,9 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
 [[deps.Qt5Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"]
-git-tree-sha1 = "16626cfabbf7206d60d84f2bf4725af7b37d4a77"
+git-tree-sha1 = "ad368663a5e20dbb8d6dc2fddeefe4dae0781ae8"
 uuid = "ea2cea3b-5b76-57ae-a6ef-0a8af62496e1"
-version = "5.15.2+0"
+version = "5.15.3+0"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
@@ -1442,32 +1533,38 @@ version = "1.2.1"
 
 [[deps.RecipesPipeline]]
 deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
-git-tree-sha1 = "7ad0dfa8d03b7bcf8c597f59f5292801730c55b8"
+git-tree-sha1 = "37c1631cb3cc36a535105e6d5557864c82cd8c2b"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.4.1"
+version = "0.5.0"
 
 [[deps.RecursiveArrayTools]]
-deps = ["ArrayInterface", "ChainRulesCore", "DocStringExtensions", "FillArrays", "LinearAlgebra", "RecipesBase", "Requires", "StaticArrays", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "c944fa4adbb47be43376359811c0a14757bdc8a8"
+deps = ["Adapt", "ArrayInterface", "ChainRulesCore", "DocStringExtensions", "FillArrays", "LinearAlgebra", "RecipesBase", "Requires", "StaticArrays", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "6b96eb51a22af7e927d9618eaaf135a3520f8e2f"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.20.0"
+version = "2.24.0"
 
 [[deps.RecursiveFactorization]]
 deps = ["LinearAlgebra", "LoopVectorization", "Polyester", "StrideArraysCore", "TriangularSolve"]
-git-tree-sha1 = "b7edd69c796b30985ea6dfeda8504cdb7cf77e9f"
+git-tree-sha1 = "a6564a98066f512ff2efd438c8f1ce4262d69b87"
 uuid = "f2c3362d-daeb-58d1-803e-2bc74f2840b4"
-version = "0.2.5"
+version = "0.2.7"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
 version = "1.2.2"
 
+[[deps.RelocatableFolders]]
+deps = ["SHA", "Scratch"]
+git-tree-sha1 = "cdbd3b1338c72ce29d9584fdbe9e9b70eeb5adca"
+uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
+version = "0.1.3"
+
 [[deps.Requires]]
 deps = ["UUIDs"]
-git-tree-sha1 = "8f82019e525f4d5c669692772a6f4b0a58b06a6a"
+git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.Retry]]
 git-tree-sha1 = "41ac127cd281bb33e42aba46a9d3b25cd35fc6d5"
@@ -1508,9 +1605,9 @@ version = "0.6.28"
 
 [[deps.SciMLBase]]
 deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "RecipesBase", "RecursiveArrayTools", "StaticArrays", "Statistics", "Tables", "TreeViews"]
-git-tree-sha1 = "6f3c31990f63ac67ff6a485ccf77c5d8f7257547"
+git-tree-sha1 = "40c1c606543c0130cd3673f0dd9e11f2b5d76cd0"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.23.1"
+version = "1.26.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
@@ -1520,9 +1617,9 @@ version = "1.1.0"
 
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "244586bc07462d22aed0113af9c731f2a518c93e"
+git-tree-sha1 = "15dfe6b103c2a993be24404124b8791a09460983"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.10"
+version = "1.3.11"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -1570,9 +1667,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SparseDiffTools]]
 deps = ["Adapt", "ArrayInterface", "Compat", "DataStructures", "FiniteDiff", "ForwardDiff", "Graphs", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays", "VertexSafeGraphs"]
-git-tree-sha1 = "f33a0f6721b270cdf417f0c986e93c973e5913c8"
+git-tree-sha1 = "75c89362201983c500dd34923b015dbecdae7a90"
 uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804"
-version = "1.19.1"
+version = "1.20.0"
 
 [[deps.SpecialFunctions]]
 deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
@@ -1588,24 +1685,24 @@ version = "0.4.1"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da"
+git-tree-sha1 = "2ae4fe21e97cd13efd857462c1869b73c9f61be3"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.2.13"
+version = "1.3.2"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[deps.StatsAPI]]
-git-tree-sha1 = "0f2aa8e32d511f758a2ce49208181f7733a0936a"
+git-tree-sha1 = "d88665adc9bcf45903013af0982e2fd05ae3d0a6"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "2bb0cb32026a66037360606510fca5984ccc6b75"
+git-tree-sha1 = "51383f2d367eb3b444c961d485c565e4c0cf4ba0"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.13"
+version = "0.33.14"
 
 [[deps.StatsFuns]]
 deps = ["ChainRulesCore", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -1621,14 +1718,18 @@ version = "0.2.9"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"]
-git-tree-sha1 = "2ce41e0d042c60ecd131e9fb7154a3bfadbf50d3"
+git-tree-sha1 = "d21f2c564b21a202f4677c0fba5b5ee431058544"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.3"
+version = "0.6.4"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
+[[deps.SuiteSparse_jll]]
+deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
+uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
+
 [[deps.Suppressor]]
 git-tree-sha1 = "a819d77f31f83e5792a76081eee1ea6342ab8787"
 uuid = "fd094767-a336-5f1f-9728-57cf17d0bbfb"
@@ -1660,9 +1761,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.ThreadingUtilities]]
 deps = ["ManualMemory"]
-git-tree-sha1 = "03013c6ae7f1824131b2ae2fc1d49793b51e8394"
+git-tree-sha1 = "884539ba8c4584a3a8173cb4ee7b61049955b79c"
 uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"
-version = "0.4.6"
+version = "0.4.7"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -1678,9 +1779,9 @@ version = "0.3.0"
 
