diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml
index c29c1a0b7..7dfd62acd 100644
--- a/.buildkite/pipeline.yml
+++ b/.buildkite/pipeline.yml
@@ -1,5 +1,6 @@
 env:
-  JULIA_VERSION: "1.5.4"
+  JULIA_VERSION: "1.6.2"
+  JULIA_MINOR_VERSION: "1.6"
   OPENBLAS_NUM_THREADS: 1
   GKSwstype: nul
 
@@ -29,7 +30,7 @@ steps:
 
       mkdir examples/Lorenz/depot
       export JULIA_DEPOT_PATH="$$(pwd)/examples/Lorenz/depot:$$JULIA_DEPOT_PATH"
-      
+
       julia --color=yes --project -e '
         println("--- Instantiating Project")
         using Pkg;
@@ -44,7 +45,7 @@ steps:
       config: cpu
       queue: central
       slurm_ntasks: 1
-  
+
   - label: "Gaussian Process Emulator"
     key: "gaussian_process_emulator"
     command: |
@@ -52,21 +53,21 @@ steps:
       export PYTHONHOME="$$JULIA_DEPOT_PATH/conda/3/bin"
       export CONDA_JL_HOME="$$JULIA_DEPOT_PATH/conda/3"
 
-      mkdir examples/GaussianProcessEmulator/depot
-      export JULIA_DEPOT_PATH="$$(pwd)/examples/GaussianProcessEmulator/depot:$JULIA_DEPOT_PATH"
+      mkdir examples/Emulator/GaussianProcess/depot
+      export JULIA_DEPOT_PATH="$$(pwd)/examples/Emulator/GaussianProcess/depot:$JULIA_DEPOT_PATH"
 
       julia --color=yes --project -e '
         println("--- Instantiating Project")
         using Pkg;
         Pkg.instantiate()
-        Pkg.activate("examples/GaussianProcessEmulator")
+        Pkg.activate("examples/Emulator/GaussianProcess")
         Pkg.instantiate()
         println("+++ Running Learn Noise")
-        include("examples/GaussianProcessEmulator/learn_noise.jl")
+        include("examples/Emulator/GaussianProcess/learn_noise.jl")
         println("+++ Running PlotGP")
-        include("examples/GaussianProcessEmulator/plot_GP.jl")'
+        include("examples/Emulator/GaussianProcess/plot_GP.jl")'
     artifact_paths:
-      - "examples/GaussianProcessEmulator/output/*.png"
+      - "examples/Emulator/GaussianProcess/output/*.png"
     env:
       PYTHON: "$$JULIA_DEPOT_PATH/conda/3/bin/python"
       PYTHONHOME: "$$JULIA_DEPOT_PATH/conda/3/bin"
@@ -75,7 +76,7 @@ steps:
       config: cpu
       queue: central
       slurm_ntasks: 1
- 
+
   - label: "Cloudy"
     key: "cloudy"
     command: |
diff --git a/Manifest.toml b/Manifest.toml
index c78a0570d..1e69ace69 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -1,30 +1,19 @@
 # This file is machine-generated - editing it directly is not advised
 
-[[AMD]]
-deps = ["Libdl", "LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "fc66ffc5cff568936649445f58a55b81eaf9592c"
-uuid = "14f7f29c-3bd6-536c-9a0b-7339e30b5a3e"
-version = "0.4.0"
-
-[[AbstractTrees]]
-git-tree-sha1 = "03e0550477d86222521d254b741d470ba17ea0b5"
-uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
-version = "0.3.4"
-
 [[Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
+git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.3.1"
+version = "3.3.3"
 
 [[ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "265b06e2b1f6a216e0e8f183d28e4d354eab3220"
+git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.2.1"
+version = "3.2.2"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -32,29 +21,11 @@ uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
-[[BenchmarkTools]]
-deps = ["JSON", "Logging", "Printf", "Profile", "Statistics", "UUIDs"]
-git-tree-sha1 = "940001114a0147b6e4d10624276d56d531dd9b49"
-uuid = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
-version = "1.2.2"
-
-[[BinaryProvider]]
-deps = ["Libdl", "Logging", "SHA"]
-git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058"
-uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.10"
-
-[[Bzip2_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
-uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
-version = "1.0.8+0"
-
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "4c26b4e9e91ca528ea212927326ece5918a04b47"
+git-tree-sha1 = "926870acb6cbcf029396f2f2de030282b6bc1941"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.11.2"
+version = "1.11.4"
 
 [[ChangesOfVariables]]
 deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
@@ -62,18 +33,6 @@ git-tree-sha1 = "bf98fa45a0a4cee295de98d4c1462be26345b9a1"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
 version = "0.1.2"
 
-[[CodecBzip2]]
-deps = ["Bzip2_jll", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "2e62a725210ce3c3c2e1a3080190e7ca491f18d7"
-uuid = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd"
-version = "0.7.2"
-
-[[CodecZlib]]
-deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
-uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.0"
-
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
 git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
@@ -96,16 +55,10 @@ git-tree-sha1 = "6cdc8832ba11c7695f494c9d9a1c31e90959ce0f"
 uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
 version = "1.6.0"
 
-[[Convex]]
-deps = ["AbstractTrees", "BenchmarkTools", "LDLFactorizations", "LinearAlgebra", "MathOptInterface", "OrderedCollections", "SparseArrays", "Test"]
-git-tree-sha1 = "145c5e0b3ea3c9dd3bba134a58bab4112aa250c8"
-uuid = "f65535da-76fb-5f13-bab9-19810c17039a"
-version = "0.14.18"
-
 [[Crayons]]
-git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
+git-tree-sha1 = "b618084b49e78985ffa8422f32b9838e397b9fc2"
 uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
-version = "4.0.4"
+version = "4.1.0"
 
 [[DataAPI]]
 git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
@@ -188,10 +141,8 @@ uuid = "2904ab23-551e-5aed-883f-487f97af5226"
 version = "0.2.2"
 
 [[EnsembleKalmanProcesses]]
-deps = ["Convex", "Distributions", "DocStringExtensions", "LinearAlgebra", "Random", "SCS", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "8d64c688e053de72dbe24d3ecc2945ee51c8930c"
-repo-rev = "main"
-repo-url = "https://github.com/CliMA/EnsembleKalmanProcesses.jl"
+deps = ["Distributions", "DocStringExtensions", "LinearAlgebra", "Random", "Statistics", "StatsBase"]
+git-tree-sha1 = "4a0fb4cd1831d0cb630c63da0c1f1fbf50670bad"
 uuid = "aa8a2aa5-91d8-4396-bcef-d4f2ec43552d"
 version = "0.1.2"
 
@@ -282,12 +233,6 @@ git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 version = "0.21.2"
 
-[[LDLFactorizations]]
-deps = ["AMD", "LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "399bbe845e06e1c2d44ebb241f554d45eaf66788"
-uuid = "40e66cde-538c-5869-a4ad-c39174c6795b"
-version = "0.8.1"
-
 [[LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
@@ -336,12 +281,6 @@ version = "0.5.9"
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
-[[MathOptInterface]]
-deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "JSON", "LinearAlgebra", "MutableArithmetics", "OrderedCollections", "Printf", "SparseArrays", "Test", "Unicode"]
-git-tree-sha1 = "92b7de61ecb616562fd2501334f729cc9db2a9a6"
-uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
-version = "0.10.6"
-
 [[MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
@@ -358,12 +297,6 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 [[MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
 
-[[MutableArithmetics]]
-deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "7bb6853d9afec54019c1397c6eb610b9b9a19525"
-uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "0.3.1"
-
 [[NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
 git-tree-sha1 = "50310f934e55e5ca3912fb941dec199b49ca9b68"
@@ -378,10 +311,6 @@ version = "0.3.6"
 [[NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
-[[OpenBLAS_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
-uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-
 [[OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
@@ -394,9 +323,9 @@ version = "0.5.5+0"
 
 [[Optim]]
 deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "35d435b512fbab1d1a29138b5229279925eba369"
+git-tree-sha1 = "916077e0f0f8966eb0dc98a5c39921fdb8f49eb4"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.5.0"
+version = "1.6.0"
 
 [[OrderedCollections]]
 git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
@@ -439,9 +368,9 @@ version = "0.2.4"
 
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "00cfd92944ca9c760982747e9a1d0d5d86ab1e5a"
+git-tree-sha1 = "2cf929d64681236a2e074ffafb8d568733d2e6af"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.2.2"
+version = "1.2.3"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
@@ -453,10 +382,6 @@ version = "1.3.1"
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
-[[Profile]]
-deps = ["Printf"]
-uuid = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79"
-
 [[ProgressMeter]]
 deps = ["Distributed", "Printf"]
 git-tree-sha1 = "afadeba63d90ff223a6a48d2009434ecee2ec9e8"
@@ -511,24 +436,6 @@ git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
 version = "0.3.0+0"
 
-[[SCS]]
-deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "MathOptInterface", "Requires", "SCS_GPU_jll", "SCS_jll", "SparseArrays"]
-git-tree-sha1 = "c819d023621358f3c08f08d41bd9354cf1357d35"
-uuid = "c946c3f1-0d1f-5ce8-9dea-7daa1f7e2d13"
-version = "0.8.1"
-
-[[SCS_GPU_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg"]
-git-tree-sha1 = "a96402e3b494a8bbec61b1adb86d4be04112c646"
-uuid = "af6e375f-46ec-5fa0-b791-491b0dfa44a4"
-version = "2.1.4+0"
-
-[[SCS_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg"]
-git-tree-sha1 = "66c07568ecec96260aaac194ee1e5ee8df62f386"
-uuid = "f4f2fc5b-1d94-523c-97ea-2ab488bedf4b"
-version = "2.1.4+0"
-
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
@@ -578,24 +485,24 @@ version = "0.4.1"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da"
+git-tree-sha1 = "88a559da57529581472320892576a486fa2377b9"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.2.13"
+version = "1.3.1"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[StatsAPI]]
-git-tree-sha1 = "0f2aa8e32d511f758a2ce49208181f7733a0936a"
+git-tree-sha1 = "d88665adc9bcf45903013af0982e2fd05ae3d0a6"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.1.0"
+version = "1.2.0"
 
 [[StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "2bb0cb32026a66037360606510fca5984ccc6b75"
+git-tree-sha1 = "51383f2d367eb3b444c961d485c565e4c0cf4ba0"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.13"
+version = "0.33.14"
 
 [[StatsFuns]]
 deps = ["ChainRulesCore", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -631,12 +538,6 @@ uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
-[[TranscodingStreams]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
-uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.6"
-
 [[UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
diff --git a/Project.toml b/Project.toml
index acbebb50c..340ad244c 100644
--- a/Project.toml
+++ b/Project.toml
@@ -16,6 +16,9 @@ ScikitLearn = "3646fa90-6ef7-5e7e-9f22-8aca16db6324"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
 
+[compat]
+julia = "~1.6"
+
 [extras]
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
diff --git a/examples/Cloudy/Cloudy_example.jl b/examples/Cloudy/Cloudy_example.jl
index c4f7954ef..1cdd5eeb8 100644
--- a/examples/Cloudy/Cloudy_example.jl
+++ b/examples/Cloudy/Cloudy_example.jl
@@ -18,7 +18,7 @@ using Random
 
 # Import Calibrate-Emulate-Sample modules
 using CalibrateEmulateSample.EnsembleKalmanProcessModule
-using CalibrateEmulateSample.GaussianProcessEmulator
+using CalibrateEmulateSample.Emulators
 using CalibrateEmulateSample.MarkovChainMonteCarlo
 using CalibrateEmulateSample.Observations
 using CalibrateEmulateSample.Utilities
@@ -204,22 +204,31 @@ println(mean(get_u_final(ekiobj), dims=2))
 ###  Emulate: Gaussian Process Regression
 ###
 
-gppackage = GaussianProcessEmulator.GPJL()
-pred_type = GaussianProcessEmulator.YType()
+gppackage = Emulators.GPJL()
+pred_type = Emulators.YType()
+gauss_proc = GaussianProcess(
+    gppackage; 
+    kernel=nothing, # use default squared exponential kernel
+    prediction_type=pred_type, 
+    noise_learn=false
+)
 
 # Get training points
 input_output_pairs = Utilities.get_training_points(ekiobj, N_iter)
-normalized = true
-gpobj = GaussianProcessEmulator.GaussianProcess(input_output_pairs, gppackage; GPkernel=nothing, 
-                                                obs_noise_cov=Γy, normalized=normalized, 
-                                                noise_learn=false, prediction_type=pred_type)
+emulator = Emulator(
+    gauss_proc,
+    input_output_pairs,
+    obs_noise_cov=Γy,
+    normalize_inputs=true
+)
+optimize_hyperparameters!(emulator)
 
 # Check how well the Gaussian Process regression predicts on the
 # true parameters
-y_mean, y_var = GaussianProcessEmulator.predict(gpobj,
-                                                reshape(transformed_params_true, :, 1),
-                                                transform_to_real=true)
-
+y_mean, y_var = Emulators.predict(
+    emulator, reshape(transformed_params_true, :, 1);
+    transform_to_real=true
+)
 println("GP prediction on true parameters: ")
 println(vec(y_mean))
 println("true data: ")
@@ -244,7 +253,7 @@ max_iter = 2000 # number of steps before checking acc/rej rate for step size det
 yt_sample = truth_sample
 mcmc_test = MarkovChainMonteCarlo.MCMC(yt_sample, Γy, priors, step, u0, max_iter, 
                          mcmc_alg, burnin, svdflag=true)
-new_step = MarkovChainMonteCarlo.find_mcmc_step!(mcmc_test, gpobj, max_iter=max_iter)
+new_step = MarkovChainMonteCarlo.find_mcmc_step!(mcmc_test, emulator, max_iter=max_iter)
 
 # Now begin the actual MCMC
 println("Begin MCMC - with step size ", new_step)
@@ -252,7 +261,7 @@ burnin = 1000
 max_iter = 100000
 mcmc = MarkovChainMonteCarlo.MCMC(yt_sample, Γy, priors, new_step, u0, max_iter, mcmc_alg,
                     burnin, svdflag=true)
-MarkovChainMonteCarlo.sample_posterior!(mcmc, gpobj, max_iter)
+MarkovChainMonteCarlo.sample_posterior!(mcmc, emulator, max_iter)
 
 posterior = MarkovChainMonteCarlo.get_posterior(mcmc)
 
diff --git a/examples/Cloudy/Manifest.toml b/examples/Cloudy/Manifest.toml
index 753e209fa..46ec9e740 100644
--- a/examples/Cloudy/Manifest.toml
+++ b/examples/Cloudy/Manifest.toml
@@ -8,9 +8,12 @@ version = "0.5.0"
 
 [[Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "ffcfa2d345aaee0ef3d8346a073d5dd03c983ebe"
+git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.2.0"
+version = "3.3.3"
+
+[[ArgTools]]
+uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArnoldiMethod]]
 deps = ["LinearAlgebra", "Random", "StaticArrays"]
@@ -31,10 +34,10 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
 [[ArrayInterface]]
-deps = ["IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "ce17bad65d0842b34a15fffc8879a9f68f08a67f"
+deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
+git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.1.6"
+version = "3.2.2"
 
 [[ArrayLayouts]]
 deps = ["FillArrays", "LinearAlgebra"]
@@ -43,16 +46,13 @@ uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
 version = "0.3.8"
 
 [[Artifacts]]
-deps = ["Pkg"]
-git-tree-sha1 = "c30985d8821e0cd73870b17b0ed0ce6dc44cb744"
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
-version = "1.3.0"
 
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
-git-tree-sha1 = "a4d07a1c313392a77042855df46c5f534076fab9"
+git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
 uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
-version = "1.0.0"
+version = "1.0.1"
 
 [[BandedMatrices]]
 deps = ["ArrayLayouts", "FillArrays", "LinearAlgebra", "Random", "SparseArrays"]
@@ -75,6 +75,12 @@ git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058"
 uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
 version = "0.5.10"
 
+[[BitTwiddlingConvenienceFunctions]]
+deps = ["Static"]
+git-tree-sha1 = "bc1317f71de8dce26ea67fcdf7eccc0d0693b75b"
+uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"
+version = "0.1.1"
+
 [[BoundaryValueDiffEq]]
 deps = ["BandedMatrices", "DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "NLsolve", "Reexport", "SparseArrays"]
 git-tree-sha1 = "fe34902ac0c3a35d016617ab7032742865756d7d"
@@ -83,15 +89,27 @@ version = "2.7.1"
 
 [[Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c3598e525718abcc440f69cc6d5f60dda0a1b61e"
+git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
-version = "1.0.6+5"
+version = "1.0.8+0"
 
 [[CEnum]]
 git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.4.1"
 
+[[CPUSummary]]
+deps = ["Hwloc", "IfElse", "Static"]
+git-tree-sha1 = "87b0c9c6ee0124d6c1f4ce8cb035dcaf9f90b803"
+uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"
+version = "0.1.6"
+
+[[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 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
+uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
+version = "1.16.1+1"
+
 [[Calculus]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
@@ -106,9 +124,21 @@ version = "0.2.4"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "de4f08843c332d355852721adb1592bce7924da3"
+git-tree-sha1 = "926870acb6cbcf029396f2f2de030282b6bc1941"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "0.9.29"
+version = "1.11.4"
+
+[[ChangesOfVariables]]
+deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
+git-tree-sha1 = "bf98fa45a0a4cee295de98d4c1462be26345b9a1"
+uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+version = "0.1.2"
+
+[[CloseOpenIntervals]]
+deps = ["ArrayInterface", "Static"]
+git-tree-sha1 = "7b8f09d58294dc8aa13d91a8544b37c8a1dcbc06"
+uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"
+version = "0.1.4"
 
 [[Cloudy]]
 deps = ["Coverage", "DifferentialEquations", "DocStringExtensions", "ForwardDiff", "HCubature", "LinearAlgebra", "Optim", "PyPlot", "SpecialFunctions", "TaylorSeries", "Test"]
@@ -123,22 +153,22 @@ uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
 version = "0.14.2"
 
 [[ColorSchemes]]
-deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random", "StaticArrays"]
-git-tree-sha1 = "3141757b5832ee7a0386db87997ee5a23ff20f4d"
+deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
+git-tree-sha1 = "a851fec56cb73cfdf43762999ec72eff5b86882a"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.10.2"
+version = "3.15.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "32a2b8af383f11cbb65803883837a149d10dfe8a"
+git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.10.12"
+version = "0.11.0"
 
 [[Colors]]
-deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Reexport"]
-git-tree-sha1 = "ac5f2213e56ed8a34a3dd2f681f4df1166b34929"
+deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
+git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.6"
+version = "0.12.8"
 
