### A Pluto.jl notebook ###
# v0.19.42

using Markdown
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 el = $(esc(element))
        global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
        el
    end
end

# ╔═╡ b8366940-20fb-4f29-ba9e-ae4e98d08217
begin
	using ClimateModels, PlutoUI, NetCDF, Dates, CairoMakie
	"Done with loading packages"
end

# ╔═╡ f97b1a2e-70b8-4c03-b7fa-446398810d87
module myinclude 
    using ClimateModels, CairoMakie, Dates, CFTime
	using Downloads, CSV, DataFrames, Zarr
	include("CMIP6_module.jl") 
end

# ╔═╡ 8b72289e-10d8-11ec-341d-cdf651104fc9
md"""# CMIP6 Models (Cloud Archive)

This example relies on model output that has already been computed and made available over the internet. 
It accesses model output via the `AWS.jl` and `Zarr.jl` packages as the starting point for further modeling / computation. 

Specifically, climate model output from CMIP6 is accessed from cloud storage to compute temperature time series and produce global maps.

## Workflow summary

- Access climate model output in cloud storage
- Choose model (`institution_id`, `source_id`, `variable_id`)
- Compute, save, and plot (_1._ global mean over time; _2._ time mean global map)
"""

# ╔═╡ bffa89ce-1c59-474d-bf59-43618719f35d
TableOfContents()

# ╔═╡ c2f47834-2493-4cc0-ad3b-60bc27be7607
md"""## Choose Model Configuration"""

# ╔═╡ ed62bbe1-f95c-484b-92af-1410f452132f
md"""## Setup, Build, and Launch

!!! note
	The next code cell may take most time, when `launch` accesses data over the internet via `demo.cmip_averages`.
"""

# ╔═╡ a32ad976-b431-4350-bc5b-e136dcf5fd2b
md"""## Read Output Files

The `cmip_averages` function, called via `launch`, should now have generated the following output:

- Global averages in a `CSV` file
- Corresponding meta-data in a `TOML` file
- Maps + corresponding meta-data in a `NetCDF` file
"""

# ╔═╡ 4e71bf0e-1b37-42f1-8270-b2887b31ed86
md"""## Plot Results

1. Time Mean Seasonal Cycle
1. Month By Month Time Series
1. Time Mean Global Map
"""

# ╔═╡ 6c71b769-3858-4722-8d0c-fb96b5fcc79e
md"""## Appendices"""

# ╔═╡ 347cb58e-3a51-4c12-977b-3d25f62a8e8f
begin
	demo=myinclude.demo
	md"""_Done with loading `demo` module_"""
end

# ╔═╡ 0fb74986-b3bc-4301-a5d3-db38c9463d26
begin
	ξ=demo.cmip6_stores_list()
	list_institution_id=unique(ξ.institution_id)
	"Done retrieving lists of institution_id"
end

# ╔═╡ fd9cf7e4-6d58-4e30-94af-aae801c3e257
begin
	bind_institution_id = @bind institution_id Select(list_institution_id,default="IPSL")
	md""" institution\_id :
	$(bind_institution_id)
"""
end

# ╔═╡ 084da02b-2827-4f86-896a-429cf69ba25b
begin
	list_source_id=unique(ξ[ξ.institution_id.==institution_id,:source_id])
	bind_source_id = @bind source_id Select(list_source_id)
	md""" source\_id :
	$(bind_source_id)
	"""
end

# ╔═╡ 56c67a30-24d4-45b2-8f8d-5506793d6f17
begin
	parameters=Dict("institution_id" => institution_id, "source_id" => source_id, "variable_id" => "tas")

	md"""

	Via `parameters` we now record that we want to access temperature (`tas`) from a model run by `IPSL` provided as part of [CMIP6](https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6) (Coupled Model Intercomparison Project Phase 6).

