### A Pluto.jl notebook ###
# v0.16.4

using Markdown
using InteractiveUtils

# ╔═╡ 4e55fa2e-3193-11ec-3a50-2defc49cc54d
begin
	using Climatology, MeshArrays, NCTiles, MITgcmTools, OceanColorData
	using PlutoUI, JLD2, CairoMakie
	import CairoMakie as Mkie
	"Done with packages"
end

# ╔═╡ 979a1b66-0aaa-4b8f-868c-85db76d3fb99
md"""# Interpolated Climatology Workflow

In this notebook we illustrate how `MeshArrays.jl` and `NCTiles.jl` can be used to:

- start from native-grid output from the [CBIOMES-global](https://cbiomes.readthedocs.io/en/latest/)
- read from file, derive, and interapolate new variables
- write results to CF-compliant NetCDF files

The final product is the `CBIOMES-global-alpha-climatology.nc` file which is available from [this zenodo archive](https://doi.org/10.5281/zenodo.5598417). The companion notebook, `CBIOMES_climatology_plot.jl`, let's you visualize the climatology maps interactively.

`Author: Gaël Forget`

`Date: 2021/10/25`
"""

# ╔═╡ aa41a861-7eca-4dda-92e8-bd8e96f2a21e
PlutoUI.TableOfContents()

# ╔═╡ 5fcb77a8-b234-45d9-a4bd-02bd4eb8fbd9
md"""## Typical Workflow

1. encode functions like `▶a(x,t)`, `▶b(x,t)` to derive target variables
   - input: `x` is path to input variable folder (`nctiles`); `t"` is time record
   - output: one two-dimensional field (the derivation end-result)
1. loop over target variables
   - output result to temporary storage (`jld2` files)
   - create and instantiate new netcdf files (`nc` files)
1. combine all `nc` files into one

!!! note
	- the first time, this notebook generates `half_degree_grid_coeffs.jld2` which may add $O(1')$ runtime
    - derivation methods ▶c, to ▶g illustrate different input/output setups (e.g. N inputs to M outputs)
    - to create and instantiate `nc` files, we define `NCTiles.NCT` instances and simply call `NCTiles.write()`
    - could use infinite time dimension and increment file instead to avoid reading 12 fields at once
"""

# ╔═╡ ad9d39a2-65b3-4fd9-aecd-f360ac34df0f
md"""## Configuration"""

# ╔═╡ d7d0fc22-0bd7-4c4b-9249-8084d75bb33e
md"""## Derivation Methods

The functions provided below derive the target variables listed hereafter.

| Variables [1/3] | Variables [2/3]  | Variables [3/3]  |
|:----------------|:----------------:|-----------------:|
| lon             | lat              |                  |
| SST             | SSS              | Chl              |
| MLD             | EuphoticDepth    | OceanDepth       |
| WindSpeed       | PAR              | TKE              |
| Rrs412          | Rrs443           | Rrs490           |
| Rrs510          | Rrs555           | Rrs670           |

_(note: could generate via `PrettyTables.jl` and `with__terminal` instead)_

### Interpolation, Subsampling
"""

# ╔═╡ 7a1058e4-3813-4b90-a9ee-ad5ff4eb6d6f
begin
	pth0="201805-CBIOMES-climatology/nctiles/"
	γ=GridSpec("LatLonCap",MeshArrays.GRID_LLC90)
	Γ=GridLoad(γ; option="full");
	"Done with reading grid files"
end

# ╔═╡ 3bc4c68a-360d-4dae-bf03-a630d5bc7f24
begin
	lon=[i for i=-179.75:0.5:179.75, j=-89.75:0.5:89.75]
	lat=[j for i=-179.75:0.5:179.75, j=-89.75:0.5:89.75]	
	fil_coeffs=joinpath(tempdir(),"half_degree_grid_coeffs.jld2")
	if !isfile(fil_coeffs)
		(f,i,j,w,j_f,j_x,j_y)=InterpolationFactors(Γ,vec(lon),vec(lat))
		jldsave(fil_coeffs;f,i,j,w,j_f,j_x,j_y)
	end
	C=load(fil_coeffs)
	"Done with interpolation coefficients"
end

# ╔═╡ 6eb8c05c-2624-4535-906b-3e38d502c997
begin	
	function ▶a(x::String,t::Int) #Γ,lon,C from calling scope
		y=basename(x)
		X=read_nctiles(x,y,γ;I=(:,:,1,t))[:,1]
		X[findall(Γ.hFacC[:,1] .== 0.)] .= NaN

		X=Interpolate(X,C["f"],C["i"],C["j"],C["w"])
		reshape(X,size(lon))
	end

	function ▶b(x::String,t::Int) #Γ,lon,C from calling scope
		y=basename(x)
		X=read_nctiles(x,y,γ;I=(:,:,t))[:,1]
		X[findall(Γ.hFacC[:,1] .== 0.)] .= NaN

		X=Interpolate(X,C["f"],C["i"],C["j"],C["w"])
		reshape(X,size(lon))
	end
	
	(▶a,▶b)
end

# ╔═╡ 2965efbb-a5b7-47eb-8a3b-0e8024d4b15f
md"""### Ocean Bottom Depth"""

# ╔═╡ d0c9aace-6fd1-4f04-92dc-4eede6cd47eb
function ▶c(x::String,t::Int) #Γ,lon,C from calling scope
	X=Interpolate(Γ.Depth,C["f"],C["i"],C["j"],C["w"])
	reshape(X,size(lon))
end