 [[Combinatorics]]
 git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -158,27 +188,25 @@ version = "0.3.0"
 
 [[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 = "919c7f3151e79ff196add81d7f4e45d91bbf420b"
+git-tree-sha1 = "44c37b4636bc54afac5c574d2d02b625349d6582"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.25.0"
+version = "3.41.0"
 
 [[CompilerSupportLibraries_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "8e695f735fca77e9708e795eda62afdb869cbb70"
+deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "0.3.4+0"
 
 [[Conda]]
-deps = ["JSON", "VersionParsing"]
-git-tree-sha1 = "6231e40619c15148bcb80aa19d731e629877d762"
+deps = ["Downloads", "JSON", "VersionParsing"]
+git-tree-sha1 = "6cdc8832ba11c7695f494c9d9a1c31e90959ce0f"
 uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
-version = "1.5.1"
+version = "1.6.0"
 
 [[ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "48920211c95a6da1914a06c44ec94be70e84ffff"
+git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.1.0"
+version = "1.3.0"
 
 [[Contour]]
 deps = ["StaticArrays"]
@@ -188,26 +216,25 @@ version = "0.5.7"
 
 [[Coverage]]
 deps = ["CoverageTools", "HTTP", "JSON", "LibGit2", "MbedTLS"]
-git-tree-sha1 = "a485b62b1ce53368e3a1a3a8dc0c39a61b9d3d9c"
+git-tree-sha1 = "991f606da16a3ab900d5cad64e90cede27678ab2"
 uuid = "a2441757-f6aa-5fb2-8edb-039e3f45d037"
-version = "1.2.0"
+version = "1.4.0"
 
 [[CoverageTools]]
-deps = ["LibGit2"]
-git-tree-sha1 = "08b72d2f2154e33dc2aeb1bfcd4a83cb283abd4f"
+git-tree-sha1 = "cc5595feb314d3b226ed765a001a40ca451ad687"
 uuid = "c36e975a-824b-4404-a568-ef97ca766997"
-version = "1.2.2"
+version = "1.3.0"
 
 [[DataAPI]]
-git-tree-sha1 = "dfb3b7e89e395be1e25c2ad6d7690dc29cc53b1d"
+git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.6.0"
+version = "1.9.0"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "4437b64df1e0adccc3e5d1adbc3ac741095e4677"
+git-tree-sha1 = "3daef5523dd2e769dad2365274f760ff5f282c7d"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.9"
+version = "0.18.11"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -225,26 +252,26 @@ deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 
 [[DelayDiffEq]]
-deps = ["DataStructures", "DiffEqBase", "LinearAlgebra", "Logging", "NonlinearSolve", "OrdinaryDiffEq", "Printf", "RecursiveArrayTools", "Reexport", "UnPack"]
-git-tree-sha1 = "0c7f367792397f754728a3db960d7ef1eb3d8f09"
+deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "LinearAlgebra", "Logging", "NonlinearSolve", "OrdinaryDiffEq", "Printf", "RecursiveArrayTools", "Reexport", "UnPack"]
+git-tree-sha1 = "1f4022b5b378c627c44212ea6f19ea36d7f9d3e3"
 uuid = "bcd4f6db-9728-5f36-b5f7-82caef46ccdb"
-version = "5.29.1"
+version = "5.32.4"
 
 [[DelimitedFiles]]
 deps = ["Mmap"]
 uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
 
 [[DiffEqBase]]
-deps = ["ArrayInterface", "ChainRulesCore", "DataStructures", "DocStringExtensions", "FunctionWrappers", "IterativeSolvers", "LabelledArrays", "LinearAlgebra", "Logging", "MuladdMacro", "NonlinearSolve", "Parameters", "Printf", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "ZygoteRules"]
-git-tree-sha1 = "f5d290a67a2105b4cf531b0e3b5178106a661e39"
+deps = ["ArrayInterface", "ChainRulesCore", "DataStructures", "DocStringExtensions", "FastBroadcast", "FunctionWrappers", "IterativeSolvers", "LabelledArrays", "LinearAlgebra", "Logging", "MuladdMacro", "NonlinearSolve", "Parameters", "Printf", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "Requires", "SciMLBase", "Setfield", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "ZygoteRules"]
+git-tree-sha1 = "9d312bb0b7c8ace440a71c64330cf1bea0ade0c8"
 uuid = "2b5f629d-d688-5b77-993f-72d75c75574e"
-version = "6.57.9"
+version = "6.70.0"
 
 [[DiffEqCallbacks]]
-deps = ["DataStructures", "DiffEqBase", "ForwardDiff", "LinearAlgebra", "NLsolve", "OrdinaryDiffEq", "RecipesBase", "RecursiveArrayTools", "StaticArrays"]
-git-tree-sha1 = "d4c4a3f442ab749b6b895c514b0be984c75d6d67"
+deps = ["DataStructures", "DiffEqBase", "ForwardDiff", "LinearAlgebra", "NLsolve", "OrdinaryDiffEq", "Parameters", "RecipesBase", "RecursiveArrayTools", "SciMLBase", "StaticArrays"]
+git-tree-sha1 = "4fba4f6bc9b8dfa96019ac4b72ac33ba56c07d87"
 uuid = "459566f4-90b8-5000-8ac3-15dfb0a30def"
-version = "2.16.0"
+version = "2.20.0"
 
 [[DiffEqDiffTools]]
 deps = ["LinearAlgebra", "SparseArrays", "StaticArrays"]
@@ -259,10 +286,10 @@ uuid = "5a0ffddc-d203-54b0-88ba-2c03c0fc2e67"
 version = "2.4.0"
 
 [[DiffEqJump]]
-deps = ["ArrayInterface", "Compat", "DataStructures", "DiffEqBase", "FunctionWrappers", "LinearAlgebra", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "StaticArrays", "TreeViews", "UnPack"]
-git-tree-sha1 = "3ec8d5eeb792897b28ef79a851d834ce1415498f"
+deps = ["ArrayInterface", "Compat", "DataStructures", "DiffEqBase", "FunctionWrappers", "LightGraphs", "LinearAlgebra", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "StaticArrays", "TreeViews", "UnPack"]
+git-tree-sha1 = "9f47b8ae1c6f2b172579ac50397f8314b460fcd9"
 uuid = "c894b116-72e5-5b58-be3c-e6d8d4ac2b12"
-version = "6.13.0"
+version = "7.3.1"
 
 [[DiffEqNoiseProcess]]
 deps = ["DiffEqBase", "Distributions", "LinearAlgebra", "PoissonRandom", "Random", "Random123", "RandomNumbers", "RecipesBase", "RecursiveArrayTools", "Requires", "ResettableStacks", "StaticArrays", "Statistics"]
@@ -283,16 +310,16 @@ uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
 version = "1.0.3"
 
 [[DiffRules]]
-deps = ["NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "214c3fcac57755cfda163d91c58893a8723f93e9"
+deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
+git-tree-sha1 = "d529c45b4d95f1ff43640166959360095b1580f8"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.0.2"
+version = "1.7.0"
 
 [[DifferentialEquations]]
 deps = ["BoundaryValueDiffEq", "DelayDiffEq", "DiffEqBase", "DiffEqCallbacks", "DiffEqFinancial", "DiffEqJump", "DiffEqNoiseProcess", "DiffEqPhysics", "DimensionalPlotRecipes", "LinearAlgebra", "MultiScaleArrays", "OrdinaryDiffEq", "ParameterizedFunctions", "Random", "RecursiveArrayTools", "Reexport", "SteadyStateDiffEq", "StochasticDiffEq", "Sundials"]
-git-tree-sha1 = "221b9a427fc8970be5b65171c25f0a6ba0e1f394"
+git-tree-sha1 = "ececc535bd2aa55a520131d955639288704e3851"
 uuid = "0c46a032-eb83-5123-abaf-570d42b7fbaa"
-version = "6.16.0"
+version = "6.18.0"
 
 [[DimensionalPlotRecipes]]
 deps = ["LinearAlgebra", "RecipesBase"]
@@ -301,10 +328,10 @@ uuid = "c619ae07-58cd-5f6d-b883-8f17bd6a98f9"
 version = "1.2.0"
 
 [[Distances]]
-deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "366715149014943abd71aa647a07a43314158b2d"
+deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.2"
+version = "0.10.7"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -317,22 +344,26 @@ uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
 version = "0.23.8"
 
 [[DocStringExtensions]]
-deps = ["LibGit2", "Markdown", "Pkg", "Test"]
-git-tree-sha1 = "9d4f64f79012636741cf01133158a54b24924c32"
+deps = ["LibGit2"]
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.8.4"
+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 = "92d8f9f208637e8d2d28c664051a00569c01493d"
+git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
 uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
-version = "2.1.5+1"
+version = "2.2.3+0"
 
 [[ElasticArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "395e36b5962bd11bf080f4fe06546cd26a34e0d8"
+git-tree-sha1 = "a0fcc1bb3c9ceaf07e1d0529c9806ce94be6adf9"
 uuid = "fdbdab4c-e67f-52f5-8c3f-e7b388dad3d4"
-version = "1.2.6"
+version = "1.2.9"
 
 [[ElasticPDMats]]
 deps = ["LinearAlgebra", "MacroTools", "PDMats"]
@@ -340,23 +371,29 @@ git-tree-sha1 = "5157c93fe9431a041e4cd84265dfce3d53a52323"
 uuid = "2904ab23-551e-5aed-883f-487f97af5226"
 version = "0.2.2"
 
+[[Expat_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "b3bfd02e98aedfa5cf885665493c5598c350cd2f"
+uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
+version = "2.2.10+0"
+
 [[ExponentialUtilities]]
-deps = ["LinearAlgebra", "Printf", "Requires", "SparseArrays"]
-git-tree-sha1 = "712cb5af8db62836913970ee035a5fa742986f00"
+deps = ["ArrayInterface", "LinearAlgebra", "Printf", "Requires", "SparseArrays"]
+git-tree-sha1 = "1b873816d2cfc8c0fcb1edcb08e67fdf630a70b7"
 uuid = "d4d017d3-3776-5f7e-afef-a10c40355c18"
-version = "1.8.1"
+version = "1.10.2"
 
 [[FFMPEG]]
-deps = ["FFMPEG_jll", "x264_jll"]
-git-tree-sha1 = "9a73ffdc375be61b0e4516d83d880b265366fe1f"
+deps = ["FFMPEG_jll"]
+git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
 uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
-version = "0.4.0"
+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"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
+git-tree-sha1 = "d8a578692e3077ac998b50c0217dfd67f21d1e5f"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "4.3.1+4"
+version = "4.4.0+0"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "IntelOpenMP_jll", "Libdl", "LinearAlgebra", "MKL_jll", "Reexport"]
@@ -366,9 +403,15 @@ version = "1.3.0"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "5a0d4b6a22a34d17d53543bd124f4b08ed78e8b0"
+git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
-version = "3.3.9+7"
+version = "3.3.10+0"
+
+[[FastBroadcast]]
+deps = ["LinearAlgebra", "Polyester", "Static"]
+git-tree-sha1 = "0f8ef5dcb040dbb9edd98b1763ac10882ee1ff03"
+uuid = "7034ab61-46d4-4ed7-9d0f-46aef9175898"
+version = "0.1.12"
 
 [[FastClosures]]
 git-tree-sha1 = "acebe244d53ee1b461970f8910c235b259e772ef"
@@ -389,9 +432,9 @@ version = "0.8.14"
 
 [[FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "f6f80c8f934efd49a286bb5315360be66956dfc4"
+git-tree-sha1 = "8b3c09b56acaf3c0e581c66638b85c8650ee9dca"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.8.0"
+version = "2.8.1"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -399,6 +442,12 @@ 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 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
+uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
+version = "2.13.93+0"
+
 [[Formatting]]
 deps = ["Printf"]
 git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
@@ -406,22 +455,22 @@ uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
 version = "0.4.2"
 
 [[ForwardDiff]]
-deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "NaNMath", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "c68fb7481b71519d313114dca639b35262ff105f"
+deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
+git-tree-sha1 = "2b72a5624e289ee18256111657663721d59c143e"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.17"
+version = "0.10.24"
 
 [[FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "cbd58c9deb1d304f5a245a0b7eb841a2560cfec6"
+git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.1+5"
+version = "2.10.4+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "0d20aed5b14dd4c9a2453c1b601d08e1149679cc"
+git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.5+6"
+version = "1.0.10+0"
 
 [[FunctionWrappers]]
 git-tree-sha1 = "241552bc2209f0fa068b6415b1942cc0aa486bcc"
@@ -439,10 +488,10 @@ uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
 version = "0.52.0"
 
 [[GaussianProcesses]]
-deps = ["Distances", "Distributions", "ElasticArrays", "ElasticPDMats", "FastGaussQuadrature", "ForwardDiff", "LinearAlgebra", "Optim", "PDMats", "Printf", "ProgressMeter", "Random", "RecipesBase", "ScikitLearnBase", "SpecialFunctions", "StaticArrays", "Statistics", "StatsFuns", "Zygote"]
-git-tree-sha1 = "06f890e71136832f1c577aa443d3777ffa9594fa"
+deps = ["Distances", "Distributions", "ElasticArrays", "ElasticPDMats", "FastGaussQuadrature", "ForwardDiff", "LinearAlgebra", "Optim", "PDMats", "Printf", "ProgressMeter", "Random", "RecipesBase", "ScikitLearnBase", "SpecialFunctions", "StaticArrays", "Statistics", "StatsFuns"]
+git-tree-sha1 = "9cf8ba8037e332b1be14c71e549143e68c42a22d"
 uuid = "891a1506-143c-57d2-908e-e1f8e92e6de9"
-version = "0.12.3"
+version = "0.12.4"
 
 [[GeneralizedGenerated]]
 deps = ["CanonicalTraits", "DataStructures", "JuliaVariables", "MLStyle"]
@@ -452,20 +501,38 @@ version = "0.2.8"
 
 [[GeometryBasics]]
 deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "c7f81b22b6c255861be4007a16bfdeb60e1c7f9b"
+git-tree-sha1 = "4136b8a5668341e58398bb472754bff4ba0456ff"
 uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.3.11"
+version = "0.3.12"
 
 [[GeometryTypes]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "StaticArrays"]
-git-tree-sha1 = "07194161fe4e181c6bf51ef2e329ec4e7d050fc4"
+git-tree-sha1 = "d796f7be0383b5416cd403420ce0af083b0f9b28"
 uuid = "4d00f742-c7ba-57c2-abde-4428a4b178cb"
-version = "0.8.4"
+version = "0.8.5"
+
+[[Gettext_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
+git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
+uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
+version = "0.21.0+0"
+
+[[Glib_jll]]
+deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "a32d672ac2c967f3deb8a81d828afc739c838a06"
+uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
+version = "2.68.3+2"
+
+[[Graphite2_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
+uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
+version = "1.3.14+0"
 
 [[Grisu]]
-git-tree-sha1 = "03d381f65183cb2d0af8b3425fde97263ce9a995"
+git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
 uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
-version = "1.0.0"
+version = "1.0.2"
 
 [[HCubature]]
 deps = ["Combinatorics", "DataStructures", "LinearAlgebra", "QuadGK", "StaticArrays"]
@@ -479,16 +546,34 @@ git-tree-sha1 = "c7ec02c4c6a039a98a15f955462cd7aea5df4508"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 version = "0.8.19"
 
-[[IRTools]]
-deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "90ee39f9beaaa186e4968417ea2b8ed5673c91c0"
-uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.3.3"
+[[HarfBuzz_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
+git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
+version = "2.8.1+1"
+
+[[HostCPUFeatures]]
+deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"]
+git-tree-sha1 = "8f0dc80088981ab55702b04bba38097a44a1a3a9"
+uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0"
+version = "0.1.5"
+
+[[Hwloc]]
+deps = ["Hwloc_jll"]
+git-tree-sha1 = "92d99146066c5c6888d5a3abc871e6a214388b91"
+uuid = "0e44f5e4-bd66-52a0-8798-143a42290a1d"
+version = "2.0.0"
+
+[[Hwloc_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "3395d4d4aeb3c9d31f5929d32760d8baeee88aaf"
+uuid = "e33a78d0-f292-5ffc-b300-72abe9b543c8"
+version = "2.5.0+0"
 
 [[IfElse]]
-git-tree-sha1 = "28e837ff3e7a6c3cdb252ce49fb412c8eb3caeef"
+git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
 uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173"
-version = "0.1.0"
+version = "0.1.1"
 
 [[Inflate]]
 git-tree-sha1 = "f5fc07d4e706b84f72d54eedcc1c13d92fb0871c"
@@ -512,21 +597,32 @@ deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 
 [[Interpolations]]
-deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "eb1dd6d5b2275faaaa18533e0fc5f9171cec25fa"
+deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
+git-tree-sha1 = "b15fc0a95c564ca2e0a7ae12c1f095ca848ceb31"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.13.1"
+version = "0.13.5"
+
+[[InverseFunctions]]
+deps = ["Test"]
+git-tree-sha1 = "a7254c0acd8e62f1ac75ad24d5db43f5f19f3c65"
+uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
+version = "0.1.2"
+
+[[IrrationalConstants]]
+git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
+version = "0.1.1"
 
 [[IterTools]]
-git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
+git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
-version = "1.3.0"
+version = "1.4.0"
 
 [[IterativeSolvers]]
 deps = ["LinearAlgebra", "Printf", "Random", "RecipesBase", "SparseArrays"]
-git-tree-sha1 = "6f5ef3206d9dc6510a8b8e2334b96454a2ade590"
+git-tree-sha1 = "1169632f425f79429f245113b775a0e3d121457c"
 uuid = "42fd0dbc-a981-5370-80f2-aaf504508153"
-version = "0.9.0"
+version = "0.9.2"
 
 [[IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -534,15 +630,16 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[JLLWrappers]]
-git-tree-sha1 = "a431f5f2ca3f4feef3bd7a5e94b8b8d4f2f647a0"
+deps = ["Preferences"]
+git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.2.0"
+version = "1.3.0"
 
 [[JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "81690084b6198a2e1da36fcfda16eeca9f9f24e4"
+git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.1"
+version = "0.21.2"
 
 [[JuliaVariables]]
 deps = ["MLStyle", "NameResolution"]
@@ -552,26 +649,32 @@ version = "0.2.4"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "09aeec87bdc9c1fa70d0b508dfa94a21acd280d9"
+git-tree-sha1 = "591e8dc09ad18386189610acafb970032c519707"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.2"
+version = "0.6.3"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "df381151e871f41ee86cee4f5f6fd598b8a68826"
+git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.0+3"
+version = "3.100.1+0"
+
+[[LZO_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
+uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
+version = "2.10.1+0"
 