	- `institution_id` = $(parameters["institution_id"])
	- `source_id` = $(parameters["source_id"])
	- `variable_id` = $(parameters["variable_id"])

	The `cmip_main` function, defined below, calls `demo.cmip_averages` and then writes the output to files:

	- Global averages in a `CSV` file
	- Maps + meta-data in a `NetCDF` file
	- Meta-data in a `TOML` file
	"""
end

# ╔═╡ 1c9e22a4-ee21-47d4-86bb-f32e37d28f1d
function cmip_main(x)

    #1. main computation (or, model run) = access cloud storage + compute averages

    (mm,gm,meta)=demo.cmip_averages(ξ,x.inputs["institution_id"],
		x.inputs["source_id"],x.inputs["variable_id"],1)

	#2. output results

	pth=joinpath(pathof(x),"output")
	!ispath(pth) ? mkdir(pth) : nothing

    #2.1 save results to file (CSV)

    fil=joinpath(pth,"GlobalAverages.csv")
    df = ClimateModels.DataFrame(time = gm["t"], tas = gm["y"])
    ClimateModels.CSV.write(fil, df)
    
    #2.2 save results to file (NetCDF)
	
    filename = joinpath(pth,"MeanMaps.nc")
    varname  = x.inputs["variable_id"]
    (ni,nj)=size(mm["m"])
    nccreate(filename, "tas", 
		"lon", collect(Float32.(mm["lon"][:])), 
		"lat", collect(Float32.(mm["lat"][:])), atts=meta)
    ncwrite(Float32.(mm["m"]), filename, varname)

    #2.3 save parameters to file (TOML)
	
    fil=joinpath(pth,"Details.toml")
    open(fil, "w") do io
        ClimateModels.TOML.print(io, meta)
    end
	
    return x
end

# ╔═╡ c7fe0d8d-b321-4497-b3d0-8a188f58e10d
MC=ModelConfig(model="CMIP6_averages",configuration=cmip_main,inputs=parameters)

# ╔═╡ 4acda2ac-f583-4eb5-aaf1-dfbefefa992a
begin
	setup(MC)
	build(MC)
	launch(MC)
	"Done with setup, build, launch"
end

# ╔═╡ 75a3d6cc-8754-4854-acec-93290575ff2e
begin	
	fil=joinpath(pathof(MC),"output","MeanMaps.nc")
	lon = NetCDF.open(fil, "lon")
	lat = NetCDF.open(fil, "lat")
	tas = NetCDF.open(fil, "tas")
	
	fil=joinpath(pathof(MC),"output","Details.toml")
	meta=ClimateModels.TOML.parsefile(fil)
	
	fil=joinpath(pathof(MC),"output","GlobalAverages.csv")
	GlobalAverages=ClimateModels.CSV.read(fil,ClimateModels.DataFrame)
    GlobalAverages.year=Dates.year.(GlobalAverages.time)

	readdir(joinpath(pathof(MC),"output"))
end

# ╔═╡ 9f2656ad-7270-4bce-ad9a-4b8c8aa0ade0
ClimateModels.plot_examples(:CMIP6_cycle,GlobalAverages,meta)

# ╔═╡ c4bf6293-6c01-4393-adf7-26df4fa56e9d
ClimateModels.plot_examples(:CMIP6_series,GlobalAverages,meta)

# ╔═╡ e978faab-4246-4ded-961e-eb7be2904c79
ClimateModels.plot_examples(:CMIP6_maps,lon,lat,tas,meta)

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
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[[DataValueInterfaces]]
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uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
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[[Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"

[[DelaunayTriangulation]]
deps = ["EnumX", "ExactPredicates", "Random"]
git-tree-sha1 = "1755070db557ec2c37df2664c75600298b0c1cfc"
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[[DiskArrays]]
deps = ["LRUCache", "OffsetArrays"]
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[[Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

[[Distributions]]
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "9c405847cc7ecda2dc921ccf18b47ca150d7317e"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
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    [Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
    DistributionsDensityInterfaceExt = "DensityInterface"
    DistributionsTestExt = "Test"