# ╔═╡ b8c2d4e6-7cbe-467c-bc67-4dc14b7eaf72
md"""### Remotely Sensed Reflectances"""

# ╔═╡ 9fbe6a83-9ed4-4e13-ae9b-d2742d60cc09
begin
	wvbd_out=Float64.([412, 443, 490, 510, 555, 670])
	wvbd_in=Float64.([400,425,450,475,500,525,550,575,600,625,650,675,700])
	Rirr=[["Rirr00$i" for i in 1:9];["Rirr0$i" for i in 10:13]]

	function ▶d(x::String,t::Int) #Γ,lon,C from calling scope
		tmp=fill(0.0,size(lon)...,13)
		Rrs=fill(0.0,size(lon)...,6)
		Chla=fill(0.0,size(lon)...)

		for ii in 1:length(Rirr)
			x = joinpath(pth0,"IrradianceReflectance",Rirr[ii],Rirr[ii])
			X=read_nctiles(x,Rirr[ii],γ;I=(:,:,t))[:,1]
			X[findall(Γ.hFacC[:,1] .== 0.)] .= NaN
			X=Interpolate(X,C["f"],C["i"],C["j"],C["w"])
			tmp[:,:,ii]=reshape(X,size(lon))
		end

		for i in 1:size(tmp,1), j in 1:size(tmp,2)
			Rrs[i,j,:].=RemotelySensedReflectance(tmp[i,j,:],wvbd_in,wvbd_out)
			Chla[i,j]=RrsToChla(Rrs[i,j,:])
		end
		
		Rrs,Chla
	end
end

# ╔═╡ 9828a5be-83f9-49f8-8f26-6f65451d021b
md"""### Chl (all phyto-plankton, 0-50m)""" 

# ╔═╡ ad30d090-7e49-4ad6-adbd-bcb77cbcb2f1
begin
	w50m=similar(Γ.hFacC); w50m.=0.0
	tot_w50m=similar(Γ.hFacC[:,1]); tot_w50m.=0.0
	
	for f in eachindex(w50m)
		ni=Γ.hFacC.fSize[f[1]][1]
		nj=Γ.hFacC.fSize[f[1]][2]
		for i in 1:ni, j in 1:nj
			Γ.RC[f[2]].>-50.0 ? w50m[f][i,j]=Γ.hFacC[f][i,j]*Γ.DRF[f[2]] : nothing
			Γ.RC[f[2]].>-50.0 ? tot_w50m[f[1]][i,j]+=Γ.hFacC[f][i,j]*Γ.DRF[f[2]] : nothing
		end
	end

	for f in eachindex(w50m)
		w50m[f]=w50m[f]./tot_w50m[f[1]]
	end
	
	w50m[findall(isnan.(w50m))]=0.0
	
	"Done with ▶e configuration"
end

# ╔═╡ a009b061-839c-4820-bfe8-d73dcf909dfa
begin
	function ▶e(x::String,t::Int) #Γ,lon,C from calling scope
		Chla=fill(0.0,size(lon)...)

		for ii in 1:35
			ii<10 ? nam="Chl0$(ii)" : nam="Chl$(ii)"
			x = joinpath(pth0,"Chlorophyll",nam,nam)
			X=read_nctiles(x,nam,γ;I=(:,:,:,t))[:,1]
			
			Y=read( sum(write(X).*write(w50m),dims=3) , Γ.XC)
			Y[findall(Γ.hFacC[:,1] .== 0.)] .= NaN
			Y=Interpolate(Y,C["f"],C["i"],C["j"],C["w"])
			Y=reshape(Y,size(lon))
			
			Chla=Chla+Y
		end
		
		Chla
	end
end

# ╔═╡ a3e1631a-56cc-428f-82ad-96e20d8e70d5
md"""### Surface PAR, Euphotic Depth"""

# ╔═╡ abb34421-c340-4f22-a75f-4a23d6af03dc
function ▶f(x::String,t::Int) #Γ,lon,C from calling scope
	y=basename(x)
	X=read_nctiles(x,y,γ;I=(:,:,1,t))[:,1]
	X[findall(Γ.hFacC[:,1] .== 0.)] .= NaN
	
	#convert from uEin/m^2/s to Ein/m^2/day
	X=86400.0/1000000.0*X

	X=Interpolate(X,C["f"],C["i"],C["j"],C["w"])
	reshape(X,size(lon))
end

# ╔═╡ fc858f0d-fed8-4f8d-a816-46b007157207
function ▶g(x::String,t::Int) #Γ,lon,C from calling scope
	y=basename(x)
	X=read_nctiles(x,y,γ;I=(:,:,:,t))
	X=write(X)
	X[findall(isnan.(X))].=0.0
	
	ni=Γ.XC.grid.ioSize[1]
	nj=Γ.XC.grid.ioSize[2]
	euphotic_depth=fill(0.0,ni,nj)
	for i in 1:ni, j in 1:nj
		tmp1=X[i,j,:]; tmp2=0.01*tmp1[1]
		if tmp1[1]>0.0
			k1=minimum(findall(tmp1.<tmp2))
			tmp3=(tmp1[k1-1]-tmp2)/((tmp1[k1-1]-tmp1[k1]))
			euphotic_depth[i,j]=(1-tmp3)*Γ.RF[k1-1]+tmp3*Γ.RF[k1]
		end
	end	
	X=-read(euphotic_depth,Γ.XC)

	X[findall(Γ.hFacC[:,1] .== 0.)] .= NaN
	X=Interpolate(X,C["f"],C["i"],C["j"],C["w"])
	reshape(X,size(lon))
end