 [[LaTeXStrings]]
-git-tree-sha1 = "c7f1c695e06c01b95a67f0cd1d34994f3e7db104"
+git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-version = "1.2.1"
+version = "1.3.0"
 
 [[LabelledArrays]]
-deps = ["ArrayInterface", "LinearAlgebra", "MacroTools", "StaticArrays"]
-git-tree-sha1 = "5e288800819c323de5897fa6d5a002bdad54baf7"
+deps = ["ArrayInterface", "ChainRulesCore", "LinearAlgebra", "MacroTools", "StaticArrays"]
+git-tree-sha1 = "3609bbf5feba7b22fb35fe7cb207c8c8d2e2fc5b"
 uuid = "2ee39098-c373-598a-b85f-a56591580800"
-version = "1.5.0"
+version = "1.6.7"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
@@ -579,19 +682,67 @@ git-tree-sha1 = "864527aa4d14c893fb8c51d48ef314410c88c7b9"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
 version = "0.13.5"
 
+[[LayoutPointers]]
+deps = ["ArrayInterface", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static"]
+git-tree-sha1 = "83b56449c39342a47f3fcdb3bc782bd6d66e1d97"
+uuid = "10f19ff3-798f-405d-979b-55457f8fc047"
+version = "0.1.4"
+
+[[LibCURL]]
+deps = ["LibCURL_jll", "MozillaCACerts_jll"]
+uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
+
+[[LibCURL_jll]]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
+uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
+
 [[LibGit2]]
-deps = ["Printf"]
+deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 
-[[LibVPX_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "85fcc80c3052be96619affa2fe2e6d2da3908e11"
-uuid = "dd192d2f-8180-539f-9fb4-cc70b1dcf69a"
-version = "1.9.0+1"
+[[LibSSH2_jll]]
+deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
 
 [[Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
+[[Libffi_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290"
+uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
+version = "3.2.2+1"
+
+[[Libgcrypt_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
+git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
+uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
+version = "1.8.7+0"
+
+[[Libgpg_error_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
+uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
+version = "1.42.0+0"
+
+[[Libiconv_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "42b62845d70a619f063a7da093d995ec8e15e778"
+uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
+version = "1.16.1+1"
+
+[[Libmount_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73"
+uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
+version = "2.35.0+0"
+
+[[Libuuid_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066"
+uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
+version = "2.36.0+0"
+
 [[LightGraphs]]
 deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
 git-tree-sha1 = "432428df5f360964040ed60418dd5601ecd240b6"
@@ -608,14 +759,20 @@ version = "7.1.1"
 deps = ["Libdl"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
+[[LogExpFunctions]]
+deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "e5718a00af0ab9756305a0392832c8952c7426c1"
+uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
+version = "0.3.6"
+
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
-[[METIS_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "2dc1a9fc87e57e32b1fc186db78811157b30c118"
-uuid = "d00139f3-1899-568f-a2f0-47f597d42d70"
-version = "5.1.0+5"
+[[LoopVectorization]]
+deps = ["ArrayInterface", "CPUSummary", "CloseOpenIntervals", "DocStringExtensions", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "Requires", "SIMDDualNumbers", "SLEEFPirates", "Static", "ThreadingUtilities", "UnPack", "VectorizationBase"]
+git-tree-sha1 = "9e10579c154f785b911d9ceb96c33fcc1a661171"
+uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
+version = "0.12.99"
 
 [[MKL_jll]]
 deps = ["IntelOpenMP_jll", "Libdl", "Pkg"]
@@ -624,15 +781,20 @@ uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
 version = "2020.2.254+0"
 
 [[MLStyle]]
-git-tree-sha1 = "a667f58636b36ba10145d46a4afe70492850af8c"
+git-tree-sha1 = "594e189325f66e23a8818e5beb11c43bb0141bcd"
 uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
-version = "0.4.9"
+version = "0.4.10"
 
 [[MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "6a8a2a625ab0dea913aba95c11370589e0239ff0"
+git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.6"
+version = "0.5.9"
+
+[[ManualMemory]]
+git-tree-sha1 = "9cb207b18148b2199db259adfa923b45593fe08e"
+uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"
+version = "0.1.6"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -645,10 +807,8 @@ uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
 version = "1.0.3"
 
 [[MbedTLS_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "0eef589dd1c26a3ac9d753fe1a8bcad63f956fa6"
+deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.16.8+1"
 
 [[Measures]]
 git-tree-sha1 = "e498ddeee6f9fdb4551ce855a46f54dbd900245f"
@@ -657,9 +817,9 @@ version = "0.3.1"
 
 [[Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "f8c673ccc215eb50fcadb285f522420e29e69e1c"
+git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "0.4.5"
+version = "1.0.2"
 
 [[Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
@@ -670,6 +830,9 @@ git-tree-sha1 = "2da0c371ce983b02afd6a957ba3c6b0aa977a3b3"
 uuid = "961ee093-0014-501f-94e3-6117800e7a78"
 version = "2.0.0"
 
+[[MozillaCACerts_jll]]
+uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
+
 [[MuladdMacro]]
 git-tree-sha1 = "c6190f9a7fc5d9d5915ab29f2134421b12d24a68"
 uuid = "46d2c3a1-f734-5fdb-9937-b9b9aeba4221"
@@ -677,9 +840,9 @@ version = "0.2.2"
 
 [[MultiScaleArrays]]
 deps = ["DiffEqBase", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "OrdinaryDiffEq", "Random", "RecursiveArrayTools", "SparseDiffTools", "Statistics", "StochasticDiffEq", "TreeViews"]
-git-tree-sha1 = "258f3be6770fe77be8870727ba9803e236c685b8"
+git-tree-sha1 = "03647373a31d9bde3382a31cca11f528b4d6bd5b"
 uuid = "f9640e96-87f6-5992-9c3b-0743c6a49ffa"
-version = "1.8.1"
+version = "1.9.0"
 
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
@@ -699,16 +862,10 @@ git-tree-sha1 = "019f12e9a1a7880459d0173c182e6a99365d7ac1"
 uuid = "2774e3e8-f4cf-5e23-947b-6d7e65073b56"
 version = "4.5.1"
 
-[[NNlib]]
-deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "Requires", "Statistics"]
-git-tree-sha1 = "d9f196d911f55aeaff11b11f681b135980783824"
-uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.6.6"
-
 [[NaNMath]]
-git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
+git-tree-sha1 = "f755f36b19a5116bb580de457cda0c140153f283"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.5"
+version = "0.3.6"
 
 [[NameResolution]]
 deps = ["PrettyPrint"]
@@ -718,44 +875,45 @@ version = "0.1.5"
 
 [[NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
-git-tree-sha1 = "9afd724797039125e8e2cc362098f01dab60bc3a"
+git-tree-sha1 = "16baacfdc8758bc374882566c9187e785e85c2f0"
 uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
-version = "0.4.8"
+version = "0.4.9"
+
+[[NetworkOptions]]
+uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[NonlinearSolve]]
 deps = ["ArrayInterface", "FiniteDiff", "ForwardDiff", "IterativeSolvers", "LinearAlgebra", "RecursiveArrayTools", "RecursiveFactorization", "Reexport", "SciMLBase", "Setfield", "StaticArrays", "UnPack"]
-git-tree-sha1 = "ef18e47df4f3917af35be5e5d7f5d97e8a83b0ec"
+git-tree-sha1 = "8dc3be3e9edf976a3e79363b3bd2ad776a627c31"
 uuid = "8913a72c-1f9b-4ce2-8d82-65094dcecaec"
-version = "0.3.8"
+version = "0.3.12"
 
 [[Observables]]
-git-tree-sha1 = "3469ef96607a6b9a1e89e54e6f23401073ed3126"
+git-tree-sha1 = "fe29afdef3d0c4a8286128d4e45cc50621b1e43d"
 uuid = "510215fc-4207-5dde-b226-833fc4488ee2"
-version = "0.3.3"
+version = "0.4.0"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "b3dfef5f2be7d7eb0e782ba9146a5271ee426e90"
+git-tree-sha1 = "043017e0bdeff61cfbb7afeb558ab29536bbb5ed"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.6.2"
+version = "1.10.8"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "a42c0f138b9ebe8b58eba2271c5053773bde52d0"
+git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
 uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
-version = "1.3.4+2"
+version = "1.3.5+1"
 
 [[OpenBLAS_jll]]
-deps = ["CompilerSupportLibraries_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "0c922fd9634e358622e333fc58de61f05a048492"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.9+5"
 
 [[OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "71bbbc616a1d710879f5a1021bcba65ffba6ce58"
+git-tree-sha1 = "15003dcb7d8db3c6c857fda14891a539a8f2705a"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.1+6"
+version = "1.1.10+0"
 
 [[Optim]]
 deps = ["Compat", "FillArrays", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
@@ -765,20 +923,26 @@ version = "0.20.6"
 
 [[Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f9d57f4126c39565e05a2b0264df99f497fc6f37"
+git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.1+3"
+version = "1.3.2+0"
 
 [[OrderedCollections]]
-git-tree-sha1 = "4fa2ba51070ec13fcc7517db714445b4ab986bdf"
+git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.0"
+version = "1.4.1"
 
 [[OrdinaryDiffEq]]
-deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "ExponentialUtilities", "FastClosures", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "MacroTools", "MuladdMacro", "NLsolve", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
-git-tree-sha1 = "d22a75b8ae5b77543c4e1f8eae1ff01ce1f64453"
+deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DocStringExtensions", "ExponentialUtilities", "FastClosures", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "MacroTools", "MuladdMacro", "NLsolve", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
+git-tree-sha1 = "e9f977a3119e7bfb3bfaeb3daa354f38e9baf76f"
 uuid = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
-version = "5.52.2"
+version = "5.55.1"
+
+[[PCRE_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "b2a7af664e098055a7529ad1a900ded962bca488"
+uuid = "2f80f16e-611a-54ab-bc61-aa92de5b98fc"
+version = "8.44.0+0"
 
 [[PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"]
@@ -794,18 +958,24 @@ version = "5.6.0"
 
 [[Parameters]]
 deps = ["OrderedCollections", "UnPack"]
-git-tree-sha1 = "2276ac65f1e236e0a6ea70baff3f62ad4c625345"
+git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
 uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
-version = "0.12.2"
+version = "0.12.3"
 
 [[Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "c8abc88faa3f7a3950832ac5d6e690881590d6dc"
+git-tree-sha1 = "d7fa6237da8004be601e19bd6666083056649918"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "1.1.0"
+version = "2.1.3"
+
+[[Pixman_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
+uuid = "30392449-352a-5448-841d-b1acce4e97dc"
+version = "0.40.1+0"
 
 [[Pkg]]
-deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
+deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 
 [[PlotThemes]]
@@ -816,9 +986,9 @@ version = "2.0.1"
 
 [[PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
-git-tree-sha1 = "ae9a295ac761f64d8c2ec7f9f24d21eb4ffba34d"
+git-tree-sha1 = "68604313ed59f0408313228ba09e79252e4b2da8"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.0.10"
+version = "1.1.2"
 
 [[Plots]]
 deps = ["Base64", "Contour", "Dates", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"]
@@ -832,12 +1002,30 @@ git-tree-sha1 = "44d018211a56626288b5d3f8c6497d28c26dc850"
 uuid = "e409e4f3-bfea-5376-8464-e040bb5c01ab"
 version = "0.4.0"
 
+[[Polyester]]
+deps = ["ArrayInterface", "BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "ManualMemory", "PolyesterWeave", "Requires", "Static", "StrideArraysCore", "ThreadingUtilities"]
+git-tree-sha1 = "3c44fc250c04352839cea8d5b9d94bcb7b3de420"
+uuid = "f517fe37-dbe3-4b94-8317-1923a5111588"
+version = "0.6.2"
+
+[[PolyesterWeave]]
+deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"]
+git-tree-sha1 = "a3ff99bf561183ee20386aec98ab8f4a12dc724a"
+uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad"
+version = "0.1.2"
+
 [[PositiveFactorizations]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "17275485f373e6673f7e7f97051f703ed5b15b20"
 uuid = "85a6dd25-e78a-55b7-8502-1745935b8125"
 version = "0.2.4"
 
+[[Preferences]]
+deps = ["TOML"]
+git-tree-sha1 = "2cf929d64681236a2e074ffafb8d568733d2e6af"
+uuid = "21216c6a-2e73-6563-6e65-726566657250"
+version = "1.2.3"
+
 [[PrettyPrint]]
 git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
 uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
@@ -849,30 +1037,30 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
 [[ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "6e9c89cba09f6ef134b00e10625590746ba1e036"
+git-tree-sha1 = "afadeba63d90ff223a6a48d2009434ecee2ec9e8"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.5.0"
+version = "1.7.1"
 
 [[PyCall]]
 deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]
-git-tree-sha1 = "dd1a970b543bd02efce2984582e996af28cab27f"
+git-tree-sha1 = "71fd4022ecd0c6d20180e23ff1b3e05a143959c2"
 uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
-version = "1.92.2"
+version = "1.93.0"
 
 [[PyPlot]]
 deps = ["Colors", "LaTeXStrings", "PyCall", "Sockets", "Test", "VersionParsing"]
-git-tree-sha1 = "67dde2482fe1a72ef62ed93f8c239f947638e5a2"
+git-tree-sha1 = "14c1b795b9d764e1784713941e787e1384268103"
 uuid = "d330b81b-6aea-500a-939a-2ce795aea3ee"
-version = "2.9.0"
+version = "2.10.0"
 
 [[QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "12fbe86da16df6679be7521dfb39fbc861e1dc7b"
+git-tree-sha1 = "78aadffb3efd2155af139781b8a8df1ef279ea39"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.4.1"
+version = "2.4.2"
 
 [[REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets"]
+deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 
 [[Random]]
@@ -881,25 +1069,26 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [[Random123]]
 deps = ["Libdl", "Random", "RandomNumbers"]
-git-tree-sha1 = "7c6710c8198fd4444b5eb6a3840b7d47bd3593c5"
+git-tree-sha1 = "0e8b146557ad1c6deb1367655e052276690e71a3"
 uuid = "74087812-796a-5b5d-8853-05524746bad3"
-version = "1.3.1"
+version = "1.4.2"
 
 [[RandomNumbers]]
 deps = ["Random", "Requires"]
-git-tree-sha1 = "441e6fc35597524ada7f85e13df1f4e10137d16f"
+git-tree-sha1 = "043da614cc7e95c703498a491e2c21f58a2b8111"
 uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
-version = "1.4.0"
+version = "1.5.3"
 
 [[Ratios]]
-git-tree-sha1 = "37d210f612d70f3f7d57d488cb3b6eff56ad4e41"
+deps = ["Requires"]
+git-tree-sha1 = "01d341f502250e81f6fec0afe662aa861392a3aa"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.0"
+version = "0.4.2"
 
 [[RecipesBase]]
-git-tree-sha1 = "b3fb709f3c97bfc6e948be68beeecb55a0b340ae"
+git-tree-sha1 = "6bf3f380ff52ce0832ddd3a2a7b9538ed1bcca7d"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.1.1"
+version = "1.2.1"
 
 [[RecipesPipeline]]
 deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
@@ -908,16 +1097,16 @@ uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
 version = "0.1.13"
 
 [[RecursiveArrayTools]]
-deps = ["ArrayInterface", "LinearAlgebra", "RecipesBase", "Requires", "StaticArrays", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "271a36e18c8806332b7bd0f57e50fcff0d428b11"
+deps = ["ArrayInterface", "ChainRulesCore", "DocStringExtensions", "LinearAlgebra", "RecipesBase", "Requires", "StaticArrays", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "00bede2eb099dcc1ddc3f9ec02180c326b420ee2"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.11.0"
+version = "2.17.2"
 
 [[RecursiveFactorization]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "6761a5d1f9646affb2a369ff932841fff77934a3"
+deps = ["LinearAlgebra", "LoopVectorization"]
+git-tree-sha1 = "2e1a88c083ebe8ba69bc0b0084d4b4ba4aa35ae0"
 uuid = "f2c3362d-daeb-58d1-803e-2bc74f2840b4"
-version = "0.1.0"
+version = "0.1.13"
 
 [[Reexport]]
 deps = ["Pkg"]
@@ -927,31 +1116,48 @@ version = "0.2.0"
 
 [[Requires]]
 deps = ["UUIDs"]
-git-tree-sha1 = "4036a3bd08ac7e968e27c203d45f5fff15020621"
+git-tree-sha1 = "8f82019e525f4d5c669692772a6f4b0a58b06a6a"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
-version = "1.1.3"
+version = "1.2.0"
 
 [[ResettableStacks]]
 deps = ["StaticArrays"]
-git-tree-sha1 = "622b3e491fb0a85fbfeed6f17dc320a9f46d8929"
+git-tree-sha1 = "256eeeec186fa7f26f2801732774ccf277f05db9"
 uuid = "ae5879a3-cd67-5da8-be7f-38c6eb64a37b"
-version = "1.1.0"
+version = "1.1.1"
 
 [[Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "86c5647b565873641538d8f812c04e4c9dbeb370"
+git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.6.1"
+version = "0.7.0"
 
 [[Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "1b7bf41258f6c5c9c31df8c1ba34c1fc88674957"
+git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.2.2+2"
+version = "0.3.0+0"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
+[[SIMDDualNumbers]]
+deps = ["ForwardDiff", "IfElse", "SLEEFPirates", "VectorizationBase"]
+git-tree-sha1 = "62c2da6eb66de8bb88081d20528647140d4daa0e"
+uuid = "3cdde19b-5bb0-4aaf-8931-af3e248e098b"
+version = "0.1.0"
+
+[[SIMDTypes]]
+git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"
+uuid = "94e857df-77ce-4151-89e5-788b33177be4"
+version = "0.1.0"
+
+[[SLEEFPirates]]
+deps = ["IfElse", "Static", "VectorizationBase"]
+git-tree-sha1 = "1410aad1c6b35862573c01b96cd1f6dbe3979994"
+uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
+version = "0.6.28"
+
 [[SafeTestsets]]
 deps = ["Test"]
 git-tree-sha1 = "36ebc5622c82eb9324005cc75e7e2cc51181d181"
@@ -959,10 +1165,10 @@ uuid = "1bc83da4-3b8d-516f-aca4-4fe02f6d838f"
 version = "0.0.1"
 
 [[SciMLBase]]
-deps = ["ArrayInterface", "CommonSolve", "Distributed", "DocStringExtensions", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "RecipesBase", "RecursiveArrayTools", "StaticArrays", "Statistics", "Tables", "TreeViews"]
-git-tree-sha1 = "9dd06ee4a1238265ddf512851682cb3db326a8a8"
+deps = ["ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "RecipesBase", "RecursiveArrayTools", "StaticArrays", "Statistics", "Tables", "TreeViews"]
+git-tree-sha1 = "c61870a745fb9a468649d9efdd05c18d30e6a6e2"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.8.5"
+version = "1.24.0"
 