    [Distributions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
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[[DocStringExtensions]]
deps = ["LibGit2"]
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[[Downloads]]
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[[DualNumbers]]
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[[EarCut_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
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[[EnumX]]
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[[ExactPredicates]]
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[[ExceptionUnwrapping]]
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[[Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1c6317308b9dc757616f0b5cb379db10494443a7"
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[[ExprTools]]
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[[Extents]]
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[[EzXML]]
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[[FFMPEG_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
git-tree-sha1 = "ab3f7e1819dba9434a3a5126510c8fda3a4e7000"
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[[FFTW]]
deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
git-tree-sha1 = "4820348781ae578893311153d69049a93d05f39d"
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[[FFTW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
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[[FileIO]]
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[[FilePaths]]
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[[FilePathsBase]]
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[[FileWatching]]
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[[FillArrays]]
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    [FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
    FillArraysStatisticsExt = "Statistics"

[[FixedPointNumbers]]
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[[Fontconfig_jll]]
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git-tree-sha1 = "db16beca600632c95fc8aca29890d83788dd8b23"
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[[Format]]
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[[FreeType]]
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[[FreeType2_jll]]
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git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
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[[FreeTypeAbstraction]]
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[[FriBidi_jll]]
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git-tree-sha1 = "1ed150b39aebcc805c26b93a8d0122c940f64ce2"
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[[Future]]
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[[GMP_jll]]
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[[GeoInterface]]
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[[GeometryBasics]]
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uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
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[[Gettext_jll]]
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git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
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[[Git]]
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[[GitHub]]
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git-tree-sha1 = "7ee730a8484d673a8ce21d8536acfe6494475994"
uuid = "bc5e4493-9b4d-5f90-b8aa-2b2bcaad7a26"
version = "5.9.0"

[[Git_jll]]
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[[Glib_jll]]
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[[GnuTLS_jll]]
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git-tree-sha1 = "383db7d3f900f4c1f47a8a04115b053c095e48d3"
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[[Graphics]]
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git-tree-sha1 = "d61890399bc535850c4bf08e4e0d3a7ad0f21cbd"
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[[Graphite2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
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[[GridLayoutBase]]
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[[Grisu]]
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[[HDF5_jll]]
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[[HTTP]]
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[[HarfBuzz_jll]]
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git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
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[[Hwloc_jll]]
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git-tree-sha1 = "ca0f6bf568b4bfc807e7537f081c81e35ceca114"
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[[HypergeometricFunctions]]
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git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
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[[Hyperscript]]
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[[HypertextLiteral]]
deps = ["Tricks"]
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[[IOCapture]]
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[[ImageAxes]]
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[[ImageBase]]
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[[ImageCore]]
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[[ImageIO]]
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git-tree-sha1 = "437abb322a41d527c197fa800455f79d414f0a3c"
uuid = "82e4d734-157c-48bb-816b-45c225c6df19"
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[[ImageMetadata]]
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git-tree-sha1 = "355e2b974f2e3212a75dfb60519de21361ad3cb7"
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[[Imath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "0936ba688c6d201805a83da835b55c61a180db52"
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[[IndirectArrays]]
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[[Inflate]]
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[[IniFile]]
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[[InlineStrings]]
deps = ["Parsers"]
git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461"
uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
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[[IntelOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "be50fe8df3acbffa0274a744f1a99d29c45a57f4"
uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
version = "2024.1.0+0"

[[InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"

[[Interpolations]]
deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
git-tree-sha1 = "88a101217d7cb38a7b481ccd50d21876e1d1b0e0"
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weakdeps = ["Unitful"]

    [Interpolations.extensions]
    InterpolationsUnitfulExt = "Unitful"

[[IntervalArithmetic]]
deps = ["CRlibm_jll", "MacroTools", "RoundingEmulator"]
git-tree-sha1 = "90709228dc114e599a2b62b7d23482a4f50938ee"
uuid = "d1acc4aa-44c8-5952-acd4-ba5d80a2a253"
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    [IntervalArithmetic.extensions]
    IntervalArithmeticDiffRulesExt = "DiffRules"
    IntervalArithmeticForwardDiffExt = "ForwardDiff"
    IntervalArithmeticRecipesBaseExt = "RecipesBase"