 [[deps.TriangularSolve]]
 deps = ["CloseOpenIntervals", "IfElse", "LayoutPointers", "LinearAlgebra", "LoopVectorization", "Polyester", "Static", "VectorizationBase"]
-git-tree-sha1 = "ec9a310324dd2c546c07f33a599ded9c1d00a420"
+git-tree-sha1 = "c3ab8b77b82fd92e2b6eea8a275a794d5a6e4011"
 uuid = "d5829a12-d9aa-46ab-831f-fb7c9ab06edf"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.URIs]]
 git-tree-sha1 = "97bbe755a53fe859669cd907f2d96aee8d2c1355"
@@ -1707,15 +1808,20 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "0992ed0c3ef66b0390e5752fe60054e5ff93b908"
+git-tree-sha1 = "b95e0b8a8d1b6a6c3e0b3ca393a7a285af47c264"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.9.2"
+version = "1.10.1"
+
+[[deps.Unzip]]
+git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
+uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
+version = "0.1.2"
 
 [[deps.VectorizationBase]]
 deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "Hwloc", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static"]
-git-tree-sha1 = "17e5847bb36730d90801170ecd0ce4041a3dde86"
+git-tree-sha1 = "6e261bff5c9f2537776165dea3067df9de4440cf"
 uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
-version = "0.21.22"
+version = "0.21.23"
 
 [[deps.VertexSafeGraphs]]
 deps = ["Graphs"]
@@ -1908,10 +2014,10 @@ uuid = "700de1a5-db45-46bc-99cf-38207098b444"
 version = "0.2.2"
 
 [[deps.libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "acc685bcf777b2202a904cdcb49ad34c2fa1880c"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.14.0+4"
+version = "0.15.1+0"
 
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
@@ -1919,9 +2025,9 @@ uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
 
 [[deps.libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "7a5780a0d9c6864184b3a2eeeb833a0c871f00ab"
+git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "0.1.6+4"
+version = "2.0.2+0"
 
 [[deps.libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
@@ -1951,15 +2057,15 @@ uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 
 [[deps.x264_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d713c1ce4deac133e3334ee12f4adff07f81778f"
+git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
 uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
-version = "2020.7.14+2"
+version = "2021.5.5+0"
 
 [[deps.x265_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "487da2f8f2f0c8ee0e83f39d13037d6bbf0a45ab"
+git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
 uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.0.0+3"
+version = "3.5.0+0"
 
 [[deps.xkbcommon_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
@@ -1971,6 +2077,7 @@ version = "0.9.1+5"
 # ╔═╡ Cell order:
 # ╟─c9e9faa8-f5f0-479c-bc85-877ff7114883
 # ╟─104ce9b0-3fd1-11ec-3eff-3b029552e3d9
+# ╟─171fa252-7a35-4d4a-a940-60de77327cf4
 # ╟─7fec71b4-849f-4369-bec2-26bfe2e00a97
 # ╟─07e65622-3698-4dd8-b718-83588e116e58
 # ╟─94ca10ae-6a8a-4038-ace0-07d7d9026712
@@ -1985,10 +2092,11 @@ version = "0.9.1+5"
 # ╟─7efadea7-4542-40cf-893a-40a75e9c52be
 # ╟─1044c5aa-1a56-45b6-a4c6-63d24eea878d
 # ╟─15077957-64d5-46a5-8a87-a76ad619cf38
-# ╟─6e43a2af-bf01-4f42-a4ba-1874a8cf4885
-# ╟─e1cdcac9-c3cc-4ce4-a477-452ca460a3d5
+# ╠═6e43a2af-bf01-4f42-a4ba-1874a8cf4885
+# ╟─c5ba37e9-2a68-4448-a2cb-dea1fbf08f1e
 # ╟─b4841dc0-c257-45e0-8657-79121f2c9ce8
 # ╟─4b887e2f-7505-4db2-8784-400a786fba10
+# ╟─de8dbb43-68bc-4fb2-b0c8-07100b8a97a0
 # ╟─af74c6c8-1859-4fdf-ae2b-5af8dccdee60
 # ╟─d466146a-f5b2-41c7-9415-da4a24a61209
 # ╟─11ea0fe5-b713-453f-ab66-77c75fd74ea4
@@ -1996,5 +2104,6 @@ version = "0.9.1+5"
 # ╟─14f7eadb-9ac4-41cd-b773-8b17d0e69a2c
 # ╟─c57f60b8-cec6-4ef0-bb63-0201c18c9ece
 # ╟─4a7ba3ff-449a-44e1-ad10-1de15a6d31cc
+# ╟─e1cdcac9-c3cc-4ce4-a477-452ca460a3d5
 # ╟─00000000-0000-0000-0000-000000000001
 # ╟─00000000-0000-0000-0000-000000000002