 [[ScikitLearnBase]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
@@ -972,18 +1178,18 @@ version = "0.5.0"
 
 [[SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "6ccde405cf0759eba835eb613130723cb8f10ff9"
+git-tree-sha1 = "244586bc07462d22aed0113af9c731f2a518c93e"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.2.16"
+version = "1.3.10"
 
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
 [[Setfield]]
 deps = ["ConstructionBase", "Future", "MacroTools", "Requires"]
-git-tree-sha1 = "d5640fc570fb1b6c54512f0bd3853866bd298b3e"
+git-tree-sha1 = "fca29e68c5062722b5b4435594c3d1ba557072a3"
 uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46"
-version = "0.7.0"
+version = "0.7.1"
 
 [[SharedArrays]]
 deps = ["Distributed", "Mmap", "Random", "Serialization"]
@@ -997,18 +1203,18 @@ version = "0.3.2"
 
 [[SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
-git-tree-sha1 = "daf7aec3fe3acb2131388f93a4c409b8c7f62226"
+git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
 uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
-version = "0.9.3"
+version = "0.9.4"
 
 [[Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
-deps = ["DataStructures", "Random", "Test"]
-git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd"
+deps = ["DataStructures"]
+git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "0.3.1"
+version = "1.0.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
@@ -1016,9 +1222,9 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SparseDiffTools]]
 deps = ["Adapt", "ArrayInterface", "Compat", "DataStructures", "FiniteDiff", "ForwardDiff", "LightGraphs", "LinearAlgebra", "Requires", "SparseArrays", "VertexSafeGraphs"]
-git-tree-sha1 = "d05bc362e3fa1b0e2361594a706fc63ffbd140f3"
+git-tree-sha1 = "be20320958ccd298c98312137a5ebe75a654ebc8"
 uuid = "47a9eef4-7e08-11e9-0b38-333d64bd3804"
-version = "1.13.0"
+version = "1.13.2"
 
 [[SpecialFunctions]]
 deps = ["BinDeps", "BinaryProvider", "Libdl"]
@@ -1028,9 +1234,9 @@ version = "0.8.0"
 
 [[Static]]
 deps = ["IfElse"]
-git-tree-sha1 = "ddec5466a1d2d7e58adf9a427ba69763661aacf6"
+git-tree-sha1 = "7f5a513baec6f122401abfc8e9c074fdac54f6c1"
 uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
-version = "0.2.4"
+version = "0.4.1"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
@@ -1042,57 +1248,66 @@ version = "0.12.5"
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
+[[StatsAPI]]
+git-tree-sha1 = "d88665adc9bcf45903013af0982e2fd05ae3d0a6"
+uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
+version = "1.2.0"
+
 [[StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a83fa3021ac4c5a918582ec4721bc0cf70b495a9"
+deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "51383f2d367eb3b444c961d485c565e4c0cf4ba0"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.4"
+version = "0.33.14"
 
 [[StatsFuns]]
 deps = ["Rmath", "SpecialFunctions"]
-git-tree-sha1 = "3b9f665c70712af3264b61c27a7e1d62055dafd1"
+git-tree-sha1 = "ced55fd4bae008a8ea12508314e725df61f0ba45"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "0.9.6"
+version = "0.9.7"
 
 [[StatsPlots]]
 deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "7c88f73b759ae16a4a1af8bda7a9563471a7baf5"
+git-tree-sha1 = "e1e5ed9669d5521d4bbdd4fab9f0945a0ffceba2"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.14.19"
+version = "0.14.30"
 
 [[SteadyStateDiffEq]]
 deps = ["DiffEqBase", "DiffEqCallbacks", "LinearAlgebra", "NLsolve", "Reexport", "SciMLBase"]
-git-tree-sha1 = "9b908c7a5933b8ec7c2da44a477f74127baa2ce9"
+git-tree-sha1 = "3e057e1f9f12d18cac32011aed9e61eef6c1c0ce"
 uuid = "9672c7b4-1e72-59bd-8a11-6ac3964bc41f"
-version = "1.6.1"
+version = "1.6.6"
 
 [[StochasticDiffEq]]
-deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqJump", "DiffEqNoiseProcess", "FillArrays", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "OrdinaryDiffEq", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
-git-tree-sha1 = "3109ce733c907b941eea4345b0644308e2c6da2d"
+deps = ["Adapt", "ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqJump", "DiffEqNoiseProcess", "DocStringExtensions", "FillArrays", "FiniteDiff", "ForwardDiff", "LinearAlgebra", "Logging", "MuladdMacro", "NLsolve", "OrdinaryDiffEq", "Random", "RandomNumbers", "RecursiveArrayTools", "Reexport", "SparseArrays", "SparseDiffTools", "StaticArrays", "UnPack"]
+git-tree-sha1 = "45b59a5bd9665fe678c0372d7026321df28769d8"
 uuid = "789caeaf-c7a9-5a7d-9973-96adeb23e2a0"
-version = "6.33.1"
+version = "6.40.0"
+
+[[StrideArraysCore]]
+deps = ["ArrayInterface", "CloseOpenIntervals", "IfElse", "LayoutPointers", "ManualMemory", "Requires", "SIMDTypes", "Static", "ThreadingUtilities"]
+git-tree-sha1 = "12cf3253ebd8e2a3214ae171fbfe51e7e8d8ad28"
+uuid = "7792a7ef-975c-4747-a70f-980b88e8d1da"
+version = "0.2.9"
 
 [[StructArrays]]
 deps = ["Adapt", "DataAPI", "Tables"]
-git-tree-sha1 = "26ea43b4be7e919a2390c3c0f824e7eb4fc19a0a"
+git-tree-sha1 = "44b3afd37b17422a62aea25f04c1f7e09ce6b07f"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.5.0"
+version = "0.5.1"
 
 [[SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
 [[SuiteSparse_jll]]
-deps = ["Libdl", "METIS_jll", "OpenBLAS_jll", "Pkg"]
-git-tree-sha1 = "4a2295b63d67e6f13a0b539c935ccbf218fa1143"
+deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "5.4.0+9"
 
 [[Sundials]]
 deps = ["CEnum", "DataStructures", "DiffEqBase", "Libdl", "LinearAlgebra", "Logging", "Reexport", "SparseArrays", "Sundials_jll"]
-git-tree-sha1 = "28db9e1a8fdd1b8e95cee064a6c2066897cf39c5"
+git-tree-sha1 = "a8bbdf8e19058d1cf69c29ebb4514e9bcaa2305f"
 uuid = "c3572dad-4567-51f8-b174-8c6c989267f4"
-version = "4.4.1"
+version = "4.9.0"
 
 [[Sundials_jll]]
 deps = ["CompilerSupportLibraries_jll", "Libdl", "OpenBLAS_jll", "Pkg", "SuiteSparse_jll"]
@@ -1100,34 +1315,48 @@ git-tree-sha1 = "013ff4504fc1d475aa80c63b455b6b3a58767db2"
 uuid = "fb77eaff-e24c-56d4-86b1-d163f2edb164"
 version = "5.2.0+1"
 
+[[TOML]]
+deps = ["Dates"]
+uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
+
 [[TableOperations]]
 deps = ["SentinelArrays", "Tables", "Test"]
-git-tree-sha1 = "a7cf690d0ac3f5b53dd09b5d613540b230233647"
+git-tree-sha1 = "e383c87cf2a1dc41fa30c093b2a19877c83e1bc1"
 uuid = "ab02a1b2-a7df-11e8-156e-fb1833f50b87"
-version = "1.0.0"
+version = "1.2.0"
 
 [[TableTraits]]
 deps = ["IteratorInterfaceExtensions"]
-git-tree-sha1 = "b1ad568ba658d8cbb3b892ed5380a6f3e781a81e"
+git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
 uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
-version = "1.0.0"
+version = "1.0.1"
 
 [[Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"]
-git-tree-sha1 = "a9ff3dfec713c6677af435d6a6d65f9744feef67"
+git-tree-sha1 = "bb1064c9a84c52e277f1096cf41434b675cd368b"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.4.1"
+version = "1.6.1"
+
+[[Tar]]
+deps = ["ArgTools", "SHA"]
+uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 
 [[TaylorSeries]]
 deps = ["InteractiveUtils", "LinearAlgebra", "Markdown", "Requires", "SparseArrays"]
-git-tree-sha1 = "39523982677336d055907fe734b30b9951b2cadc"
+git-tree-sha1 = "66f4d1993bae49eeba21a1634b5f65782585a42c"
 uuid = "6aa5eb33-94cf-58f4-a9d0-e4b2c4fc25ea"
-version = "0.10.11"
+version = "0.10.13"
 
 [[Test]]
-deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
+deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
+[[ThreadingUtilities]]
+deps = ["ManualMemory"]
+git-tree-sha1 = "884539ba8c4584a3a8173cb4ee7b61049955b79c"
+uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"
+version = "0.4.7"
+
 [[TreeViews]]
 deps = ["Test"]
 git-tree-sha1 = "8d0d7a3fe2f30d6a7f833a5f19f7c7a5b396eae6"
@@ -1153,15 +1382,21 @@ version = "1.0.2"
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
 [[Unitful]]
-deps = ["ConstructionBase", "LinearAlgebra", "Random"]
-git-tree-sha1 = "fdfbea79b5b9a305bf226eb4730321f603281290"
+deps = ["ConstructionBase", "Dates", "LinearAlgebra", "Random"]
+git-tree-sha1 = "b95e0b8a8d1b6a6c3e0b3ca393a7a285af47c264"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.6.0"
+version = "1.10.1"
+
+[[VectorizationBase]]
+deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "Hwloc", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static"]
+git-tree-sha1 = "6e261bff5c9f2537776165dea3067df9de4440cf"
+uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
+version = "0.21.23"
 
 [[VersionParsing]]
-git-tree-sha1 = "80229be1f670524750d905f8fc8148e5a8c4537f"
+git-tree-sha1 = "e575cf85535c7c3292b4d89d89cc29e8c3098e47"
 uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
-version = "1.2.0"
+version = "1.2.1"
 
 [[VertexSafeGraphs]]
 deps = ["LightGraphs"]
@@ -1171,60 +1406,126 @@ version = "0.1.2"
 
 [[Widgets]]
 deps = ["Colors", "Dates", "Observables", "OrderedCollections"]
-git-tree-sha1 = "fc0feda91b3fef7fe6948ee09bb628f882b49ca4"
+git-tree-sha1 = "80661f59d28714632132c73779f8becc19a113f2"
 uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62"
-version = "0.6.2"
+version = "0.6.4"
 
 [[WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "59e2ad8fd1591ea019a5259bd012d7aee15f995c"
+git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
 uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
-version = "0.5.3"
+version = "0.5.5"
+
+[[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"
+
+[[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"
 
-[[Zlib_jll]]
+[[Xorg_libXdmcp_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "320228915c8debb12cb434c59057290f0834dbf6"
-uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.11+18"
+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"
 
-[[Zygote]]
-deps = ["DiffRules", "FFTW", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "f8329b595c465caf3ca87c4f744e6041a4983e43"
-uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.4.8"
+[[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"
+
+[[Zlib_jll]]
+deps = ["Libdl"]
+uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]
-git-tree-sha1 = "9e7a1e8ca60b742e508a315c17eef5211e7fbfd7"
+git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.1"
+version = "0.2.2"
 
 [[libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "acc685bcf777b2202a904cdcb49ad34c2fa1880c"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.14.0+4"
+version = "0.15.1+0"
 
 [[libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "7a5780a0d9c6864184b3a2eeeb833a0c871f00ab"
+git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "0.1.6+4"
+version = "2.0.2+0"
+
+[[libpng_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
+uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
+version = "1.6.38+0"
 
 [[libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "fa14ac25af7a4b8a7f61b287a124df7aab601bcd"
+git-tree-sha1 = "c45f4e40e7aafe9d086379e5578947ec8b95a8fb"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.6+6"
+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"
+git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
 uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
-version = "2020.7.14+2"
+version = "2021.5.5+0"
 
 [[x265_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "487da2f8f2f0c8ee0e83f39d13037d6bbf0a45ab"
+git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
 uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.0.0+3"
+version = "3.5.0+0"
diff --git a/examples/Cloudy/Project.toml b/examples/Cloudy/Project.toml
index 3b44ceb65..7dc639a81 100644
--- a/examples/Cloudy/Project.toml
+++ b/examples/Cloudy/Project.toml
@@ -15,4 +15,5 @@ StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
 Sundials = "c3572dad-4567-51f8-b174-8c6c989267f4"
 
 [compat]
+julia = "~1.6"
 FFTW = "= 1.3.0"
diff --git a/examples/Emulator/GaussianProcess/Manifest.toml b/examples/Emulator/GaussianProcess/Manifest.toml
index 941b6abe4..f0b0040c4 100644
--- a/examples/Emulator/GaussianProcess/Manifest.toml
+++ b/examples/Emulator/GaussianProcess/Manifest.toml
@@ -2,18 +2,18 @@
 
 [[Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7"
+git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.3.1"
+version = "3.3.3"
 
 [[ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[ArrayInterface]]
 deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
-git-tree-sha1 = "e527b258413e0c6d4f66ade574744c94edef81f8"
+git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.1.40"
+version = "3.2.2"
 
 [[Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
@@ -29,27 +29,27 @@ version = "1.0.8+0"
 
 [[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 = "f2202b55d816427cd385a9a4f3ffb226bee80f99"
+git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.16.1+0"
+version = "1.16.1+1"
 
 [[CalibrateEmulateSample]]
-deps = ["Conda", "Distributions", "DocStringExtensions", "EnsembleKalmanProcesses", "GaussianProcesses", "JLD2", "LinearAlgebra", "PyCall", "Random", "ScikitLearn", "Statistics", "StatsBase"]
-path = "/home/odunbar/Dropbox/Caltech/CESjl/CalibrateEmulateSample.jl/"
+deps = ["Conda", "Distributions", "DocStringExtensions", "EnsembleKalmanProcesses", "GaussianProcesses", "LinearAlgebra", "PyCall", "Random", "ScikitLearn", "Statistics", "StatsBase"]
+path = "/Users/tsj/Documents/climate/clima/CalibrateEmulateSample.jl"
 uuid = "95e48a1f-0bec-4818-9538-3db4340308e3"
 version = "0.1.0"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "f885e7e7c124f8c92650d61b9477b9ac2ee607dd"
+git-tree-sha1 = "926870acb6cbcf029396f2f2de030282b6bc1941"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.11.1"
+version = "1.11.4"
 
 [[ChangesOfVariables]]
-deps = ["LinearAlgebra", "Test"]
-git-tree-sha1 = "9a1d594397670492219635b35a3d830b04730d62"
+deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
+git-tree-sha1 = "bf98fa45a0a4cee295de98d4c1462be26345b9a1"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.1"
+version = "0.1.2"
 
 [[CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
@@ -83,19 +83,19 @@ version = "0.3.0"
 
 [[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 = "dce3e3fea680869eaa0b774b2e8343e9ff442313"
+git-tree-sha1 = "44c37b4636bc54afac5c574d2d02b625349d6582"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.40.0"
+version = "3.41.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 
 [[Conda]]
-deps = ["JSON", "VersionParsing"]
-git-tree-sha1 = "299304989a5e6473d985212c28928899c74e9421"
+deps = ["Downloads", "JSON", "VersionParsing"]
+git-tree-sha1 = "6cdc8832ba11c7695f494c9d9a1c31e90959ce0f"
 uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
-version = "1.5.2"
+version = "1.6.0"
 
 [[Contour]]
 deps = ["StaticArrays"]
@@ -104,9 +104,9 @@ uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
 version = "0.5.7"
 
 [[Crayons]]
-git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
+git-tree-sha1 = "b618084b49e78985ffa8422f32b9838e397b9fc2"
 uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
-version = "4.0.4"
+version = "4.1.0"
 
 [[DataAPI]]
 git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
@@ -115,15 +115,15 @@ version = "1.9.0"
 
 [[DataFrames]]
 deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "d785f42445b63fc86caa08bb9a9351008be9b765"
+git-tree-sha1 = "cfdfef912b7f93e4b848e80b9befdf9e331bc05a"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.2.2"
+version = "1.3.1"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "7d9d316f04214f7efdbb6398d545446e246eff02"
+git-tree-sha1 = "3daef5523dd2e769dad2365274f760ff5f282c7d"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.10"
+version = "0.18.11"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -146,15 +146,15 @@ version = "1.0.3"
 
 [[DiffRules]]
 deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "d8f468c5cd4d94e86816603f7d18ece910b4aaf1"
+git-tree-sha1 = "9bc5dac3c8b6706b58ad5ce24cffd9861f07c94f"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.5.0"
+version = "1.9.0"
 
 [[Distances]]
-deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
-git-tree-sha1 = "837c83e5574582e07662bbbba733964ff7c26b9d"
+deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.6"
+version = "0.10.7"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -196,9 +196,9 @@ version = "0.2.2"
 
 [[EnsembleKalmanProcesses]]
 deps = ["Distributions", "DocStringExtensions", "LinearAlgebra", "Random", "Statistics", "StatsBase"]
-git-tree-sha1 = "6e6cff0111d9849c2a2ce253325478a2903b16d0"
+git-tree-sha1 = "4a0fb4cd1831d0cb630c63da0c1f1fbf50670bad"
 uuid = "aa8a2aa5-91d8-4396-bcef-d4f2ec43552d"
-version = "0.1.1"
+version = "0.1.2"
 
 [[Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -220,15 +220,9 @@ version = "4.4.0+0"
 
 [[FastGaussQuadrature]]
 deps = ["LinearAlgebra", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "5ccd8547615457402a499af9603d55876423eea8"
+git-tree-sha1 = "58d83dd5a78a36205bdfddb82b1bb67682e64487"
 uuid = "442a2c76-b920-505d-bb47-c5924d526838"
-version = "0.4.8"
-
-[[FileIO]]
-deps = ["Pkg", "Requires", "UUIDs"]
-git-tree-sha1 = "2db648b6712831ecb333eae76dbfd1c156ca13bb"
-uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
-version = "1.11.2"
+version = "0.4.9"
 
 [[FileWatching]]
 uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
@@ -265,9 +259,9 @@ version = "0.4.2"
 
 [[ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "6406b5112809c08b1baa5703ad274e1dded0652f"
+git-tree-sha1 = "2b72a5624e289ee18256111657663721d59c143e"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.23"
+version = "0.10.24"
 