# ╔═╡ ec8fb91c-1b11-4a81-8fac-08a5f3b4e9b3
md"""## Main Computation Loops

### Individual Variables
"""

# ╔═╡ 3d541a75-7d88-4343-aed1-c4639f67208d
begin
	🏁1=true
	PlutoUI.with_terminal() do
		input=["THETA","SALT","MXLDEPTH","EXFwspee","GGL90TKE"]
		output=["SST","SSS","MLD","WindSpeed","TKE"]
		▶▶ = [▶a,▶a,▶b,▶b,▶a]
		pth=fill("PhysicalOceanography",5) 
		
		for ii in 1:length(input)
			X = joinpath(pth0,pth[ii],input[ii],input[ii])
			▶▶▶ = ▶▶[ii]
			clim=fill(0.0,size(lon)...,12)
			[clim[:,:,t]=▶▶▶(X,t) for t in 1:12]

			fil2=joinpath(tempdir(),output[ii]*"_clim.jld2")
			jldsave(fil2;clim)

			println("Done with pre-processing $(input[ii]) the 12 months")
		end
	end
end

# ╔═╡ 7e912200-f852-457d-8fea-c05997f8ae1d
begin
	🏁2=true
	PlutoUI.with_terminal() do
		input=["OceanDepth","Chl","PARF","PARF"]
		output=["OceanDepth","Chl","PAR","EuphoticDepth"]
		▶▶ = [▶c,▶e,▶f,▶g]
		pth=[fill("PhysicalOceanography",1);"Chlorophyll";fill("IrradianceReflectance",2)] 
		
		for ii in 1:length(input)
			X = joinpath(pth0,pth[ii],input[ii],input[ii])
			▶▶▶ = ▶▶[ii]
			clim=fill(0.0,size(lon)...,12)
			[clim[:,:,t]=▶▶▶(X,t) for t in 1:12]

			fil2=joinpath(tempdir(),output[ii]*"_clim.jld2")
			jldsave(fil2;clim)

			println("Done with pre-processing $(input[ii]) the 12 months")
		end
	end
end

# ╔═╡ 9006655e-3b58-47d3-9baf-6b287e95ece1
md""" ### Remotely Sensed Reflectances"""

# ╔═╡ cffa9cb4-8ddf-4fb4-9874-cd1817fa2aad
🏁3 = let
	clim_Chl=fill(0.0,size(lon)...,12)
	clim_Rrs=[fill(0.0,size(lon)...,12) for j in 1:13]

	for t in 1:12
		(Rrs,Chl)=▶d("Chl",t)
		clim_Chl[:,:,t].=Chl
		[clim_Rrs[j][:,:,t]=Rrs[:,:,j] for j in 1:6]
	end

	fil_Chl=joinpath(tempdir(),"Chl_from_Rrs_clim.jld2")
	jldsave(fil_Chl;clim_Chl)

	fil_Rrs=joinpath(tempdir(),"Rrs_clim.jld2")
	jldsave(fil_Rrs;clim_Rrs)

end

# ╔═╡ 7015ddff-66b3-4c2c-bf9a-ccfc18c3693e
md""" ### Chl Concentration"""

# ╔═╡ 6e389492-a103-419e-8513-9f22f1be4989
🏁4 = let
	clim=fill(0.0,size(lon)...,12)
	[clim[:,:,t]=▶e("Chl",t) for t in 1:12]

	fil_Chl=joinpath(tempdir(),"Chl_clim.jld2")
	jldsave(fil_Chl;clim)
end

# ╔═╡ 4d8ded5f-cfd1-45ac-815c-b0358806e846
md"""## File Creation Loops

### Individual Variables
"""

# ╔═╡ 99fc0197-02d5-411b-a703-375fe71ca983
📁1 = let
	🏁1, 🏁2, 🏁4
	meta0=[(name="SST",units="degC",long_name="Sea Surface Temperature (0-10m)")
		(name="SSS",units="psu",long_name="Sea Surface Salinity (0-10m)")
		(name="MLD",units="m",long_name="Mixed Layer Depth")
		(name="WindSpeed",units="m/s",long_name="Surface Wind Speed")
		(name="TKE",units="m^2/s^2",long_name="Turbulent Kinetic Energy (0-10m, from GGL90)")
		(name="OceanDepth",units="m",long_name="Bathymetry")
		(name="Chl",units="mg Chl",long_name="Chorophyll a (0-50m)")
		(name="PAR",units="m",long_name="PAR at Sea Surface")
		(name="EuphoticDepth",units="m",long_name="Euphotic Depth")]

	for ii in 1:length(meta0)
		nam=meta0[ii].name
		data=load(joinpath(tempdir(),nam*"_clim.jld2"))["clim"]
		outputfile=joinpath(tempdir(),nam*"_clim.nc")

		README = ["Source: Gael Forget","Product: CBIOMES-global climatology","Version: alpha"]
		meta=(outputfile=outputfile , README=README , yearrange=(1992,2011))
		meta=merge(meta0[ii],meta)
		
		nct=NCT(lon,lat,data,meta)
		write(nct)
	end	
end

# ╔═╡ b59d16e0-477c-44f3-8e0a-6fcedadd0a23
md"""### Remotely Sensed Reflectances"""

# ╔═╡ d30cf2f5-5918-458c-be0c-900700642974
📁2 = let
	🏁3

	meta1=[(name="Chl",units="mg/m^3",long_name="Chlorophyll a Concentration")
		(name="Rrs412",units="sr-1",long_name="Remote Sensing Reflectance at 412 nm")
		(name="Rrs443",units="sr-1",long_name="Remote Sensing Reflectance at 443 nm")
		(name="Rrs490",units="sr-1",long_name="Remote Sensing Reflectance at 490 nm")
		(name="Rrs510",units="sr-1",long_name="Remote Sensing Reflectance at 510 nm")
		(name="Rrs555",units="sr-1",long_name="Remote Sensing Reflectance at 555 nm")
		(name="Rrs670",units="sr-1",long_name="Remote Sensing Reflectance at 670 nm")]

	for ii in 1:length(meta1)
		nam=meta1[ii].name
		if ii==1
			data=load(joinpath(tempdir(),"Chl_from_Rrs_clim.jld2"))["clim_Chl"]
			outputfile=joinpath(tempdir(),"Chl_from_Rrs_clim.nc")
		else
			data=load(joinpath(tempdir(),"Rrs_clim.jld2"))["clim_Rrs"][ii-1]
			outputfile=joinpath(tempdir(),nam*"_clim.nc")
		end