    [IntervalArithmetic.weakdeps]
    DiffRules = "b552c78f-8df3-52c6-915a-8e097449b14b"
    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
    RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"

[[IntervalSets]]
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uuid = "8197267c-284f-5f27-9208-e0e47529a953"
version = "0.7.10"

    [IntervalSets.extensions]
    IntervalSetsRandomExt = "Random"
    IntervalSetsRecipesBaseExt = "RecipesBase"
    IntervalSetsStatisticsExt = "Statistics"

    [IntervalSets.weakdeps]
    Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
    RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
    Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

[[InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
version = "1.3.0"

[[IrrationalConstants]]
git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.2"

[[Isoband]]
deps = ["isoband_jll"]
git-tree-sha1 = "f9b6d97355599074dc867318950adaa6f9946137"
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[[IterTools]]
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[[IteratorInterfaceExtensions]]
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[[JLLWrappers]]
deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
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[[JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
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[[JpegTurbo]]
deps = ["CEnum", "FileIO", "ImageCore", "JpegTurbo_jll", "TOML"]
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[[JpegTurbo_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "c84a835e1a09b289ffcd2271bf2a337bbdda6637"
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[[KernelDensity]]
deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
git-tree-sha1 = "7d703202e65efa1369de1279c162b915e245eed1"
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[[LAME_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "170b660facf5df5de098d866564877e119141cbd"
uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
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[[LLVMOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "d986ce2d884d49126836ea94ed5bfb0f12679713"
uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
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[[LRUCache]]
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weakdeps = ["Serialization"]

    [LRUCache.extensions]
    SerializationExt = ["Serialization"]

[[LZO_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "70c5da094887fd2cae843b8db33920bac4b6f07d"
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[[LaTeXStrings]]
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[[LazyArtifacts]]
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[[LazyModules]]
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[[LibCURL]]
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[[LibCURL_jll]]
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[[LibGit2]]
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uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"

[[LibGit2_jll]]
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[[LibSSH2_jll]]
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[[Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"

[[Libffi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290"
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[[Libgcrypt_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll"]
git-tree-sha1 = "9fd170c4bbfd8b935fdc5f8b7aa33532c991a673"
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[[Libgpg_error_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "fbb1f2bef882392312feb1ede3615ddc1e9b99ed"
uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
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[[Libiconv_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175"
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
version = "1.17.0+0"

[[Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
version = "2.40.1+0"

[[Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
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[[LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"

[[LogExpFunctions]]
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git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.28"

    [LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"

    [LogExpFunctions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"

[[LoggingExtras]]
deps = ["Dates", "Logging"]
git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
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[[Lz4_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6c26c5e8a4203d43b5497be3ec5d4e0c3cde240a"
uuid = "5ced341a-0733-55b8-9ab6-a4889d929147"
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[[MIMEs]]
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uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
version = "0.1.4"

[[MKL_jll]]
deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "oneTBB_jll"]
git-tree-sha1 = "80b2833b56d466b3858d565adcd16a4a05f2089b"
uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
version = "2024.1.0+0"

[[MPICH_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
git-tree-sha1 = "4099bb6809ac109bfc17d521dad33763bcf026b7"
uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4"
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[[MPIPreferences]]
deps = ["Libdl", "Preferences"]
git-tree-sha1 = "c105fe467859e7f6e9a852cb15cb4301126fac07"
uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267"
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[[MPItrampoline_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
git-tree-sha1 = "8c35d5420193841b2f367e658540e8d9e0601ed0"
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[[MacroTools]]
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git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
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[[Makie]]
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git-tree-sha1 = "ec3a60c9de787bc6ef119d13e07d4bfacceebb83"
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[[MakieCore]]
deps = ["ColorTypes", "GeometryBasics", "IntervalSets", "Observables"]
git-tree-sha1 = "c1c9da1a69f6c635a60581c98da252958c844d70"
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[[MappedArrays]]
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[[Markdown]]
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[[MathTeXEngine]]
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git-tree-sha1 = "1865d0b8a2d91477c8b16b49152a32764c7b1f5f"
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[[MbedTLS]]
deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
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[[MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
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[[MicrosoftMPI_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "f12a29c4400ba812841c6ace3f4efbb6dbb3ba01"
uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf"
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[[Missings]]
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[[Mmap]]
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[[Mocking]]
deps = ["Compat", "ExprTools"]
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[[MosaicViews]]
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[[MozillaCACerts_jll]]
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version = "2023.1.10"