 [[FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
@@ -293,15 +287,15 @@ version = "3.3.5+1"
 
 [[GR]]
 deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
-git-tree-sha1 = "30f2b340c2fff8410d89bfcdc9c0a6dd661ac5f7"
+git-tree-sha1 = "b9a93bcdf34618031891ee56aad94cfff0843753"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.62.1"
+version = "0.63.0"
 
 [[GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "fd75fa3a2080109a2c0ec9864a6e14c60cca3866"
+git-tree-sha1 = "f97acd98255568c3c9b416c5a3cf246c1315771b"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.62.0+0"
+version = "0.63.0+0"
 
 [[GaussianProcesses]]
 deps = ["Distances", "Distributions", "ElasticArrays", "ElasticPDMats", "FastGaussQuadrature", "ForwardDiff", "LinearAlgebra", "Optim", "PDMats", "Printf", "ProgressMeter", "Random", "RecipesBase", "ScikitLearnBase", "SpecialFunctions", "StaticArrays", "Statistics", "StatsFuns"]
@@ -323,9 +317,9 @@ version = "0.21.0+0"
 
 [[Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "7bf67e9a481712b3dbe9cb3dac852dc4b1162e02"
+git-tree-sha1 = "a32d672ac2c967f3deb8a81d828afc739c838a06"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.68.3+0"
+version = "2.68.3+2"
 
 [[Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -346,9 +340,9 @@ version = "0.9.17"
 
 [[HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
-git-tree-sha1 = "8a954fed8ac097d5be04921d595f741115c1b2ad"
+git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
 uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
-version = "2.8.1+0"
+version = "2.8.1+1"
 
 [[IfElse]]
 git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -382,21 +376,15 @@ uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
 version = "0.1.1"
 
 [[IterTools]]
-git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
+git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
-version = "1.3.0"
+version = "1.4.0"
 
 [[IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
 uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
-[[JLD2]]
-deps = ["DataStructures", "FileIO", "MacroTools", "Mmap", "Pkg", "Printf", "Reexport", "TranscodingStreams", "UUIDs"]
-git-tree-sha1 = "46b7834ec8165c541b0b5d1c8ba63ec940723ffb"
-uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.15"
-
 [[JLLWrappers]]
 deps = ["Preferences"]
 git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e"
@@ -417,9 +405,9 @@ version = "2.1.0+0"
 
 [[JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
-git-tree-sha1 = "e273807f38074f033d94207a201e6e827d8417db"
+git-tree-sha1 = "a2366b16704ffe78be1831341e6799ab2f4f07d2"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
-version = "0.8.21"
+version = "0.9.0"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -523,18 +511,18 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[LogExpFunctions]]
 deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "be9eef9f9d78cecb6f262f3c10da151a6c5ab827"
+git-tree-sha1 = "e5718a00af0ab9756305a0392832c8952c7426c1"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.5"
+version = "0.3.6"
 
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
 [[LoweredCodeUtils]]
 deps = ["JuliaInterpreter"]
-git-tree-sha1 = "491a883c4fef1103077a7f648961adbf9c8dd933"
+git-tree-sha1 = "f46e8f4e38882b32dcc11c8d31c131d556063f39"
 uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "2.1.2"
+version = "2.2.0"
 
 [[MacroTools]]
 deps = ["Markdown", "Random"]
@@ -580,18 +568,18 @@ uuid = "d41bc354-129a-5804-8e4c-c37616107c6c"
 version = "7.8.2"
 
 [[NaNMath]]
-git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
+git-tree-sha1 = "f755f36b19a5116bb580de457cda0c140153f283"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.5"
+version = "0.3.6"
 
 [[NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "7937eda4681660b4d6aeeecc2f7e1c81c8ee4e2f"
+git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
 uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
-version = "1.3.5+0"
+version = "1.3.5+1"
 
 [[OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -611,9 +599,9 @@ version = "0.5.5+0"
 
 [[Optim]]
 deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "35d435b512fbab1d1a29138b5229279925eba369"
+git-tree-sha1 = "916077e0f0f8966eb0dc98a5c39921fdb8f49eb4"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.5.0"
+version = "1.6.0"
 
 [[Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -646,9 +634,9 @@ version = "0.12.3"
 
 [[Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "ae4bbcadb2906ccc085cf52ac286dc1377dceccc"
+git-tree-sha1 = "d7fa6237da8004be601e19bd6666083056649918"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.1.2"
+version = "2.1.3"
 
 [[Pixman_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -668,15 +656,15 @@ version = "2.0.1"
 
 [[PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
-git-tree-sha1 = "b084324b4af5a438cd63619fd006614b3b20b87b"
+git-tree-sha1 = "68604313ed59f0408313228ba09e79252e4b2da8"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.0.15"
+version = "1.1.2"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun"]
-git-tree-sha1 = "0d185e8c33401084cab546a756b387b15f76720c"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
+git-tree-sha1 = "71d65e9242935132e71c4fbf084451579491166a"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.23.6"
+version = "1.25.4"
 
 [[PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -692,15 +680,15 @@ version = "0.2.4"
 
 [[Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "00cfd92944ca9c760982747e9a1d0d5d86ab1e5a"
+git-tree-sha1 = "2cf929d64681236a2e074ffafb8d568733d2e6af"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.2.2"
+version = "1.2.3"
 
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
-git-tree-sha1 = "d940010be611ee9d67064fe559edbb305f8cc0eb"
+git-tree-sha1 = "dfb54c4e414caa595a1f2ed759b160f5a3ddcba5"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "1.2.3"
+version = "1.3.1"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -714,9 +702,9 @@ version = "1.7.1"
 
 [[PyCall]]
 deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]
-git-tree-sha1 = "4ba3651d33ef76e24fef6a598b63ffd1c5e1cd17"
+git-tree-sha1 = "71fd4022ecd0c6d20180e23ff1b3e05a143959c2"
 uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
-version = "1.92.5"
+version = "1.93.0"
 
 [[PyPlot]]
 deps = ["Colors", "LaTeXStrings", "PyCall", "Sockets", "Test", "VersionParsing"]
@@ -745,9 +733,9 @@ deps = ["Serialization"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [[RecipesBase]]
-git-tree-sha1 = "a4425fe1cde746e278fa895cc69e3113cb2614f6"
+git-tree-sha1 = "6bf3f380ff52ce0832ddd3a2a7b9538ed1bcca7d"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.2.0"
+version = "1.2.1"
 
 [[RecipesPipeline]]
 deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
@@ -762,15 +750,15 @@ version = "1.2.2"
 
 [[Requires]]
 deps = ["UUIDs"]
-git-tree-sha1 = "4036a3bd08ac7e968e27c203d45f5fff15020621"
+git-tree-sha1 = "8f82019e525f4d5c669692772a6f4b0a58b06a6a"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
-version = "1.1.3"
+version = "1.2.0"
 
 [[Revise]]
 deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Pkg", "REPL", "Requires", "UUIDs", "Unicode"]
-git-tree-sha1 = "41deb3df28ecf75307b6e492a738821b031f8425"
+git-tree-sha1 = "2f9d4d6679b5f0394c52731db3794166f49d5131"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
-version = "3.1.20"
+version = "3.3.1"
 
 [[Rmath]]
 deps = ["Random", "Rmath_jll"]
@@ -839,30 +827,30 @@ version = "1.8.1"
 
 [[Static]]
 deps = ["IfElse"]
-git-tree-sha1 = "e7bc80dc93f50857a5d1e3c8121495852f407e6a"
+git-tree-sha1 = "7f5a513baec6f122401abfc8e9c074fdac54f6c1"
 uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
-version = "0.4.0"
+version = "0.4.1"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da"
+git-tree-sha1 = "88a559da57529581472320892576a486fa2377b9"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.2.13"
+version = "1.3.1"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[StatsAPI]]
-git-tree-sha1 = "0f2aa8e32d511f758a2ce49208181f7733a0936a"
+git-tree-sha1 = "d88665adc9bcf45903013af0982e2fd05ae3d0a6"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.1.0"
+version = "1.2.0"
 
 [[StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "2bb0cb32026a66037360606510fca5984ccc6b75"
+git-tree-sha1 = "51383f2d367eb3b444c961d485c565e4c0cf4ba0"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.13"
+version = "0.33.14"
 
 [[StatsFuns]]
 deps = ["ChainRulesCore", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
@@ -892,9 +880,9 @@ version = "1.0.1"
 
 [[Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"]
-git-tree-sha1 = "fed34d0e71b91734bf0a7e10eb1bb05296ddbcd0"
+git-tree-sha1 = "bb1064c9a84c52e277f1096cf41434b675cd368b"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.6.0"
+version = "1.6.1"
 
 [[Tar]]
 deps = ["ArgTools", "SHA"]
@@ -904,12 +892,6 @@ uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
-[[TranscodingStreams]]
-deps = ["Random", "Test"]
-git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
-uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.6"
-
 [[URIs]]
 git-tree-sha1 = "97bbe755a53fe859669cd907f2d96aee8d2c1355"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
@@ -933,6 +915,11 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[Unzip]]
+git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
+uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
+version = "0.1.2"
+
 [[VersionParsing]]
 git-tree-sha1 = "e575cf85535c7c3292b4d89d89cc29e8c3098e47"
 uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
diff --git a/examples/Emulator/GaussianProcess/Project.toml b/examples/Emulator/GaussianProcess/Project.toml
index 4bb6a44ed..6512fef15 100644
--- a/examples/Emulator/GaussianProcess/Project.toml
+++ b/examples/Emulator/GaussianProcess/Project.toml
@@ -8,3 +8,6 @@ PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+
+[compat]
+julia = "~1.6"
diff --git a/examples/Emulator/GaussianProcess/learn_noise.jl b/examples/Emulator/GaussianProcess/learn_noise.jl
new file mode 100644
index 000000000..1b1f22e0b
--- /dev/null
+++ b/examples/Emulator/GaussianProcess/learn_noise.jl
@@ -0,0 +1,172 @@
+# Reference the in-tree version of CalibrateEmulateSample on Julias load path
+prepend!(LOAD_PATH, [joinpath(@__DIR__, "..", "..")])
+
+# Import modules
+using Random
+using Distributions
+using Statistics
+using LinearAlgebra
+using CalibrateEmulateSample.Emulators
+using CalibrateEmulateSample.DataStorage
+
+###############################################################################
+#                                                                             #
+#   This examples shows how to fit a Gaussian Process (GP) regression model   #
+#   using GaussianProcessEmulator and demonstrates how the GaussianProcess's built-in Singular       #
+#   Value Decomposition (SVD) decorrelates the training data and maps into    #
+#   a space where the covariance of the observational noise is the identity.  #
+#                                                                             #
+#   When training a GP, the hyperparameters of its kernel (or covariance      #
+#   function) are optimized with respect to the given input-output pairs.     #
+#   When training a separate GP for each output component (as is usually      #
+#   done for multidimensional output, rather than fitting one multi-output    #
+#   model), one assumes that their covariance functions are independent.      #
+#   The SVD transformation ensures that this is a valid assumption.           #
+#                                                                             #
+#   The decorrelation by the SVD is done automatically when instantiating     #
+#   a `GaussianProcess`, but the user can choose to have the `predict` function         #
+#   return its predictions in the original space (by setting                  #
+#   transform_to_real=true)                                                   # 
+#                                                                             #
+#   Training points: {(x_i, y_i)} (i=1,...,n), where x_i ∈ ℝ ² and y_i ∈ ℝ ²  #
+#   The y_i are assumed to be related to the x_i by:                          #
+#   y_i = G(x_i) + η, where G is a map from ℝ ² to ℝ ², and η is noise drawn  #
+#   from a 2D normal distribution with known mean μ and covariance Σ          #
+#   Two Gaussian Process models are fit, one that predicts y_i[1] from x_i    #
+#   and one that predicts y_i[2] from x_i.                                    #
+#                                                                             #
+#   The GaussianProcessEmulator module can be used as a standalone module to fit           #
+#   Gaussian Process regression models, but it was originally designed as     #
+#   the "Emulate" step of the "Calibrate-Emulate-Sample" framework            #
+#   developed at CliMA.                                                       #
+#   Further reading on Calibrate-Emulate-Sample:                              #
+#       Cleary et al., 2020                                                   #
+#       https://arxiv.org/abs/2001.03689                                      #
+#                                                                             #
+###############################################################################
+
+rng_seed = 41
+Random.seed!(rng_seed)
+
+gppackage = GPJL()
+prediction_type = YType()
+gauss_proc_1 = GaussianProcess(
+    gppackage; 
+    kernel=nothing, # use default squared exponential kernel
+    prediction_type=prediction_type, 
+    noise_learn=true
+)
+
+# Generate training data (x-y pairs, where x ∈ ℝ ᵖ, y ∈ ℝ ᵈ)
+# x = [x1, x2]: inputs/predictors/features/parameters
+# y = [y1, y2]: outputs/predictands/targets/observables
+# The observables y are related to the parameters x by: 
+# y = G(x1, x2) + η, 
+# where G(x1, x2) := [sin(x1) + cos(x2), sin(x1) - cos(x2)], and η ~ N(0, Σ)
+n = 200  # number of training points
+p = 2   # input dim 
+d = 2   # output dim
+
+X = 2.0 * π * rand(p, n)
+
+# G(x1, x2)
+g1x = sin.(X[1, :]) .+ cos.(X[2, :])
+g2x = sin.(X[1, :]) .- cos.(X[2, :])
+gx = zeros(2,n)
+gx[1,:] = g1x
+gx[2,:] = g2x
+# Add noise η
+μ = zeros(d) 
+Σ = 0.1 * [[0.8, 0.2] [0.2, 0.5]] # d x d
+noise_samples = rand(MvNormal(μ, Σ), n)
+
+# y = G(x) + η
+Y = gx .+ noise_samples
+
+# Fit 2D Gaussian Process regression model
+# (To be precise: We fit two models, one that predicts y1 from x1 and x2, and 
+# one that predicts y2 from x1 and x2)
+# Setting GPkernel=nothing leads to the creation of a default squared 
+# exponential kernel. 
+# Setting noise_learn=true leads to the addition of white noise to the kernel, 
+# whose hyperparameter -- the signal variance, or "noise" -- will be learned 
+# in the training phase via an optimization procedure.
+# Because of the SVD transformation applied to the output, we expect the 
+# learned noise to be close to 1.
+iopairs = PairedDataContainer(X,Y,data_are_columns=true)
+@assert get_inputs(iopairs) == X
+@assert get_outputs(iopairs) == Y
+
+emulator_1 = Emulator(
+    gauss_proc_1,
+    iopairs,
+    obs_noise_cov=Σ,
+    normalize_inputs=true
+)
+println("build GP with ", n, " training points")
+#optimize the hyperparameters to best fit the GP.
+optimize_hyperparameters!(emulator_1)
+println("GP trained")
+
+# gpobj1 = GaussianProcess(iopairs, gppackage, GPkernel=nothing, obs_noise_cov=Σ,
+#                normalized=true, noise_learn=true, prediction_type=pred_type)
+
+println("\n-----------")
+println("Results of training Gaussian Process models with noise_learn=true")
+println("-----------")
+
+println("\nKernel of the GP trained to predict y1 from x=(x1, x2):")
+println(emulator_1.machine_learning_tool.models[1].kernel)
+println("Learned noise parameter, σ_1:")
+learned_σ_1 = sqrt(emulator_1.machine_learning_tool.models[1].kernel.kright.σ2)
+println("σ_1 = $learned_σ_1")
+# Check if the learned noise is approximately 1
+@assert(isapprox(learned_σ_1, 1.0; atol=0.1))
+
+println("\nKernel of the GP trained to predict y2 from x=(x1, x2):")
+println(emulator_1.machine_learning_tool.models[2].kernel)
+println("Learned noise parameter, σ_2:")
+learned_σ_2 = sqrt(emulator_1.machine_learning_tool.models[2].kernel.kright.σ2)
+println("σ_2 = $learned_σ_2")
+# Check if the learned noise is approximately 1
+@assert(isapprox(learned_σ_2, 1.0; atol=0.1))
+println("------------------------------------------------------------------\n")
+
+# For comparison: When noise_learn is set to false, the observational noise
+# is set to 1.0 and is not learned/optimized during the training. But thanks
+# to the SVD, 1.0 is the correct value to use.
+gauss_proc_2 = GaussianProcess(
+    gppackage; 
+    kernel=nothing, # use default squared exponential kernel
+    prediction_type=prediction_type, 
+    noise_learn=false
+)
+emulator_2 = Emulator(
+    gauss_proc_2,
+    iopairs,
+    obs_noise_cov=Σ,
+    normalize_inputs=true
+)
+println("build GP with ", n, " training points")
+#optimize the hyperparameters to best fit the GP.
+optimize_hyperparameters!(emulator_2)
+println("GP trained")
+
+println("\n-----------")
+println("Results of training Gaussian Process models with noise_learn=false")
+println("-----------")
+
+println("\nKernel of the GP trained to predict y1 from x=(x1, x2):")
+# Note: In contrast to the kernels of the gpobj1 models, these ones do not
+# have a white noise ("Noise") kernel component
+println(emulator_2.machine_learning_tool.models[1].kernel) 
+# logNoise is given as log(sqrt(noise))
+obs_noise_1 = exp(emulator_2.machine_learning_tool.models[1].logNoise.value^2)
+println("Observational noise: $obs_noise_1")
+
+println("\nKernel of the GP trained to predict y1 from x=(x1, x2):")
+println(emulator_2.machine_learning_tool.models[2].kernel)
+# logNoise is given as log(sqrt(noise))
+obs_noise_2 = exp(emulator_2.machine_learning_tool.models[2].logNoise.value^2)
+println("Observational noise: $obs_noise_2")
+println("------------------------------------------------------------------")
diff --git a/examples/Emulator/GaussianProcess/plot_GP.jl b/examples/Emulator/GaussianProcess/plot_GP.jl
index b9eafb466..52d2d52e9 100644
--- a/examples/Emulator/GaussianProcess/plot_GP.jl
+++ b/examples/Emulator/GaussianProcess/plot_GP.jl
@@ -1,6 +1,6 @@
 # Reference the in-tree version of CalibrateEmulateSample on Julias load path
 prepend!(LOAD_PATH, [joinpath(@__DIR__, "..", "..")])
-include(joinpath(@__DIR__, "..", "ci", "linkfig.jl"))
+include(joinpath(@__DIR__, "..", "..", "ci", "linkfig.jl"))
 
 # Import modules
 using Random
@@ -115,13 +115,13 @@ if plot_flag
     figpath = joinpath(output_directory, "GP_test_observed_y2nonoise.png")
     savefig(figpath)
     