		README = ["Source: Gael Forget","Product: CBIOMES-global climatology","Version: alpha"]
		meta=(outputfile=outputfile , README=README , yearrange=(1992,2011))
		meta=merge(meta1[ii],meta)
		
		nct=NCT(lon,lat,data,meta)
		write(nct)
	end	
end

# ╔═╡ 4d29a7f6-6071-4dd3-b422-3d9c513b0d86
md"""### Combine NetCDF files"""

# ╔═╡ 8b202092-62fd-46a1-a184-5a7a3cf40c46
"""
    CBIOMES_combine_files(fil_out::String)

Take all files generated earlier and combine them into one.
"""
function CBIOMES_combine_files(fil_out::String)

list_in=["Chl","EuphoticDepth","MLD","OceanDepth","PAR",
    "Rrs412","Rrs443","Rrs490","Rrs510","Rrs555","Rrs670",
    "SSS","SST","TKE","WindSpeed"]

!isfile(fil_out) ? cp(joinpath(tempdir(),"SST_clim.nc"),fil_out) : nothing

for ii in list_in
    ds = NCTiles.Dataset(fil_out,"a")
    if !haskey(ds,ii)
        fil_in=joinpath(tempdir(),ii*"_clim.nc")
        ds_in = NCTiles.Dataset(fil_in,"r")
        tmp11=ds_in[ii][:]
        u=ds_in[ii].attrib["units"]
        ln=ds_in[ii].attrib["long_name"]
        close(ds_in)

        ##

        v = NCTiles.defVar(ds,ii,Float64,("lon","lat","t"), 
        attrib = Dict("units" => u, "long_name" => ln))
        v[:] = tmp11
    end
    close(ds)
end

ds = NCTiles.Dataset(fil_out,"a")
ds.attrib["description,1"]="Source: Gael Forget"
ds.attrib["description,2"]="Product: CBIOMES-global climatology"
ds.attrib["description,3"]="Version: alpha"
if haskey(ds.attrib,"A")
    NCTiles.delete!(ds.attrib,"description")
    NCTiles.delete!(ds.attrib,"A")
    NCTiles.delete!(ds.attrib,"B")
end
close(ds)

"all set"
end

# ╔═╡ 0d28aa82-fa6f-466d-ba08-25016bce90a6
📁3 = let
	📁1, 📁2
	
	fil_out=joinpath(tempdir(),"CBIOMES-global-alpha-climatology.nc")
	rm(fil_out,force=true)
	CBIOMES_combine_files(fil_out)
end

# ╔═╡ 12a4b433-3722-4ebc-b75f-027539d979b0
md"""## Appendices


1. single variable test and comparison with earlier-code result
1. inspect a sample input file, and retrieve meta-data from it

"""

# ╔═╡ 8edb7bc3-c140-4e32-b626-d6333167ea06
let
	fil0="PhysicalOceanography/THETA/THETA"
	fil1=joinpath(pth0,fil0)

	SST=▶a(fil1,1)

	fig = Mkie.Figure(size = (900,600), backgroundcolor = :grey95)
	ax = Mkie.Axis(fig[1,1], title="SST in degC",xlabel="longitude",ylabel="latitude")
	hm1=Mkie.contourf!(ax,lon[:,1],lat[1,:],SST,levels = -2.0:2.0:34.0, tickfont = (4, :black))
	xlims!(ax, (-180.0, 180.0)); ylims!(ax, (-90.0, 90.0))
	Mkie.Colorbar(fig[1,2], hm1, height = Mkie.Relative(0.65))

md"""### Single Month Test

!!! note
	Plot below shows SST for January after interpolation to the half-degree resolution grid.

$fig
"""
end

# ╔═╡ d5ed2bcc-8034-4994-aaa7-2c5fbdfda37e
let
	🏁1
	
	t=11
	clim=load(joinpath(tempdir(),"SST_clim.jld2"))["clim"]
	pml=NCTiles.ncread("gridded_darwin_montly_clim_360_720_ver_0_2_6.nc","SST")

	RMSE=dropdims(sqrt.(sum((clim-pml).^2,dims=3)/12),dims=3)

	fig = Mkie.Figure(size = (900,600), backgroundcolor = :grey95)
	ax = Mkie.Axis(fig[1,1], title="log10(RMSE)",xlabel="longitude",ylabel="latitude")
	hm1=Mkie.contourf!(ax,lon[:,1],lat[1,:],log10.(RMSE), tickfont = (4, :black))
	xlims!(ax, (-180.0, 180.0)); ylims!(ax, (-90.0, 90.0))
	Mkie.Colorbar(fig[1,2], hm1, height = Mkie.Relative(0.65))

	md"""
	!!! note
	    Plot below shows room mean square difference from an earlier version generated with different software.
	
	$(fig)
	"""
end

# ╔═╡ 620ceef5-99f9-48d2-9079-3f60109d2005
begin
	📁3	
	fil_out=joinpath(tempdir(),"CBIOMES-global-alpha-climatology.nc")
	NCTiles.NCDataset(fil_out,"r")
end

# ╔═╡ 1318a437-81b2-4982-8f58-9273a5cc6df9
begin
	fil0="PhysicalOceanography/THETA/THETA"
	NCTiles.NCDataset(joinpath(pth0,fil0*".0058.nc"),"r")
end

# ╔═╡ 81f1ace0-cf04-4690-82c4-0b54219a0c1d
NCTiles.NCDataset(fil_out,"r")

# ╔═╡ 9cd5900d-32f3-4a07-a4a2-071a0615c527
let
	ncvars,ncdims,fileatts = readncfile(joinpath(pth0,fil0*".0058.nc"));
	#PlutoUI.with_terminal() do
	println("\n============ A look at "*fil0*".0058.nc using readncfile ========= \n\n")
	println("- Variables defined in ncvars: \n ")
	println.(keys(ncvars))
	println("\n")
	println("- Summary for some variables: \n ")
	show(ncvars["tim"])
	println("\n")
	show(ncvars["THETA"])
	println("\n")
end