[[NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
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[[NetCDF]]
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git-tree-sha1 = "243a8a229daaa040d3966f2e3e076c25ce142289"
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[[NetCDF_jll]]
deps = ["Artifacts", "Blosc_jll", "Bzip2_jll", "HDF5_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenMPI_jll", "XML2_jll", "Zlib_jll", "Zstd_jll", "libzip_jll"]
git-tree-sha1 = "a8af1798e4eb9ff768ce7fdefc0e957097793f15"
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[[Netpbm]]
deps = ["FileIO", "ImageCore", "ImageMetadata"]
git-tree-sha1 = "d92b107dbb887293622df7697a2223f9f8176fcd"
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[[Nettle_jll]]
deps = ["Artifacts", "GMP_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "eca63e3847dad608cfa6a3329b95ef674c7160b4"
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[[NetworkOptions]]
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[[Observables]]
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[[OffsetArrays]]
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weakdeps = ["Adapt"]

    [OffsetArrays.extensions]
    OffsetArraysAdaptExt = "Adapt"

[[Ogg_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
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[[OpenBLAS_jll]]
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[[OpenEXR]]
deps = ["Colors", "FileIO", "OpenEXR_jll"]
git-tree-sha1 = "327f53360fdb54df7ecd01e96ef1983536d1e633"
uuid = "52e1d378-f018-4a11-a4be-720524705ac7"
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[[OpenEXR_jll]]
deps = ["Artifacts", "Imath_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "8292dd5c8a38257111ada2174000a33745b06d4e"
uuid = "18a262bb-aa17-5467-a713-aee519bc75cb"
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[[OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
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[[OpenMPI_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Hwloc_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML", "Zlib_jll"]
git-tree-sha1 = "a9de2f1fc98b92f8856c640bf4aec1ac9b2a0d86"
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[[OpenSSL]]
deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
git-tree-sha1 = "38cb508d080d21dc1128f7fb04f20387ed4c0af4"
uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
version = "1.4.3"

[[OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "3da7367955dcc5c54c1ba4d402ccdc09a1a3e046"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
version = "3.0.13+1"

[[OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
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[[Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
uuid = "91d4177d-7536-5919-b921-800302f37372"
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[[OrderedCollections]]
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uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.6.3"

[[P11Kit_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "2cd396108e178f3ae8dedbd8e938a18726ab2fbf"
uuid = "c2071276-7c44-58a7-b746-946036e04d0a"
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[[PCRE2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
version = "10.42.0+1"

[[PDMats]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
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[[PNGFiles]]
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git-tree-sha1 = "67186a2bc9a90f9f85ff3cc8277868961fb57cbd"
uuid = "f57f5aa1-a3ce-4bc8-8ab9-96f992907883"
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[[Packing]]
deps = ["GeometryBasics"]
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uuid = "19eb6ba3-879d-56ad-ad62-d5c202156566"
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[[PaddedViews]]
deps = ["OffsetArrays"]
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uuid = "5432bcbf-9aad-5242-b902-cca2824c8663"
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[[Pango_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "FriBidi_jll", "Glib_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl"]
git-tree-sha1 = "cb5a2ab6763464ae0f19c86c56c63d4a2b0f5bda"
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[[Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
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uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.1"