-    p1 = plot(X[1,:], X[2,:], Y[1,:], st=:surface, camera=(30, 60), c=:cividis, 
+    p3 = plot(X[1,:], X[2,:], Y[1,:], st=:surface, camera=(30, 60), c=:cividis, 
               xlabel="x1", ylabel="x2",
               zguidefontrotation=90)
     figpath = joinpath(output_directory, "GP_test_observed_y1.png")
     savefig(figpath)
     
-    p2 = plot(X[1,:], X[2,:], Y[2,:], st=:surface, camera=(30, 60), c=:cividis, 
+    p4 = plot(X[1,:], X[2,:], Y[2,:], st=:surface, camera=(30, 60), c=:cividis, 
               xlabel="x1", ylabel="x2",
               zguidefontrotation=90)
     figpath = joinpath(output_directory, "GP_test_observed_y2.png")
@@ -182,17 +182,17 @@ for y_i in 1:d
    
     mean_grid = reshape(gp_mean[y_i, :], n_pts, n_pts) # 2 x 40000
     if plot_flag
-        p1 = plot(x1, x2, mean_grid, st=:surface, camera=(30, 60), c=:cividis, 
+        p5 = plot(x1, x2, mean_grid, st=:surface, camera=(30, 60), c=:cividis, 
                   xlabel="x1", ylabel="x2", zlabel="mean of y"*string(y_i),
                   zguidefontrotation=90)
     end
     var_grid = reshape(gp_var[y_i, :], n_pts, n_pts)
     if plot_flag
-        p2 = plot(x1, x2, var_grid, st=:surface, camera=(30, 60), c=:cividis,
+        p6 = plot(x1, x2, var_grid, st=:surface, camera=(30, 60), c=:cividis,
                   xlabel="x1", ylabel="x2", zlabel="var of y"*string(y_i),
                   zguidefontrotation=90)
 
-        plot(p1, p2, layout=(1, 2), legend=false)
+        plot(p5, p6, layout=(1, 2), legend=false)
 
         savefig(joinpath(output_directory, "GP_test_y"*string(y_i)*"_predictions.png"))
     end
@@ -202,7 +202,7 @@ end
 g1_true = sin.(inputs[1,:]) .+ cos.(inputs[2, :])
 g1_true_grid = reshape(g1_true, n_pts, n_pts)
 if plot_flag
-    p3 = plot(x1, x2, g1_true_grid, st=:surface, camera=(30, 60), c=:cividis, 
+    p7 = plot(x1, x2, g1_true_grid, st=:surface, camera=(30, 60), c=:cividis, 
               xlabel="x1", ylabel="x2", zlabel="sin(x1) + cos(x2)",
               zguidefontrotation=90)
     savefig(joinpath(output_directory, "GP_test_true_g1.png"))
@@ -211,7 +211,7 @@ end
 g2_true = sin.(inputs[1, :]) .- cos.(inputs[2, :])
 g2_true_grid = reshape(g2_true, n_pts, n_pts)
 if plot_flag
-    p4 = plot(x1, x2, g2_true_grid, st=:surface, camera=(30, 60), c=:cividis, 
+    p8 = plot(x1, x2, g2_true_grid, st=:surface, camera=(30, 60), c=:cividis, 
               xlabel="x1", ylabel="x2", zlabel="sin(x1) - cos(x2)",
               zguidefontrotation=90)
     g_true_grids = [g1_true_grid, g2_true_grid]
@@ -234,7 +234,7 @@ for y_i in 1:d
     if plot_flag
         zlabel = "1/var * (true_y"*string(y_i)*" - predicted_y"*string(y_i)*")^2"
         
-        p5 = plot(x1, x2, sqrt.(1.0 ./ var_grid .* (g_true_grids[y_i] .- mean_grid).^2), 
+        p9 = plot(x1, x2, sqrt.(1.0 ./ var_grid .* (g_true_grids[y_i] .- mean_grid).^2), 
                   st=:surface, camera=(30, 60), c=:magma, zlabel=zlabel,
                   xlabel="x1", ylabel="x2", 
                   zguidefontrotation=90)
diff --git a/examples/Lorenz/Lorenz_example.jl b/examples/Lorenz/Lorenz_example.jl
index 1e4e759f0..26b832e20 100644
--- a/examples/Lorenz/Lorenz_example.jl
+++ b/examples/Lorenz/Lorenz_example.jl
@@ -15,7 +15,7 @@ using Random
 using JLD2
 
 # CES 
-using CalibrateEmulateSample.GaussianProcessEmulator
+using CalibrateEmulateSample.Emulators
 using CalibrateEmulateSample.MarkovChainMonteCarlo
 using CalibrateEmulateSample.Utilities
 using CalibrateEmulateSample.EnsembleKalmanProcessModule
@@ -208,8 +208,7 @@ else
     Γy = cov(yt, dims=2)
     
     println(Γy)
-    println(size(Γy))
-    println(rank(Γy))
+    println(size(Γy), " ", rank(Γy))
 end
 
 
@@ -280,8 +279,14 @@ end
 standardize = true
 truncate_svd = 0.95
 
-gppackage = GaussianProcessEmulator.GPJL()
-pred_type = GaussianProcessEmulator.YType()
+gppackage = Emulators.GPJL()
+pred_type = Emulators.YType()
+gauss_proc = GaussianProcess(
+    gppackage; 
+    kernel=nothing, # use default squared exponential kernel
+    prediction_type=pred_type, 
+    noise_learn=false
+)
 
 # Standardize the output data
 # Use median over all data since all data are the same type
@@ -297,24 +302,26 @@ println(norm_factor)
 N_iter = 5;
 input_output_pairs = Utilities.get_training_points(ekiobj, N_iter)
 normalized = true
-
-# Default kernel
-gpobj = GaussianProcessEmulator.GaussianProcess(input_output_pairs, gppackage; 
-			 obs_noise_cov=Γy, normalized=normalized,
-                         noise_learn=false, 
-			 truncate_svd=truncate_svd, standardize=standardize,
-			 prediction_type=pred_type,
-			 norm_factor=norm_factor)
+emulator = Emulator(
+    gauss_proc,
+    input_output_pairs;
+    obs_noise_cov=Γy,
+    normalize_inputs=normalized,
+    standardize_outputs=standardize,
+    standardize_outputs_factors=norm_factor,
+    truncate_svd=truncate_svd
+)
+optimize_hyperparameters!(emulator)
 
 # Check how well the Gaussian Process regression predicts on the
 # true parameters
 #if truncate_svd==1.0
     if log_normal==false
-        y_mean, y_var = GaussianProcessEmulator.predict(gpobj, reshape(params_true, :, 1), 
-                                       transform_to_real=true)
+        y_mean, y_var = Emulators.predict(emulator, reshape(params_true, :, 1), 
+                                         transform_to_real=true)
     else
-    	y_mean, y_var = GaussianProcessEmulator.predict(gpobj, reshape(log.(params_true), :, 1), 
-                                       transform_to_real=true)
+    	y_mean, y_var = Emulators.predict(emulator, reshape(log.(params_true), :, 1), 
+                                         transform_to_real=true)
     end
     
     println("GP prediction on true parameters: ")
@@ -322,11 +329,7 @@ gpobj = GaussianProcessEmulator.GaussianProcess(input_output_pairs, gppackage;
     println(" GP variance")
     println(diag(y_var[1],0))
     println("true data: ")
-    if standardize
-        println(truth.mean ./ norm_factor)
-    else
-        println(truth.mean)
-    end
+    println(truth.mean) # same, regardless of norm_factor
     println("GP MSE: ")
     println(mean((truth.mean - vec(y_mean)).^2))
 #end
@@ -347,11 +350,12 @@ burnin = 0
 step = 0.1 # first guess
 max_iter = 2000
 yt_sample = truth_sample
-mcmc_test = MarkovChainMonteCarlo.MCMC(yt_sample, Γy, priors, step, u0, max_iter, 
-                         mcmc_alg, burnin;
-                         svdflag=svd_flag, standardize=standardize, truncate_svd=truncate_svd,
-			 norm_factor=norm_factor)
-new_step = MarkovChainMonteCarlo.find_mcmc_step!(mcmc_test, gpobj, max_iter=max_iter)
+mcmc_test = MarkovChainMonteCarlo.MCMC(
+    yt_sample, Γy, priors, step, u0, max_iter, mcmc_alg, burnin;
+    svdflag=svd_flag, standardize=standardize, truncate_svd=truncate_svd,
+    norm_factor=norm_factor
+)
+new_step = MarkovChainMonteCarlo.find_mcmc_step!(mcmc_test, emulator, max_iter=max_iter)
 
 # Now begin the actual MCMC
 println("Begin MCMC - with step size ", new_step)
@@ -360,11 +364,12 @@ println("Begin MCMC - with step size ", new_step)
 burnin = 2000
 max_iter = 100000
 
-mcmc = MarkovChainMonteCarlo.MCMC(yt_sample, Γy, priors, new_step, u0, max_iter, 
-                    mcmc_alg, burnin;
-                    svdflag=svd_flag, standardize=standardize, truncate_svd=truncate_svd,
-		    norm_factor=norm_factor)
-MarkovChainMonteCarlo.sample_posterior!(mcmc, gpobj, max_iter)
+mcmc = MarkovChainMonteCarlo.MCMC(
+    yt_sample, Γy, priors, new_step, u0, max_iter, mcmc_alg, burnin;
+    svdflag=svd_flag, standardize=standardize, truncate_svd=truncate_svd,
+    norm_factor=norm_factor
+)
+MarkovChainMonteCarlo.sample_posterior!(mcmc, emulator, max_iter)
 
 println("Posterior size")
 println(size(mcmc.posterior))
diff --git a/examples/Lorenz/Manifest.toml b/examples/Lorenz/Manifest.toml
index 73976a39e..a87262e93 100644
--- a/examples/Lorenz/Manifest.toml
+++ b/examples/Lorenz/Manifest.toml
@@ -8,9 +8,12 @@ version = "0.5.0"
 
 [[Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "ffcfa2d345aaee0ef3d8346a073d5dd03c983ebe"
+git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.2.0"
+version = "3.3.3"
+
+[[ArgTools]]
+uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 
 [[Arpack]]
 deps = ["Arpack_jll", "Libdl", "LinearAlgebra"]
@@ -25,61 +28,46 @@ uuid = "68821587-b530-5797-8361-c406ea357684"
 version = "3.5.0+3"
 
 [[ArrayInterface]]
-deps = ["IfElse", "LinearAlgebra", "Requires", "SparseArrays"]
-git-tree-sha1 = "ee07ae00e3cc277dcfa5507ce25be522313ecc3e"
+deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
+git-tree-sha1 = "1ee88c4c76caa995a885dc2f22a5d548dfbbc0ba"
 uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
-version = "3.1.1"
-
-[[ArrayLayouts]]
-deps = ["Compat", "FillArrays", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "a577e27915fdcb3f6b96118b56655b38e3b466f2"
-uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
-version = "0.4.12"
+version = "3.2.2"
 
 [[Artifacts]]
-deps = ["Pkg"]
-git-tree-sha1 = "c30985d8821e0cd73870b17b0ed0ce6dc44cb744"
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
-version = "1.3.0"
 
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
-git-tree-sha1 = "a4d07a1c313392a77042855df46c5f534076fab9"
+git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
 uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
-version = "1.0.0"
+version = "1.0.1"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
 [[Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "c3598e525718abcc440f69cc6d5f60dda0a1b61e"
+git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
 uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
-version = "1.0.6+5"
+version = "1.0.8+0"
 
 [[Cairo_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "e2f47f6d8337369411569fd45ae5753ca10394c6"
+git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
-version = "1.16.0+6"
-
-[[CategoricalArrays]]
-deps = ["DataAPI", "Future", "JSON", "Missings", "Printf", "Statistics", "StructTypes", "Unicode"]
-git-tree-sha1 = "dbfddfafb75fae5356e00529ce67454125935945"
-uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
-version = "0.9.3"
-
-[[ChainRules]]
-deps = ["ChainRulesCore", "Compat", "LinearAlgebra", "Random", "Reexport", "Requires", "Statistics"]
-git-tree-sha1 = "e01f521443e3700f40ad3c7c1c6aa3a6940aaea1"
-uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "0.7.54"
+version = "1.16.1+1"
 
 [[ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "de4f08843c332d355852721adb1592bce7924da3"
+git-tree-sha1 = "926870acb6cbcf029396f2f2de030282b6bc1941"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "0.9.29"
+version = "1.11.4"
+
+[[ChangesOfVariables]]
+deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
+git-tree-sha1 = "bf98fa45a0a4cee295de98d4c1462be26345b9a1"
+uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+version = "0.1.2"
 
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"]
@@ -87,29 +75,23 @@ git-tree-sha1 = "75479b7df4167267d75294d14b58244695beb2ac"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
 version = "0.14.2"
 
-[[CodecZlib]]
-deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
-uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.0"
-
 [[ColorSchemes]]
-deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random", "StaticArrays"]
-git-tree-sha1 = "3141757b5832ee7a0386db87997ee5a23ff20f4d"
+deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random"]
+git-tree-sha1 = "a851fec56cb73cfdf43762999ec72eff5b86882a"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.10.2"
+version = "3.15.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "32a2b8af383f11cbb65803883837a149d10dfe8a"
+git-tree-sha1 = "024fe24d83e4a5bf5fc80501a314ce0d1aa35597"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.10.12"
+version = "0.11.0"
 
 [[Colors]]
-deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Reexport"]
-git-tree-sha1 = "ac5f2213e56ed8a34a3dd2f681f4df1166b34929"
+deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
+git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.6"
+version = "0.12.8"
 
 [[CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -119,21 +101,19 @@ version = "0.3.0"
 
 [[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 = "919c7f3151e79ff196add81d7f4e45d91bbf420b"
+git-tree-sha1 = "44c37b4636bc54afac5c574d2d02b625349d6582"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.25.0"
+version = "3.41.0"
 
 [[CompilerSupportLibraries_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "8e695f735fca77e9708e795eda62afdb869cbb70"
+deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "0.3.4+0"
 
 [[Conda]]
-deps = ["JSON", "VersionParsing"]
-git-tree-sha1 = "6231e40619c15148bcb80aa19d731e629877d762"
+deps = ["Downloads", "JSON", "VersionParsing"]
+git-tree-sha1 = "6cdc8832ba11c7695f494c9d9a1c31e90959ce0f"
 uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
-version = "1.5.1"
+version = "1.6.0"
 
 [[Contour]]
 deps = ["StaticArrays"]
@@ -141,33 +121,27 @@ git-tree-sha1 = "9f02045d934dc030edad45944ea80dbd1f0ebea7"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
 version = "0.5.7"
 
-[[CpuId]]
-deps = ["Markdown", "Test"]
-git-tree-sha1 = "f0464e499ab9973b43c20f8216d088b61fda80c6"
-uuid = "adafc99b-e345-5852-983c-f28acb93d879"
-version = "0.2.2"
-
 [[Crayons]]
-git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d"
+git-tree-sha1 = "b618084b49e78985ffa8422f32b9838e397b9fc2"
 uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
-version = "4.0.4"
+version = "4.1.0"
 
 [[DataAPI]]
-git-tree-sha1 = "dfb3b7e89e395be1e25c2ad6d7690dc29cc53b1d"
+git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.6.0"
+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 = "b0db5579803eabb33f1274ca7ca2f472fdfb7f2a"
+deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
+git-tree-sha1 = "cfdfef912b7f93e4b848e80b9befdf9e331bc05a"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "0.22.5"
+version = "1.3.1"
 
 [[DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "4437b64df1e0adccc3e5d1adbc3ac741095e4677"
+git-tree-sha1 = "3daef5523dd2e769dad2365274f760ff5f282c7d"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.9"
+version = "0.18.11"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -195,16 +169,16 @@ uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
 version = "1.0.3"
 
 [[DiffRules]]
-deps = ["NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "214c3fcac57755cfda163d91c58893a8723f93e9"
+deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
+git-tree-sha1 = "9bc5dac3c8b6706b58ad5ce24cffd9861f07c94f"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.0.2"
+version = "1.9.0"
 
 [[Distances]]
-deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "366715149014943abd71aa647a07a43314158b2d"
+deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.10.2"
+version = "0.10.7"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -212,27 +186,31 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[Distributions]]
 deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "e64debe8cd174cc52d7dd617ebc5492c6f8b698c"
+git-tree-sha1 = "a837fdf80f333415b69684ba8e8ae6ba76de6aaa"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.24.15"
+version = "0.24.18"
 
 [[DocStringExtensions]]
-deps = ["LibGit2", "Markdown", "Pkg", "Test"]
-git-tree-sha1 = "9d4f64f79012636741cf01133158a54b24924c32"
+deps = ["LibGit2"]
+git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.8.4"
+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 = "92d8f9f208637e8d2d28c664051a00569c01493d"
+git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
 uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
-version = "2.1.5+1"
+version = "2.2.3+0"
 
 [[ElasticArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "395e36b5962bd11bf080f4fe06546cd26a34e0d8"
+git-tree-sha1 = "a0fcc1bb3c9ceaf07e1d0529c9806ce94be6adf9"
 uuid = "fdbdab4c-e67f-52f5-8c3f-e7b388dad3d4"
-version = "1.2.6"
+version = "1.2.9"
 
 [[ElasticPDMats]]
 deps = ["LinearAlgebra", "MacroTools", "PDMats"]
@@ -242,21 +220,21 @@ version = "0.2.2"
 
 [[Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "1402e52fcda25064f51c77a9655ce8680b76acf0"
+git-tree-sha1 = "b3bfd02e98aedfa5cf885665493c5598c350cd2f"
 uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
-version = "2.2.7+6"
+version = "2.2.10+0"
 
 [[FFMPEG]]
-deps = ["FFMPEG_jll", "x264_jll"]
-git-tree-sha1 = "9a73ffdc375be61b0e4516d83d880b265366fe1f"
+deps = ["FFMPEG_jll"]
+git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
 uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
-version = "0.4.0"
+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"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
+git-tree-sha1 = "d8a578692e3077ac998b50c0217dfd67f21d1e5f"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "4.3.1+4"
+version = "4.4.0+0"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "IntelOpenMP_jll", "Libdl", "LinearAlgebra", "MKL_jll", "Reexport"]
@@ -266,27 +244,33 @@ version = "1.3.0"
 
 [[FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "5a0d4b6a22a34d17d53543bd124f4b08ed78e8b0"
+git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
-version = "3.3.9+7"
+version = "3.3.10+0"
 