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
MITgcmTools = "62725fbc-3a66-4df3-9000-e33e85b3a198"
MeshArrays = "cb8c808f-1acf-59a3-9d2b-6e38d009f683"
NCTiles = "4c1fdd90-559f-11e9-1abf-07ceafc4ffc0"
OceanColorData = "39357346-8f20-4302-be7b-c20dcd116b7a"
Climatology = "891f6deb-a4f5-4bc5-a2e3-1e8f649cdd2c"
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"

[compat]
CairoMakie = "~0.6.6"
JLD2 = "~0.4.15"
MITgcmTools = "~0.1.30"
MeshArrays = "~0.2.25"
NCTiles = "~0.1.13"
OceanColorData = "~0.1.1"
Climatology = "~0.1.12"
PlutoUI = "~0.7.16"
"""

# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised

[[AWS]]
deps = ["Base64", "Compat", "Dates", "Downloads", "GitHub", "HTTP", "IniFile", "JSON", "MbedTLS", "Mocking", "OrderedCollections", "Retry", "Sockets", "URIs", "UUIDs", "XMLDict"]
git-tree-sha1 = "7c84c2e915feaa681f74b459cebd333ce3989cde"
uuid = "fbe9abb3-538b-5e4e-ba9e-bc94f4f92ebc"
version = "1.68.0"

[[AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "485ee0867925449198280d4af84bdb46a2a404d0"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.0.1"

[[AbstractTrees]]
git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
version = "0.3.4"

[[Adapt]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "3.3.1"

[[Animations]]
deps = ["Colors"]
git-tree-sha1 = "e81c509d2c8e49592413bfb0bb3b08150056c79d"
uuid = "27a7e980-b3e6-11e9-2bcd-0b925532e340"
version = "0.4.1"

[[ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"

[[ArrayInterface]]
deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
git-tree-sha1 = "a8101545d6b15ff1ebc927e877e28b0ab4bc4f16"
uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
version = "3.1.36"

[[Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"

[[Automa]]
deps = ["Printf", "ScanByte", "TranscodingStreams"]
git-tree-sha1 = "d50976f217489ce799e366d9561d56a98a30d7fe"
uuid = "67c07d97-cdcb-5c2c-af73-a7f9c32a568b"
version = "0.8.2"

[[AxisAlgorithms]]
deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
version = "1.0.1"

[[Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"

[[BinDeps]]
deps = ["Libdl", "Pkg", "SHA", "URIParser", "Unicode"]
git-tree-sha1 = "1289b57e8cf019aede076edab0587eb9644175bd"
uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee"
version = "1.0.2"

[[Blosc]]
deps = ["Blosc_jll"]
git-tree-sha1 = "84cf7d0f8fd46ca6f1b3e0305b4b4a37afe50fd6"
uuid = "a74b3585-a348-5f62-a45c-50e91977d574"
version = "0.7.0"

[[Blosc_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Lz4_jll", "Pkg", "Zlib_jll", "Zstd_jll"]
git-tree-sha1 = "e747dac84f39c62aff6956651ec359686490134e"
uuid = "0b7ba130-8d10-5ba8-a3d6-c5182647fed9"
version = "1.21.0+0"

[[Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c3598e525718abcc440f69cc6d5f60dda0a1b61e"
uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
version = "1.0.6+5"

[[CEnum]]
git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.4.1"

[[CFTime]]
deps = ["Dates", "Printf"]
git-tree-sha1 = "bca6cb6ee746e6485ca4535f6cc29cf3579a0f20"
uuid = "179af706-886a-5703-950a-314cd64e0468"
version = "0.1.1"

[[CSV]]
deps = ["Dates", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "Tables", "Unicode"]
git-tree-sha1 = "b83aa3f513be680454437a0eee21001607e5d983"
uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
version = "0.8.5"

[[Cairo]]
deps = ["Cairo_jll", "Colors", "Glib_jll", "Graphics", "Libdl", "Pango_jll"]
git-tree-sha1 = "d0b3f8b4ad16cb0a2988c6788646a5e6a17b6b1b"
uuid = "159f3aea-2a34-519c-b102-8c37f9878175"
version = "1.0.5"

[[CairoMakie]]
deps = ["Base64", "Cairo", "Colors", "FFTW", "FileIO", "FreeType", "GeometryBasics", "LinearAlgebra", "Makie", "SHA", "StaticArrays"]
git-tree-sha1 = "774ff1cce3ae930af3948c120c15eeb96c886c33"
uuid = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
version = "0.6.6"

[[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"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
version = "1.16.0+6"

[[CatViews]]
deps = ["Random", "Test"]
git-tree-sha1 = "23d1f1e10d4e24374112fcf800ac981d14a54b24"
uuid = "81a5f4ea-a946-549a-aa7e-2a7f63a27d31"
version = "1.0.0"

[[CategoricalArrays]]
deps = ["DataAPI", "Future", "JSON", "Missings", "Printf", "Statistics", "StructTypes", "Unicode"]
git-tree-sha1 = "18d7f3e82c1a80dd38c16453b8fd3f0a7db92f23"
uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
version = "0.9.7"

[[ChainRulesCore]]
deps = ["Compat", "LinearAlgebra", "SparseArrays"]
git-tree-sha1 = "0541d306de71e267c1a724f84d44bbc981f287b4"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.10.2"

[[ClimateModels]]
deps = ["AWS", "CFTime", "CSV", "DataFrames", "Dates", "Downloads", "Git", "Pkg", "Statistics", "Suppressor", "Test", "UUIDs", "Zarr"]
git-tree-sha1 = "dd26a3ef186f4e1959c92131192e1654e71c9dfe"
uuid = "f6adb021-9183-4f40-84dc-8cea6f651bb0"
version = "0.1.5"