[[Pixman_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
git-tree-sha1 = "35621f10a7531bc8fa58f74610b1bfb70a3cfc6b"
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[[Pkg]]
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[[PkgVersion]]
deps = ["Pkg"]
git-tree-sha1 = "f9501cc0430a26bc3d156ae1b5b0c1b47af4d6da"
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[[PlotUtils]]
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git-tree-sha1 = "7b1a9df27f072ac4c9c7cbe5efb198489258d1f5"
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[[PlutoUI]]
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git-tree-sha1 = "ab55ee1510ad2af0ff674dbcced5e94921f867a9"
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[[PolygonOps]]
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[[PooledArrays]]
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[[PrecompileTools]]
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[[Preferences]]
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[[PrettyTables]]
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[[Printf]]
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[[ProgressMeter]]
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git-tree-sha1 = "763a8ceb07833dd51bb9e3bbca372de32c0605ad"
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[[PtrArrays]]
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[[QOI]]
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[[QuadGK]]
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[[REPL]]
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[[Random]]
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[[RangeArrays]]
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[[Ratios]]
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weakdeps = ["FixedPointNumbers"]

    [Ratios.extensions]
    RatiosFixedPointNumbersExt = "FixedPointNumbers"

[[Reexport]]
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[[RelocatableFolders]]
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[[Requires]]
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[[Retry]]
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[[Rmath]]
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git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
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[[Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "d483cd324ce5cf5d61b77930f0bbd6cb61927d21"
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[[RoundingEmulator]]
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[[SHA]]
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[[SIMD]]
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git-tree-sha1 = "2803cab51702db743f3fda07dd1745aadfbf43bd"
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[[Scratch]]
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[[SentinelArrays]]
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[[Serialization]]
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[[ShaderAbstractions]]
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[[SharedArrays]]
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uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"

[[Showoff]]
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[[SignedDistanceFields]]
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[[SimpleBufferStream]]
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[[SimpleTraits]]
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[[Sixel]]
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git-tree-sha1 = "2da10356e31327c7096832eb9cd86307a50b1eb6"
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[[Sockets]]
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[[SodiumSeal]]
deps = ["Base64", "Libdl", "libsodium_jll"]
git-tree-sha1 = "80cef67d2953e33935b41c6ab0a178b9987b1c99"
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[[SortingAlgorithms]]
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[[SparseArrays]]
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uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
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[[SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
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uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.4.0"
weakdeps = ["ChainRulesCore"]

    [SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"

[[StackViews]]
deps = ["OffsetArrays"]
git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c"
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[[StaticArrays]]
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weakdeps = ["ChainRulesCore", "Statistics"]

    [StaticArrays.extensions]
    StaticArraysChainRulesCoreExt = "ChainRulesCore"
    StaticArraysStatisticsExt = "Statistics"

[[StaticArraysCore]]
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[[Statistics]]
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[[StatsAPI]]
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[[StatsBase]]
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git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
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[[StatsFuns]]
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    [StatsFuns.extensions]
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    StatsFunsInverseFunctionsExt = "InverseFunctions"

    [StatsFuns.weakdeps]
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[[StringManipulation]]
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[[StructArrays]]
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    [StructArrays.extensions]
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    StructArraysGPUArraysCoreExt = "GPUArraysCore"
    StructArraysSparseArraysExt = "SparseArrays"
    StructArraysStaticArraysExt = "StaticArrays"

    [StructArrays.weakdeps]
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[[SuiteSparse]]
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uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"

[[SuiteSparse_jll]]
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[[Suppressor]]
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[[SymDict]]
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[[TOML]]
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[[TableTraits]]
deps = ["IteratorInterfaceExtensions"]
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[[Tables]]
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[[Tar]]
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[[TensorCore]]
deps = ["LinearAlgebra"]
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[[Test]]
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uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[TiffImages]]
deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "SIMD", "UUIDs"]
git-tree-sha1 = "bc7fd5c91041f44636b2c134041f7e5263ce58ae"
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[[TranscodingStreams]]
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    [TranscodingStreams.extensions]
    TestExt = ["Test", "Random"]

[[Tricks]]
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[[TriplotBase]]
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[[URIs]]
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[[UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[Unicode]]
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[[UnicodeFun]]
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[[Unitful]]
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    [Unitful.extensions]
    ConstructionBaseUnitfulExt = "ConstructionBase"
    InverseFunctionsUnitfulExt = "InverseFunctions"