 [[FastGaussQuadrature]]
 deps = ["LinearAlgebra", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "5829b25887e53fb6730a9df2ff89ed24baa6abf6"
+git-tree-sha1 = "58d83dd5a78a36205bdfddb82b1bb67682e64487"
 uuid = "442a2c76-b920-505d-bb47-c5924d526838"
-version = "0.4.7"
+version = "0.4.9"
+
+[[FileIO]]
+deps = ["Pkg", "Requires", "UUIDs"]
+git-tree-sha1 = "67551df041955cc6ee2ed098718c8fcd7fc7aebe"
+uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
+version = "1.12.0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "ff537e5a3cba92fb48f30fec46723510450f2c0e"
+git-tree-sha1 = "693210145367e7685d8604aee33d9bfb85db8b31"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.10.2"
+version = "0.11.9"
 
 [[FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "f6f80c8f934efd49a286bb5315360be66956dfc4"
+git-tree-sha1 = "8b3c09b56acaf3c0e581c66638b85c8650ee9dca"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.8.0"
+version = "2.8.1"
 
 [[FixedPointNumbers]]
 deps = ["Statistics"]
@@ -296,9 +280,9 @@ 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"
+git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
 uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
-version = "2.13.1+14"
+version = "2.13.93+0"
 
 [[Formatting]]
 deps = ["Printf"]
@@ -307,22 +291,22 @@ uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
 version = "0.4.2"
 
 [[ForwardDiff]]
-deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "NaNMath", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "c68fb7481b71519d313114dca639b35262ff105f"
+deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
+git-tree-sha1 = "2b72a5624e289ee18256111657663721d59c143e"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.17"
+version = "0.10.24"
 
 [[FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "cbd58c9deb1d304f5a245a0b7eb841a2560cfec6"
+git-tree-sha1 = "87eb71354d8ec1a96d4a7636bd57a7347dde3ef9"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.10.1+5"
+version = "2.10.4+0"
 
 [[FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "0d20aed5b14dd4c9a2453c1b601d08e1149679cc"
+git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.5+6"
+version = "1.0.10+0"
 
 [[Future]]
 deps = ["Random"]
@@ -330,50 +314,56 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[GLFW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "bd1dbf065d7a4a0bdf7e74dd26cf932dda22b929"
+git-tree-sha1 = "0c603255764a1fa0b61752d2bec14cfbd18f7fe8"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.3+0"
+version = "3.3.5+1"
 
 [[GR]]
-deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
-git-tree-sha1 = "12d971c928b7ecf19b748a2c7df6a365690dbf2c"
+deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
+git-tree-sha1 = "b9a93bcdf34618031891ee56aad94cfff0843753"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.55.0"
+version = "0.63.0"
 
 [[GR_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "8aee6fa096b0cbdb05e71750c978b96a08c78951"
+deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
+git-tree-sha1 = "f97acd98255568c3c9b416c5a3cf246c1315771b"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.53.0+0"
+version = "0.63.0+0"
 
 [[GaussianProcesses]]
-deps = ["Distances", "Distributions", "ElasticArrays", "ElasticPDMats", "FastGaussQuadrature", "ForwardDiff", "LinearAlgebra", "Optim", "PDMats", "Printf", "ProgressMeter", "Random", "RecipesBase", "ScikitLearnBase", "SpecialFunctions", "StaticArrays", "Statistics", "StatsFuns", "Zygote"]
-git-tree-sha1 = "06f890e71136832f1c577aa443d3777ffa9594fa"
+deps = ["Distances", "Distributions", "ElasticArrays", "ElasticPDMats", "FastGaussQuadrature", "ForwardDiff", "LinearAlgebra", "Optim", "PDMats", "Printf", "ProgressMeter", "Random", "RecipesBase", "ScikitLearnBase", "SpecialFunctions", "StaticArrays", "Statistics", "StatsFuns"]
+git-tree-sha1 = "9cf8ba8037e332b1be14c71e549143e68c42a22d"
 uuid = "891a1506-143c-57d2-908e-e1f8e92e6de9"
-version = "0.12.3"
+version = "0.12.4"
 
 [[GeometryBasics]]
 deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "c7f81b22b6c255861be4007a16bfdeb60e1c7f9b"
+git-tree-sha1 = "58bcdf5ebc057b085e58d95c138725628dd7453c"
 uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.3.11"
+version = "0.4.1"
 
 [[Gettext_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "8c14294a079216000a0bdca5ec5a447f073ddc9d"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
+git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
 uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
-version = "0.20.1+7"
+version = "0.21.0+0"
 
 [[Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "04690cc5008b38ecbdfede949220bc7d9ba26397"
+git-tree-sha1 = "a32d672ac2c967f3deb8a81d828afc739c838a06"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.59.0+4"
+version = "2.68.3+2"
+
+[[Graphite2_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
+uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
+version = "1.3.14+0"
 
 [[Grisu]]
-git-tree-sha1 = "03d381f65183cb2d0af8b3425fde97263ce9a995"
+git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
 uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
-version = "1.0.0"
+version = "1.0.2"
 
 [[HTTP]]
 deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"]
@@ -381,16 +371,16 @@ git-tree-sha1 = "c7ec02c4c6a039a98a15f955462cd7aea5df4508"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 version = "0.8.19"
 
-[[IRTools]]
-deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "c67e7515a11f726f44083e74f218d134396d6510"
-uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.2"
+[[HarfBuzz_jll]]
+deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
+git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
+uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
+version = "2.8.1+1"
 
 [[IfElse]]
-git-tree-sha1 = "28e837ff3e7a6c3cdb252ce49fb412c8eb3caeef"
+git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
 uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173"
-version = "0.1.0"
+version = "0.1.1"
 
 [[IniFile]]
 deps = ["Test"]
@@ -409,21 +399,31 @@ deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 
 [[Interpolations]]
-deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "eb1dd6d5b2275faaaa18533e0fc5f9171cec25fa"
+deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
+git-tree-sha1 = "b15fc0a95c564ca2e0a7ae12c1f095ca848ceb31"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.13.1"
+version = "0.13.5"
 
-[[InvertedIndices]]
+[[InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "15732c475062348b0165684ffe28e85ea8396afc"
+git-tree-sha1 = "a7254c0acd8e62f1ac75ad24d5db43f5f19f3c65"
+uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
+version = "0.1.2"
+
+[[InvertedIndices]]
+git-tree-sha1 = "bee5f1ef5bf65df56bdd2e40447590b272a5471f"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.0.0"
+version = "1.1.0"
+
+[[IrrationalConstants]]
+git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
+version = "0.1.1"
 
 [[IterTools]]
-git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
+git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
-version = "1.3.0"
+version = "1.4.0"
 
 [[IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -431,81 +431,88 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[JLD2]]
-deps = ["CodecZlib", "DataStructures", "MacroTools", "Mmap", "Pkg", "Printf", "Requires", "UUIDs"]
-git-tree-sha1 = "9f2f2f24e60305feb6ae293a617ddf06f429efc3"
+deps = ["DataStructures", "FileIO", "MacroTools", "Mmap", "Pkg", "Printf", "Reexport", "TranscodingStreams", "UUIDs"]
+git-tree-sha1 = "09ef0c32a26f80b465d808a1ba1e85775a282c97"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.3"
+version = "0.4.17"
 
 [[JLLWrappers]]
-git-tree-sha1 = "a431f5f2ca3f4feef3bd7a5e94b8b8d4f2f647a0"
+deps = ["Preferences"]
+git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.2.0"
+version = "1.3.0"
 
 [[JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "81690084b6198a2e1da36fcfda16eeca9f9f24e4"
+git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.1"
+version = "0.21.2"
 
 [[JpegTurbo_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9aff0587d9603ea0de2c6f6300d9f9492bbefbd3"
+git-tree-sha1 = "d735490ac75c5cb9f1b00d8b5509c11984dc6943"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.0.1+3"
+version = "2.1.0+0"
 
 [[KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "09aeec87bdc9c1fa70d0b508dfa94a21acd280d9"
+git-tree-sha1 = "591e8dc09ad18386189610acafb970032c519707"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.2"
+version = "0.6.3"
 
 [[LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "df381151e871f41ee86cee4f5f6fd598b8a68826"
+git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.0+3"
+version = "3.100.1+0"
 
 [[LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f128cd6cd05ffd6d3df0523ed99b90ff6f9b349a"
+git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
 uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
-version = "2.10.0+3"
+version = "2.10.1+0"
 
 [[LaTeXStrings]]
-git-tree-sha1 = "c7f1c695e06c01b95a67f0cd1d34994f3e7db104"
+git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-version = "1.2.1"
+version = "1.3.0"
 
 [[Latexify]]
 deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
-git-tree-sha1 = "fbc08b5a78e264ba3d19da90b36ce1789ca67a40"
+git-tree-sha1 = "a8f4f279b6fa3c3c4f1adadd78a621b13a506bce"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.14.11"
+version = "0.15.9"
+
+[[LibCURL]]
+deps = ["LibCURL_jll", "MozillaCACerts_jll"]
+uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
+
+[[LibCURL_jll]]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
+uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
 
 [[LibGit2]]
-deps = ["Printf"]
+deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 
-[[LibVPX_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "85fcc80c3052be96619affa2fe2e6d2da3908e11"
-uuid = "dd192d2f-8180-539f-9fb4-cc70b1dcf69a"
-version = "1.9.0+1"
+[[LibSSH2_jll]]
+deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
 
 [[Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
 [[Libffi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "a2cd088a88c0d37eef7d209fd3d8712febce0d90"
+git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290"
 uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
-version = "3.2.1+4"
+version = "3.2.2+1"
 
 [[Libgcrypt_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
-git-tree-sha1 = "b391a18ab1170a2e568f9fb8d83bc7c780cb9999"
+git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
 uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
-version = "1.8.5+4"
+version = "1.8.7+0"
 
 [[Libglvnd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
@@ -515,33 +522,33 @@ version = "1.3.0+3"
 
 [[Libgpg_error_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "ec7f2e8ad5c9fa99fc773376cdbc86d9a5a23cb7"
+git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
 uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
-version = "1.36.0+3"
+version = "1.42.0+0"
 
 [[Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "8e924324b2e9275a51407a4e06deb3455b1e359f"
+git-tree-sha1 = "42b62845d70a619f063a7da093d995ec8e15e778"
 uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
-version = "1.16.0+7"
+version = "1.16.1+1"
 
 [[Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "51ad0c01c94c1ce48d5cad629425035ad030bfd5"
+git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73"
 uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.34.0+3"
+version = "2.35.0+0"
 
 [[Libtiff_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
-git-tree-sha1 = "291dd857901f94d683973cdf679984cdf73b56d0"
+git-tree-sha1 = "340e257aada13f95f98ee352d316c3bed37c8ab9"
 uuid = "89763e89-9b03-5906-acba-b20f662cd828"
-version = "4.1.0+2"
+version = "4.3.0+0"
 
 [[Libuuid_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f879ae9edbaa2c74c922e8b85bb83cc84ea1450b"
+git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.34.0+7"
+version = "2.36.0+0"
 
 [[LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
@@ -553,15 +560,15 @@ version = "7.1.1"
 deps = ["Libdl"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
+[[LogExpFunctions]]
+deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "e5718a00af0ab9756305a0392832c8952c7426c1"
+uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
+version = "0.3.6"
+
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
-[[LoopVectorization]]
-deps = ["DocStringExtensions", "LinearAlgebra", "OffsetArrays", "SIMDPirates", "SLEEFPirates", "UnPack", "VectorizationBase"]
-git-tree-sha1 = "3242a8f411e19eda9adc49d0b877681975c11375"
-uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
-version = "0.8.26"
-
 [[MKL_jll]]
 deps = ["IntelOpenMP_jll", "Libdl", "Pkg"]
 git-tree-sha1 = "eb540ede3aabb8284cb482aa41d00d6ca850b1f8"
@@ -570,9 +577,9 @@ version = "2020.2.254+0"
 
 [[MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "6a8a2a625ab0dea913aba95c11370589e0239ff0"
+git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.6"
+version = "0.5.9"
 
 [[Markdown]]
 deps = ["Base64"]
@@ -585,10 +592,8 @@ uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
 version = "1.0.3"
 
 [[MbedTLS_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "0eef589dd1c26a3ac9d753fe1a8bcad63f956fa6"
+deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.16.8+1"
 
 [[Measures]]
 git-tree-sha1 = "e498ddeee6f9fdb4551ce855a46f54dbd900245f"
@@ -597,13 +602,16 @@ version = "0.3.1"
 
 [[Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "f8c673ccc215eb50fcadb285f522420e29e69e1c"
+git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "0.4.5"
+version = "1.0.2"
 
 [[Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
+[[MozillaCACerts_jll]]
+uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
+
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
 git-tree-sha1 = "8d958ff1854b166003238fe191ec34b9d592860a"
@@ -612,84 +620,83 @@ version = "0.8.0"
 
 [[NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
-git-tree-sha1 = "50608f411a1e178e0129eab4110bd56efd08816f"
+git-tree-sha1 = "50310f934e55e5ca3912fb941dec199b49ca9b68"
 uuid = "d41bc354-129a-5804-8e4c-c37616107c6c"
-version = "7.8.0"
-
-[[NNlib]]
-deps = ["ChainRulesCore", "Compat", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
-git-tree-sha1 = "ab1d43fead2ecb9aa5ae460d3d547c2cf8d89461"
-uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.7.17"
+version = "7.8.2"
 
 [[NaNMath]]
-git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
+git-tree-sha1 = "f755f36b19a5116bb580de457cda0c140153f283"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.5"
+version = "0.3.6"
 
 [[NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
-git-tree-sha1 = "9afd724797039125e8e2cc362098f01dab60bc3a"
+git-tree-sha1 = "16baacfdc8758bc374882566c9187e785e85c2f0"
 uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
-version = "0.4.8"
+version = "0.4.9"
+
+[[NetworkOptions]]
+uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
 
 [[Observables]]
-git-tree-sha1 = "3469ef96607a6b9a1e89e54e6f23401073ed3126"
+git-tree-sha1 = "fe29afdef3d0c4a8286128d4e45cc50621b1e43d"
 uuid = "510215fc-4207-5dde-b226-833fc4488ee2"
-version = "0.3.3"
+version = "0.4.0"
 
 [[OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "b3dfef5f2be7d7eb0e782ba9146a5271ee426e90"
+git-tree-sha1 = "043017e0bdeff61cfbb7afeb558ab29536bbb5ed"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.6.2"
+version = "1.10.8"
 
 [[Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "a42c0f138b9ebe8b58eba2271c5053773bde52d0"
+git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
 uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
-version = "1.3.4+2"
+version = "1.3.5+1"
 
 [[OpenBLAS_jll]]
-deps = ["CompilerSupportLibraries_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "0c922fd9634e358622e333fc58de61f05a048492"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.9+5"
+
+[[OpenLibm_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 
 [[OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "71bbbc616a1d710879f5a1021bcba65ffba6ce58"
+git-tree-sha1 = "15003dcb7d8db3c6c857fda14891a539a8f2705a"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.1+6"
+version = "1.1.10+0"
 
 [[OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9db77584158d0ab52307f8c04f8e7c08ca76b5b3"
+git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
 uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
-version = "0.5.3+4"
+version = "0.5.5+0"
 
 [[Optim]]
-deps = ["Compat", "FillArrays", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "d34366a3abc25c41f88820762ef7dfdfe9306711"
+deps = ["Compat", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
+git-tree-sha1 = "916077e0f0f8966eb0dc98a5c39921fdb8f49eb4"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.3.0"
+version = "1.6.0"
 
 [[Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f9d57f4126c39565e05a2b0264df99f497fc6f37"
+git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
 uuid = "91d4177d-7536-5919-b921-800302f37372"
-version = "1.3.1+3"
+version = "1.3.2+0"
 
 [[OrderedCollections]]
-git-tree-sha1 = "4fa2ba51070ec13fcc7517db714445b4ab986bdf"
+git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.0"
+version = "1.4.1"
 
 [[PCRE_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "1b556ad51dceefdbf30e86ffa8f528b73c7df2bb"
+git-tree-sha1 = "b2a7af664e098055a7529ad1a900ded962bca488"
 uuid = "2f80f16e-611a-54ab-bc61-aa92de5b98fc"
-version = "8.42.0+4"
+version = "8.44.0+0"
 
 [[PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"]
@@ -699,24 +706,24 @@ version = "0.10.1"
 
 [[Parameters]]
 deps = ["OrderedCollections", "UnPack"]
-git-tree-sha1 = "2276ac65f1e236e0a6ea70baff3f62ad4c625345"
+git-tree-sha1 = "34c0e9ad262e5f7fc75b10a9952ca7692cfc5fbe"
 uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
-version = "0.12.2"
+version = "0.12.3"
 
 [[Parsers]]
 deps = ["Dates"]
-git-tree-sha1 = "c8abc88faa3f7a3950832ac5d6e690881590d6dc"
+git-tree-sha1 = "d7fa6237da8004be601e19bd6666083056649918"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "1.1.0"
+version = "2.1.3"
 
 [[Pixman_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "6a20a83c1ae86416f0a5de605eaea08a552844a3"
+git-tree-sha1 = "b4f5d02549a10e20780a24fce72bea96b6329e29"
 uuid = "30392449-352a-5448-841d-b1acce4e97dc"
-version = "0.40.0+0"
+version = "0.40.1+0"
 
 [[Pkg]]
-deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
+deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 
 [[PlotThemes]]
@@ -727,21 +734,21 @@ version = "2.0.1"
 
 [[PlotUtils]]
 deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
-git-tree-sha1 = "ae9a295ac761f64d8c2ec7f9f24d21eb4ffba34d"
+git-tree-sha1 = "68604313ed59f0408313228ba09e79252e4b2da8"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.0.10"
+version = "1.1.2"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"]
-git-tree-sha1 = "40031283dbb5ae602aa132f423daedfc18c82069"
+deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
+git-tree-sha1 = "71d65e9242935132e71c4fbf084451579491166a"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.11.0"
+version = "1.25.4"
 
 [[PooledArrays]]
 deps = ["DataAPI", "Future"]
-git-tree-sha1 = "cde4ce9d6f33219465b55162811d8de8139c0414"
+git-tree-sha1 = "db3a23166af8aebf4db5ef87ac5b00d36eb771e2"
 uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
-version = "1.2.1"
+version = "1.4.0"
 
 [[PositiveFactorizations]]
 deps = ["LinearAlgebra"]
@@ -749,11 +756,17 @@ git-tree-sha1 = "17275485f373e6673f7e7f97051f703ed5b15b20"
 uuid = "85a6dd25-e78a-55b7-8502-1745935b8125"
 version = "0.2.4"
 