[[CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.0"

[[ColorBrewer]]
deps = ["Colors", "JSON", "Test"]
git-tree-sha1 = "61c5334f33d91e570e1d0c3eb5465835242582c4"
uuid = "a2cac450-b92f-5266-8821-25eda20663c8"
version = "0.4.0"

[[ColorSchemes]]
deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
git-tree-sha1 = "a851fec56cb73cfdf43762999ec72eff5b86882a"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
version = "3.15.0"

[[ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.11.0"

[[ColorVectorSpace]]
deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
git-tree-sha1 = "45efb332df2e86f2cb2e992239b6267d97c9e0b6"
uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
version = "0.9.7"

[[Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
version = "0.12.8"

[[Compat]]
deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
git-tree-sha1 = "31d0151f5716b655421d9d75b7fa74cc4e744df2"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "3.39.0"

[[CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"

[[Conda]]
deps = ["JSON", "VersionParsing"]
git-tree-sha1 = "299304989a5e6473d985212c28928899c74e9421"
uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
version = "1.5.2"

[[CondaBinDeps]]
deps = ["BinDeps", "Conda"]
git-tree-sha1 = "25f750df2893991f2c9b18425bfac6f2ce855154"
uuid = "a9693cdc-2bc8-5703-a9cd-1da358117377"
version = "0.2.0"

[[ConstructionBase]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4"
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
version = "1.3.0"

[[Contour]]
deps = ["StaticArrays"]
git-tree-sha1 = "9f02045d934dc030edad45944ea80dbd1f0ebea7"
uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
version = "0.5.7"

[[Crayons]]
git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.0.4"

[[DataAPI]]
git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.9.0"

[[DataFrames]]
deps = ["CategoricalArrays", "Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
git-tree-sha1 = "d50972453ef464ddcebdf489d11885468b7b83a3"
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
version = "0.22.7"

[[DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "7d9d316f04214f7efdbb6398d545446e246eff02"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.10"

[[DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"

[[Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"

[[DelimitedFiles]]
deps = ["Mmap"]
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"

[[DiskArrays]]
git-tree-sha1 = "6a50d800025a1664c99a8e819e0568c75e3ac0c7"
uuid = "3c3547ce-8d99-4f5e-a174-61eb10b00ae3"
version = "0.2.12"

[[Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "09d9eaef9ef719d2cd5d928a191dc95be2ec8059"
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
version = "0.10.5"

[[Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

[[Distributions]]
deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"]
git-tree-sha1 = "3676697fd903ba314aaaa0ec8d6813b354edb875"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
version = "0.23.11"

[[DocStringExtensions]]
deps = ["LibGit2"]
git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.8.6"

[[Downloads]]
deps = ["ArgTools", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"

[[EarCut_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
version = "2.2.3+0"

[[EllipsisNotation]]
deps = ["ArrayInterface"]
git-tree-sha1 = "8041575f021cba5a099a456b4163c9a08b566a02"
uuid = "da5c29d0-fa7d-589e-88eb-ea29b0a81949"
version = "1.1.0"

[[Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "b3bfd02e98aedfa5cf885665493c5598c350cd2f"
uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
version = "2.2.10+0"

[[ExprTools]]
git-tree-sha1 = "b7e3d17636b348f005f11040025ae8c6f645fe92"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.6"

[[EzXML]]
deps = ["Printf", "XML2_jll"]
git-tree-sha1 = "0fa3b52a04a4e210aeb1626def9c90df3ae65268"
uuid = "8f5d6c58-4d21-5cfd-889c-e3ad7ee6a615"
version = "1.1.0"

[[FFMPEG]]
deps = ["FFMPEG_jll"]
git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
version = "0.4.1"

[[FFMPEG_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "LibVPX_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 = "3cc57ad0a213808473eafef4845a74766242e05f"
uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
version = "4.3.1+4"

[[FFTW]]
deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
git-tree-sha1 = "463cb335fa22c4ebacfd1faba5fde14edb80d96c"
uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
version = "1.4.5"

[[FFTW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
version = "3.3.10+0"

[[FileIO]]
deps = ["Pkg", "Requires", "UUIDs"]
git-tree-sha1 = "3c041d2ac0a52a12a27af2782b34900d9c3ee68c"
uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
version = "1.11.1"

[[FillArrays]]
deps = ["LinearAlgebra", "Random", "SparseArrays"]
git-tree-sha1 = "502b3de6039d5b78c76118423858d981349f3823"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "0.9.7"

[[FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.4"

[[Fontconfig_jll]]
deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "35895cf184ceaab11fd778b4590144034a167a2f"
uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
version = "2.13.1+14"

[[Formatting]]
deps = ["Printf"]
git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
version = "0.4.2"

[[FortranFiles]]
git-tree-sha1 = "f8cec967f151a65f03afd826650c6e91d8b1da16"
uuid = "c58ffaec-ab22-586d-bfc5-781a99fd0b10"
version = "0.6.0"

[[FreeType]]
deps = ["CEnum", "FreeType2_jll"]
git-tree-sha1 = "cabd77ab6a6fdff49bfd24af2ebe76e6e018a2b4"
uuid = "b38be410-82b0-50bf-ab77-7b57e271db43"
version = "4.0.0"

[[FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "cbd58c9deb1d304f5a245a0b7eb841a2560cfec6"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
version = "2.10.1+5"

[[FreeTypeAbstraction]]
deps = ["ColorVectorSpace", "Colors", "FreeType", "GeometryBasics", "StaticArrays"]
git-tree-sha1 = "19d0f1e234c13bbfd75258e55c52aa1d876115f5"
uuid = "663a7486-cb36-511b-a19d-713bb74d65c9"
version = "0.9.2"