    [Unitful.weakdeps]
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[[WeakRefStrings]]
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[[WoodburyMatrices]]
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[[WorkerUtilities]]
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[[XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
git-tree-sha1 = "52ff2af32e591541550bd753c0da8b9bc92bb9d9"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
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[[XMLDict]]
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git-tree-sha1 = "d9a3faf078210e477b291c79117676fca54da9dd"
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version = "0.4.1"

[[XSLT_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
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[[XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "ac88fb95ae6447c8dda6a5503f3bafd496ae8632"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
version = "5.4.6+0"

[[Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
version = "1.8.6+0"

[[Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.11+0"

[[Xorg_libXdmcp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"

[[Xorg_libXext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
version = "1.3.6+0"

[[Xorg_libXrender_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "47e45cd78224c53109495b3e324df0c37bb61fbe"
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
version = "0.9.11+0"

[[Xorg_libpthread_stubs_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
version = "0.1.1+0"

[[Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.15.0+0"

[[Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.5.0+0"

[[Zarr]]
deps = ["AWSS3", "Blosc", "CodecZlib", "DataStructures", "Dates", "DiskArrays", "HTTP", "JSON", "LRUCache", "OffsetArrays", "OpenSSL", "Pkg", "URIs", "ZipArchives"]
git-tree-sha1 = "59e6669be0f5927a24000b2d2b9b29867055f580"
uuid = "0a941bbe-ad1d-11e8-39d9-ab76183a1d99"
version = "0.9.4"

[[ZipArchives]]
deps = ["ArgCheck", "CodecZlib", "PrecompileTools", "TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "c96bf0aea73a3e79f4cd4ea9b48dc6bfba23da24"
uuid = "49080126-0e18-4c2a-b176-c102e4b3760c"
version = "2.1.1"

[[Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+1"

[[Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e678132f07ddb5bfa46857f0d7620fb9be675d3b"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.6+0"

[[isoband_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "51b5eeb3f98367157a7a12a1fb0aa5328946c03c"
uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4"
version = "0.2.3+0"

[[libaec_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "46bf7be2917b59b761247be3f317ddf75e50e997"
uuid = "477f73a3-ac25-53e9-8cc3-50b2fa2566f0"
version = "1.1.2+0"

[[libaom_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "1827acba325fdcdf1d2647fc8d5301dd9ba43a9d"
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
version = "3.9.0+0"

[[libass_jll]]
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 = "0.15.1+0"

[[libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1"

[[libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+0"

[[libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "d7015d2e18a5fd9a4f47de711837e980519781a4"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.43+1"

[[libsixel_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"]
git-tree-sha1 = "d4f63314c8aa1e48cd22aa0c17ed76cd1ae48c3c"
uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
version = "1.10.3+0"

[[libsodium_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "848ab3d00fe39d6fbc2a8641048f8f272af1c51e"
uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8"
version = "1.0.20+0"

[[libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[libzip_jll]]
deps = ["Artifacts", "Bzip2_jll", "GnuTLS_jll", "JLLWrappers", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
git-tree-sha1 = "3282b7d16ae7ac3e57ec2f3fa8fafb564d8f9f7f"
uuid = "337d8026-41b4-5cde-a456-74a10e5b31d1"
version = "1.10.1+0"

[[nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1"

[[oneTBB_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493"
uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e"
version = "2021.12.0+0"

[[p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+2"

[[x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"

[[x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"
"""

# ╔═╡ Cell order:
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# ╠═c7fe0d8d-b321-4497-b3d0-8a188f58e10d
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# ╟─e978faab-4246-4ded-961e-eb7be2904c79
# ╟─6c71b769-3858-4722-8d0c-fb96b5fcc79e
# ╠═b8366940-20fb-4f29-ba9e-ae4e98d08217
# ╟─f97b1a2e-70b8-4c03-b7fa-446398810d87
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# ╟─00000000-0000-0000-0000-000000000001
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