+[[Preferences]]
+deps = ["TOML"]
+git-tree-sha1 = "2cf929d64681236a2e074ffafb8d568733d2e6af"
+uuid = "21216c6a-2e73-6563-6e65-726566657250"
+version = "1.2.3"
+
 [[PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
-git-tree-sha1 = "574a6b3ea95f04e8757c0280bb9c29f1a5e35138"
+git-tree-sha1 = "dfb54c4e414caa595a1f2ed759b160f5a3ddcba5"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "0.11.1"
+version = "1.3.1"
 
 [[Printf]]
 deps = ["Unicode"]
@@ -761,30 +774,30 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
 [[ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "6e9c89cba09f6ef134b00e10625590746ba1e036"
+git-tree-sha1 = "afadeba63d90ff223a6a48d2009434ecee2ec9e8"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.5.0"
+version = "1.7.1"
 
 [[PyCall]]
 deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]
-git-tree-sha1 = "dd1a970b543bd02efce2984582e996af28cab27f"
+git-tree-sha1 = "71fd4022ecd0c6d20180e23ff1b3e05a143959c2"
 uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
-version = "1.92.2"
+version = "1.93.0"
 
-[[Qt_jll]]
+[[Qt5Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"]
-git-tree-sha1 = "588b799506f0b956a7e6e18f767dfa03cf333f26"
-uuid = "ede63266-ebff-546c-83e0-1c6fb6d0efc8"
-version = "5.15.2+2"
+git-tree-sha1 = "ad368663a5e20dbb8d6dc2fddeefe4dae0781ae8"
+uuid = "ea2cea3b-5b76-57ae-a6ef-0a8af62496e1"
+version = "5.15.3+0"
 
 [[QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "12fbe86da16df6679be7521dfb39fbc861e1dc7b"
+git-tree-sha1 = "78aadffb3efd2155af139781b8a8df1ef279ea39"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.4.1"
+version = "2.4.2"
 
 [[REPL]]
-deps = ["InteractiveUtils", "Markdown", "Sockets"]
+deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 
 [[Random]]
@@ -792,64 +805,53 @@ deps = ["Serialization"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [[Ratios]]
-git-tree-sha1 = "37d210f612d70f3f7d57d488cb3b6eff56ad4e41"
+deps = ["Requires"]
+git-tree-sha1 = "01d341f502250e81f6fec0afe662aa861392a3aa"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.0"
+version = "0.4.2"
 
 [[RecipesBase]]
-git-tree-sha1 = "b3fb709f3c97bfc6e948be68beeecb55a0b340ae"
+git-tree-sha1 = "6bf3f380ff52ce0832ddd3a2a7b9538ed1bcca7d"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.1.1"
+version = "1.2.1"
 
 [[RecipesPipeline]]
 deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
-git-tree-sha1 = "c4d54a78e287de7ec73bbc928ce5eb3c60f80b24"
+git-tree-sha1 = "7ad0dfa8d03b7bcf8c597f59f5292801730c55b8"
 uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
-version = "0.3.1"
+version = "0.4.1"
 
 [[Reexport]]
-git-tree-sha1 = "57d8440b0c7d98fc4f889e478e80f268d534c9d5"
+git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
-version = "1.0.0"
+version = "1.2.2"
 
 [[Requires]]
 deps = ["UUIDs"]
-git-tree-sha1 = "4036a3bd08ac7e968e27c203d45f5fff15020621"
+git-tree-sha1 = "8f82019e525f4d5c669692772a6f4b0a58b06a6a"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
-version = "1.1.3"
+version = "1.2.0"
 
 [[Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "86c5647b565873641538d8f812c04e4c9dbeb370"
+git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.6.1"
+version = "0.7.0"
 
 [[Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "1b7bf41258f6c5c9c31df8c1ba34c1fc88674957"
+git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.2.2+2"
+version = "0.3.0+0"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
-[[SIMDPirates]]
-deps = ["VectorizationBase"]
-git-tree-sha1 = "a1b418634d6478bf2163920eae3b536dcc768626"
-uuid = "21efa798-c60a-11e8-04d3-e1a92915a26a"
-version = "0.8.26"
-
-[[SLEEFPirates]]
-deps = ["Libdl", "SIMDPirates", "VectorizationBase"]
-git-tree-sha1 = "67ae90a18aa8c22bf159318300e765fbd89ddf6e"
-uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
-version = "0.5.5"
-
 [[ScikitLearn]]
 deps = ["Compat", "Conda", "DataFrames", "Distributed", "IterTools", "LinearAlgebra", "MacroTools", "Parameters", "Printf", "PyCall", "Random", "ScikitLearnBase", "SparseArrays", "StatsBase", "VersionParsing"]
-git-tree-sha1 = "bf4c558a0d0f1129b23e80f1ca772a9db457df4d"
+git-tree-sha1 = "ccb822ff4222fcf6ff43bbdbd7b80332690f168e"
 uuid = "3646fa90-6ef7-5e7e-9f22-8aca16db6324"
-version = "0.6.3"
+version = "0.6.4"
 
 [[ScikitLearnBase]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
@@ -859,15 +861,15 @@ version = "0.5.0"
 
 [[Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "ad4b278adb62d185bbcb6864dc24959ab0627bf6"
+git-tree-sha1 = "0b4b7f1393cff97c33891da2a0bf69c6ed241fda"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.0.3"
+version = "1.1.0"
 
 [[SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "6ccde405cf0759eba835eb613130723cb8f10ff9"
+git-tree-sha1 = "244586bc07462d22aed0113af9c731f2a518c93e"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.2.16"
+version = "1.3.10"
 
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -878,100 +880,113 @@ uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
 
 [[Showoff]]
 deps = ["Dates", "Grisu"]
-git-tree-sha1 = "ee010d8f103468309b8afac4abb9be2e18ff1182"
+git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
 uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
-version = "0.3.2"
+version = "1.0.3"
 
 [[Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[SortingAlgorithms]]
-deps = ["DataStructures", "Random", "Test"]
-git-tree-sha1 = "03f5898c9959f8115e30bc7226ada7d0df554ddd"
+deps = ["DataStructures"]
+git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "0.3.1"
+version = "1.0.1"
 
 [[SparseArrays]]
 deps = ["LinearAlgebra", "Random"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
-deps = ["ChainRulesCore", "OpenSpecFun_jll"]
-git-tree-sha1 = "5919936c0e92cff40e57d0ddf0ceb667d42e5902"
+deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
+git-tree-sha1 = "f0bccf98e16759818ffc5d97ac3ebf87eb950150"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "1.3.0"
+version = "1.8.1"
+
+[[Static]]
+deps = ["IfElse"]
+git-tree-sha1 = "7f5a513baec6f122401abfc8e9c074fdac54f6c1"
+uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"
+version = "0.4.1"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "9da72ed50e94dbff92036da395275ed114e04d49"
+git-tree-sha1 = "88a559da57529581472320892576a486fa2377b9"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.0.1"
+version = "1.3.1"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
+[[StatsAPI]]
+git-tree-sha1 = "d88665adc9bcf45903013af0982e2fd05ae3d0a6"
+uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
+version = "1.2.0"
+
 [[StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a83fa3021ac4c5a918582ec4721bc0cf70b495a9"
+deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "51383f2d367eb3b444c961d485c565e4c0cf4ba0"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.4"
+version = "0.33.14"
 
 [[StatsFuns]]
-deps = ["Rmath", "SpecialFunctions"]
-git-tree-sha1 = "3b9f665c70712af3264b61c27a7e1d62055dafd1"
+deps = ["ChainRulesCore", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
+git-tree-sha1 = "bedb3e17cc1d94ce0e6e66d3afa47157978ba404"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "0.9.6"
+version = "0.9.14"
 
 [[StatsPlots]]
 deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "7c88f73b759ae16a4a1af8bda7a9563471a7baf5"
+git-tree-sha1 = "e1e5ed9669d5521d4bbdd4fab9f0945a0ffceba2"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.14.19"
+version = "0.14.30"
 
 [[StructArrays]]
-deps = ["Adapt", "DataAPI", "Tables"]
-git-tree-sha1 = "26ea43b4be7e919a2390c3c0f824e7eb4fc19a0a"
+deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"]
+git-tree-sha1 = "2ce41e0d042c60ecd131e9fb7154a3bfadbf50d3"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.5.0"
-
-[[StructTypes]]
-deps = ["Dates", "UUIDs"]
-git-tree-sha1 = "89b390141d2fb2ef3ac2dc32e336f7a5c4810751"
-uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
-version = "1.5.0"
+version = "0.6.3"
 
 [[SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
+[[TOML]]
+deps = ["Dates"]
+uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
+
 [[TableOperations]]
 deps = ["SentinelArrays", "Tables", "Test"]
-git-tree-sha1 = "a7cf690d0ac3f5b53dd09b5d613540b230233647"
+git-tree-sha1 = "e383c87cf2a1dc41fa30c093b2a19877c83e1bc1"
 uuid = "ab02a1b2-a7df-11e8-156e-fb1833f50b87"
-version = "1.0.0"
+version = "1.2.0"
 
 [[TableTraits]]
 deps = ["IteratorInterfaceExtensions"]
-git-tree-sha1 = "b1ad568ba658d8cbb3b892ed5380a6f3e781a81e"
+git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
 uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
-version = "1.0.0"
+version = "1.0.1"
 
 [[Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"]
-git-tree-sha1 = "a9ff3dfec713c6677af435d6a6d65f9744feef67"
+git-tree-sha1 = "bb1064c9a84c52e277f1096cf41434b675cd368b"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.4.1"
+version = "1.6.1"
+
+[[Tar]]
+deps = ["ArgTools", "SHA"]
+uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 
 [[Test]]
-deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
+deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "7c53c35547de1c5b9d46a4797cf6d8253807108c"
+git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.5"
+version = "0.9.6"
 
 [[UUIDs]]
 deps = ["Random", "SHA"]
@@ -985,52 +1000,57 @@ version = "1.0.2"
 [[Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
-[[VectorizationBase]]
-deps = ["CpuId", "Libdl", "LinearAlgebra"]
-git-tree-sha1 = "03e2fbb479a1ea350398195b6fbf439bae0f8260"
-uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
-version = "0.12.33"
+[[UnicodeFun]]
+deps = ["REPL"]
+git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
+uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
+version = "0.4.1"
+
+[[Unzip]]
+git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
+uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
+version = "0.1.2"
 
 [[VersionParsing]]
-git-tree-sha1 = "80229be1f670524750d905f8fc8148e5a8c4537f"
+git-tree-sha1 = "e575cf85535c7c3292b4d89d89cc29e8c3098e47"
 uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
-version = "1.2.0"
+version = "1.2.1"
 
 [[Wayland_jll]]
 deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "dc643a9b774da1c2781413fd7b6dcd2c56bb8056"
+git-tree-sha1 = "3e61f0b86f90dacb0bc0e73a0c5a83f6a8636e23"
 uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
-version = "1.17.0+4"
+version = "1.19.0+0"
 
 [[Wayland_protocols_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll"]
-git-tree-sha1 = "2839f1c1296940218e35df0bbb220f2a79686670"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "66d72dc6fcc86352f01676e8f0f698562e60510f"
 uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
-version = "1.18.0+4"
+version = "1.23.0+0"
 
 [[Widgets]]
 deps = ["Colors", "Dates", "Observables", "OrderedCollections"]
-git-tree-sha1 = "fc0feda91b3fef7fe6948ee09bb628f882b49ca4"
+git-tree-sha1 = "80661f59d28714632132c73779f8becc19a113f2"
 uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62"
-version = "0.6.2"
+version = "0.6.4"
 
 [[WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "59e2ad8fd1591ea019a5259bd012d7aee15f995c"
+git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3"
 uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
-version = "0.5.3"
+version = "0.5.5"
 
 [[XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "be0db24f70aae7e2b89f2f3092e93b8606d659a6"
+git-tree-sha1 = "1acf5bdf07aa0907e0a37d3718bb88d4b687b74a"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.9.10+3"
+version = "2.9.12+0"
 
 [[XSLT_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "2b3eac39df218762d2d005702d601cd44c997497"
+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 = "1.1.33+4"
+version = "1.1.34+0"
 
 [[Xorg_libX11_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
@@ -1159,64 +1179,58 @@ uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
 version = "1.4.0+3"
 
 [[Zlib_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "320228915c8debb12cb434c59057290f0834dbf6"
+deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.11+18"
 
 [[Zstd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "2c1332c54931e83f8f94d310fa447fd743e8d600"
+git-tree-sha1 = "cc4bf3fdde8b7e3e9fa0351bdeedba1cf3b7f6e6"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.4.8+0"
-
-[[Zygote]]
-deps = ["AbstractFFTs", "ArrayLayouts", "ChainRules", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "LoopVectorization", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "18f758f28ca2c236e449be64e366e201965129a7"
-uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.5.17"
-
-[[ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "9e7a1e8ca60b742e508a315c17eef5211e7fbfd7"
-uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.1"
+version = "1.5.0+0"
 
 [[libass_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "acc685bcf777b2202a904cdcb49ad34c2fa1880c"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.14.0+4"
+version = "0.15.1+0"
 
 [[libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "7a5780a0d9c6864184b3a2eeeb833a0c871f00ab"
+git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "0.1.6+4"
+version = "2.0.2+0"
 
 [[libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "6abbc424248097d69c0c87ba50fcb0753f93e0ee"
+git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
 uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
-version = "1.6.37+6"
+version = "1.6.38+0"
 
 [[libvorbis_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "fa14ac25af7a4b8a7f61b287a124df7aab601bcd"
+git-tree-sha1 = "c45f4e40e7aafe9d086379e5578947ec8b95a8fb"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.6+6"
+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"
+git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
 uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
-version = "2020.7.14+2"
+version = "2021.5.5+0"
 
 [[x265_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "487da2f8f2f0c8ee0e83f39d13037d6bbf0a45ab"
+git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
 uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.0.0+3"
+version = "3.5.0+0"
 
 [[xkbcommon_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
diff --git a/examples/Lorenz/Project.toml b/examples/Lorenz/Project.toml
index f79d7ed84..3fa5d84f9 100644
--- a/examples/Lorenz/Project.toml
+++ b/examples/Lorenz/Project.toml
@@ -12,4 +12,5 @@ StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
 StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
 
 [compat]
+julia = "~1.6"
 FFTW = "= 1.3.0"
diff --git a/src/Emulator.jl b/src/Emulator.jl
index fd82462b4..44b9676bb 100644
--- a/src/Emulator.jl
+++ b/src/Emulator.jl
@@ -93,7 +93,7 @@ function Emulator(
 
     # For Consistency checks
     input_dim, output_dim = size(input_output_pairs, 1)
-    if obs_noise_cov != nothing
+    if obs_noise_cov !== nothing
         err2 = "obs_noise_cov must be of size ($output_dim, $output_dim), got $(size(obs_noise_cov))"
         size(obs_noise_cov) == (output_dim, output_dim) || throw(ArgumentError(err2))
     end
@@ -184,15 +184,14 @@ function predict(emulator::Emulator{FT}, new_inputs; transform_to_real=false) wh
     ds_outputs, ds_output_var = predict(emulator.machine_learning_tool, normalized_new_inputs)
 
     # [3.] transform back to real coordinates or remain in decorrelated coordinates
-    if transform_to_real && emulator.decomposition == nothing
+    if transform_to_real && emulator.decomposition === nothing
         throw(ArgumentError("""Need SVD decomposition to transform back to original space, 
                  but GaussianProcess.decomposition == nothing. 
                  Try setting transform_to_real=false"""))
-    elseif transform_to_real && emulator.decomposition != nothing
+    elseif transform_to_real && emulator.decomposition !== nothing
         #transform back to real coords - cov becomes dense
         s_outputs, s_output_cov = svd_reverse_transform_mean_cov(
             ds_outputs, ds_output_var, emulator.decomposition)
-
         if output_dim == 1
             s_output_cov = [s_output_cov[i][1] for i in 1:N_samples]
         end
@@ -259,7 +258,7 @@ reverse a previous standardization with the stored vector of factors (size equal
 """
 function reverse_standardize(emulator::Emulator{FT}, outputs, output_cov) where {FT}
     if emulator.standardize_outputs
-        return standardize(outputs, output_cov, 1. / emulator.standardize_output_factors)
+        return standardize(outputs, output_cov, 1.0 ./ emulator.standardize_outputs_factors)
     else
         return outputs, output_cov
     end
@@ -286,10 +285,10 @@ function svd_transform(
     obs_noise_cov; 
     truncate_svd::FT=1.0) where {FT}
 
-    if obs_noise_cov != nothing
+    if obs_noise_cov !== nothing
         @assert ndims(obs_noise_cov) == 2
     end
-    if obs_noise_cov != nothing
+    if obs_noise_cov !== nothing
         # Truncate the SVD as a form of regularization
 	if truncate_svd<1.0 # this variable needs to be provided to this function
             # Perform SVD
@@ -336,10 +335,10 @@ function svd_transform(
     truncate_svd::FT=1.0) where {FT}
 
    
-    if obs_noise_cov != nothing
+    if obs_noise_cov !== nothing
         @assert ndims(obs_noise_cov) == 2
     end
-    if obs_noise_cov != nothing
+    if obs_noise_cov !== nothing
         # Truncate the SVD as a form of regularization
 	if truncate_svd<1.0 # this variable needs to be provided to this function
             # Perform SVD
diff --git a/src/GaussianProcess.jl b/src/GaussianProcess.jl
index 3f5d7cdce..c2915e6e0 100644
--- a/src/GaussianProcess.jl
+++ b/src/GaussianProcess.jl
@@ -110,7 +110,7 @@ function build_models!(
 
 
     # Use a default kernel unless a kernel was supplied to GaussianProcess
-    if gp.kernel==nothing
+    if gp.kernel === nothing
         println("Using default squared exponential kernel, learning length scale and variance parameters")
         # Construct kernel:
         # Note that the kernels take the signal standard deviations on a
@@ -179,8 +179,9 @@ optimize Gaussian Process hyperparameters using in-build package method
 function optimize_hyperparameters!(gp::GaussianProcess{GPJL})
     N_models = length(gp.models)
     for i = 1:N_models
-        #noise_learn == true means we do it explicitly (thus don't need it here)
-        optimize!(gp.models[i], noise=!gp.noise_learn)
+        # always regress with noise_learn=false; if gp was created with noise_learn=true
+        # we've already explicitly added noise to the kernel
+        optimize!(gp.models[i], noise=false)
         println("optimized hyperparameters of GP: ", i)
         println(gp.models[i].kernel)
     end
@@ -240,7 +241,7 @@ function build_models!(
     models = gp.models
     N_models = size(output_values,1); #size(transformed_data)[1]
 
-    if gp.kernel==nothing
+    if gp.kernel === nothing
         println("Using default squared exponential kernel, learning length scale and variance parameters")
         # Create default squared exponential kernel
         const_value = 1.0