[[FriBidi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
uuid = "559328eb-81f9-559d-9380-de523a88c83c"
version = "1.0.10+0"

[[Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"

[[GeometryBasics]]
deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
git-tree-sha1 = "58bcdf5ebc057b085e58d95c138725628dd7453c"
uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
version = "0.4.1"

[[Gettext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "8c14294a079216000a0bdca5ec5a447f073ddc9d"
uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
version = "0.20.1+7"

[[Git]]
deps = ["Git_jll"]
git-tree-sha1 = "d7bffc3fe097e9589145493c08c41297b457e5d0"
uuid = "d7ba0133-e1db-5d97-8f8c-041e4b3a1eb2"
version = "1.2.1"

[[GitHub]]
deps = ["Base64", "Dates", "HTTP", "JSON", "MbedTLS", "Sockets", "SodiumSeal"]
git-tree-sha1 = "c8594dff1ed76e232d8063b2a2555335900af6f3"
uuid = "bc5e4493-9b4d-5f90-b8aa-2b2bcaad7a26"
version = "5.7.0"

[[Git_jll]]
deps = ["Artifacts", "Expat_jll", "Gettext_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "33be385f3432a5a5b7f6965af9592d4407f3167f"
uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
version = "2.31.0+0"

[[Glib_jll]]
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[[Graphics]]
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[[Graphite2_jll]]
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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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[[Hyperscript]]
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[[HypertextLiteral]]
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[[ICU_jll]]
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[[IfElse]]
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[[ImageCore]]
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[[ImageIO]]
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[[Imath_jll]]
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[[IniFile]]
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[[IntelOpenMP_jll]]
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[[InteractiveUtils]]
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[[Interpolations]]
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[[IntervalSets]]
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[[InverseFunctions]]
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[[InvertedIndices]]
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[[IrrationalConstants]]
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[[Isoband]]
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[[IteratorInterfaceExtensions]]
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[[JLD2]]
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[[JLLWrappers]]
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[[JSON]]
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[[KernelDensity]]
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[[LAME_jll]]
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[[LZO_jll]]
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[[LazyArtifacts]]
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[[LibCURL]]
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[[LibCURL_jll]]
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[[LibGit2]]
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[[LibSSH2_jll]]
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[[LibVPX_jll]]
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[[Libffi_jll]]
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[[Libgcrypt_jll]]
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[[Libgpg_error_jll]]
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[[Libiconv_jll]]
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[[Libmount_jll]]
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[[Libuuid_jll]]
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[[LogExpFunctions]]
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[[Logging]]
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[[Lz4_jll]]
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[[MITgcmTools]]
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[[MKL_jll]]
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[[Match]]
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[[MathTeXEngine]]
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[[MbedTLS]]
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[[MeshArrays]]
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[[Mocking]]
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[[NCDatasets]]
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[[NetCDF_jll]]
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[[Netpbm]]
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[[NetworkOptions]]
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[[OceanColorData]]
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[[Climatology]]
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[[Ogg_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "7937eda4681660b4d6aeeecc2f7e1c81c8ee4e2f"
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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", "Pkg", "Zlib_jll"]
git-tree-sha1 = "923319661e9a22712f24596ce81c54fc0366f304"
uuid = "18a262bb-aa17-5467-a713-aee519bc75cb"
version = "3.1.1+0"

[[OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "15003dcb7d8db3c6c857fda14891a539a8f2705a"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
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[[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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[[PCRE2_jll]]
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uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"

[[PCRE_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "b2a7af664e098055a7529ad1a900ded962bca488"
uuid = "2f80f16e-611a-54ab-bc61-aa92de5b98fc"
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[[PDMats]]
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[[PNGFiles]]
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git-tree-sha1 = "33ae7d19c6ba748d30c0c08a82378aae7b64b5e9"
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[[Packing]]
deps = ["GeometryBasics"]
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[[PaddedViews]]
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[[Pango_jll]]
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git-tree-sha1 = "9a336dee51d20d1ed890c4a8dca636e86e2b76ca"
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[[Parsers]]
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[[Pixman_jll]]
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git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
uuid = "30392449-352a-5448-841d-b1acce4e97dc"
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[[Pkg]]
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uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"

[[PkgVersion]]
deps = ["Pkg"]
git-tree-sha1 = "a7a7e1a88853564e551e4eba8650f8c38df79b37"
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[[PlotUtils]]
deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
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uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
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[[PlutoUI]]
deps = ["Base64", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
git-tree-sha1 = "4c8a7d080daca18545c56f1cac28710c362478f3"
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[[PolygonOps]]
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[[PooledArrays]]
deps = ["DataAPI", "Future"]
git-tree-sha1 = "a193d6ad9c45ada72c14b731a318bedd3c2f00cf"
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[[Preferences]]
deps = ["TOML"]
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[[PrettyTables]]
deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
git-tree-sha1 = "574a6b3ea95f04e8757c0280bb9c29f1a5e35138"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
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[[Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

[[ProgressMeter]]
deps = ["Distributed", "Printf"]
git-tree-sha1 = "afadeba63d90ff223a6a48d2009434ecee2ec9e8"
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[[QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
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uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
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[[REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[Random]]
deps = ["Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[Ratios]]
deps = ["Requires"]
git-tree-sha1 = "01d341f502250e81f6fec0afe662aa861392a3aa"
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[[Reexport]]
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[[RelocatableFolders]]
deps = ["SHA", "Scratch"]
git-tree-sha1 = "df2be5142a2a3db2da37b21d87c9fa7973486bfd"
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[[Requires]]
deps = ["UUIDs"]
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uuid = "ae029012-a4dd-5104-9daa-d747884805df"
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[[Retry]]
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uuid = "20febd7b-183b-5ae2-ac4a-720e7ce64774"
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[[Rmath]]
deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
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[[Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
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[[SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"

[[SIMD]]
git-tree-sha1 = "9ba33637b24341aba594a2783a502760aa0bff04"
uuid = "fdea26ae-647d-5447-a871-4b548cad5224"
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[[ScanByte]]
deps = ["Libdl", "SIMD"]
git-tree-sha1 = "9cc2955f2a254b18be655a4ee70bc4031b2b189e"
uuid = "7b38b023-a4d7-4c5e-8d43-3f3097f304eb"
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[[Scratch]]
deps = ["Dates"]
git-tree-sha1 = "0b4b7f1393cff97c33891da2a0bf69c6ed241fda"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.1.0"

[[SentinelArrays]]
deps = ["Dates", "Random"]
git-tree-sha1 = "f45b34656397a1f6e729901dc9ef679610bd12b5"
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
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[[Serialization]]
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[[SharedArrays]]
deps = ["Distributed", "Mmap", "Random", "Serialization"]
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"

[[Showoff]]
deps = ["Dates", "Grisu"]
git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
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[[SignedDistanceFields]]
deps = ["Random", "Statistics", "Test"]
git-tree-sha1 = "d263a08ec505853a5ff1c1ebde2070419e3f28e9"
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[[Sockets]]
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[[SodiumSeal]]
deps = ["Base64", "Libdl", "libsodium_jll"]
git-tree-sha1 = "80cef67d2953e33935b41c6ab0a178b9987b1c99"
uuid = "2133526b-2bfb-4018-ac12-889fb3908a75"
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[[SortingAlgorithms]]
deps = ["DataStructures", "Random", "Test"]
git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd"
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[[SparseArrays]]
deps = ["LinearAlgebra", "Random"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[SpecialFunctions]]
deps = ["OpenSpecFun_jll"]
git-tree-sha1 = "d8d8b8a9f4119829410ecd706da4cc8594a1e020"
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[[StackViews]]
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[[Static]]
deps = ["IfElse"]
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[[StaticArrays]]
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[[Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

[[StatsAPI]]
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uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
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[[StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "eb35dcc66558b2dda84079b9a1be17557d32091a"
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[[StatsFuns]]
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git-tree-sha1 = "95072ef1a22b057b1e80f73c2a89ad238ae4cfff"
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[[StructArrays]]
deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"]
git-tree-sha1 = "2ce41e0d042c60ecd131e9fb7154a3bfadbf50d3"
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[[StructTypes]]
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[[SuiteSparse]]
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uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"

[[Suppressor]]
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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]]
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[[Test]]
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uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[TiffImages]]
deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"]
git-tree-sha1 = "016185e1a16c1bd83a4352b19a3b136224f22e38"
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[[TranscodingStreams]]
deps = ["Random", "Test"]
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[[URIParser]]
deps = ["Unicode"]
git-tree-sha1 = "53a9f49546b8d2dd2e688d216421d050c9a31d0d"
uuid = "30578b45-9adc-5946-b283-645ec420af67"
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[[URIs]]
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uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
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[[UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[UnicodeFun]]
deps = ["REPL"]
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uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
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[[Unitful]]
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git-tree-sha1 = "a981a8ef8714cba2fd9780b22fd7a469e7aaf56d"
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[[VersionParsing]]
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[[WoodburyMatrices]]
deps = ["LinearAlgebra", "SparseArrays"]
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uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
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[[XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "1acf5bdf07aa0907e0a37d3718bb88d4b687b74a"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
version = "2.9.12+0"

[[XMLDict]]
deps = ["EzXML", "IterTools", "OrderedCollections"]
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uuid = "228000da-037f-5747-90a9-8195ccbf91a5"
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"
uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
version = "1.1.34+0"

[[Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
git-tree-sha1 = "5be649d550f3f4b95308bf0183b82e2582876527"
uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
version = "1.6.9+4"

[[Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4e490d5c960c314f33885790ed410ff3a94ce67e"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.9+4"

[[Xorg_libXdmcp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fe47bd2247248125c428978740e18a681372dd4"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.3+4"

[[Xorg_libXext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
version = "1.3.4+4"

[[Xorg_libXrender_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
version = "0.9.10+4"

[[Xorg_libpthread_stubs_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "6783737e45d3c59a4a4c4091f5f88cdcf0908cbb"
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
version = "0.1.0+3"

[[Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
git-tree-sha1 = "daf17f441228e7a3833846cd048892861cff16d6"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.13.0+3"

[[Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.4.0+3"

[[Zarr]]
deps = ["AWS", "Blosc", "CodecZlib", "DataStructures", "Dates", "DiskArrays", "HTTP", "JSON", "OffsetArrays", "Pkg"]
git-tree-sha1 = "18ac3fd29790edeee42bfed5020b12ae61a029d0"
uuid = "0a941bbe-ad1d-11e8-39d9-ab76183a1d99"
version = "0.6.3"

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

[[Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "cc4bf3fdde8b7e3e9fa0351bdeedba1cf3b7f6e6"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.0+0"

[[isoband_jll]]
deps = ["Libdl", "Pkg"]
git-tree-sha1 = "a1ac99674715995a536bbce674b068ec1b7d893d"
uuid = "9a68df92-36a6-505f-a73e-abb412b6bfb4"
version = "0.2.2+0"

[[libass_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "acc685bcf777b2202a904cdcb49ad34c2fa1880c"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.14.0+4"

[[libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "7a5780a0d9c6864184b3a2eeeb833a0c871f00ab"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "0.1.6+4"

[[libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.38+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 = "c45f4e40e7aafe9d086379e5578947ec8b95a8fb"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+0"

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

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

[[x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "d713c1ce4deac133e3334ee12f4adff07f81778f"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2020.7.14+2"

[[x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "487da2f8f2f0c8ee0e83f39d13037d6bbf0a45ab"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.0.0+3"
"""

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