From b46ea850391bb226c6052790803df9e2f9c32721 Mon Sep 17 00:00:00 2001
From: Vaibhavdixit02 <vaibhavyashdixit@gmail.com>
Date: Tue, 26 May 2020 23:53:57 +0530
Subject: [PATCH] Update Manifest and Project.toml

---
 Manifest.toml | 548 +++++++++++++++++++++++++++++++++++---------------
 Project.toml  |   1 +
 2 files changed, 382 insertions(+), 167 deletions(-)

diff --git a/Manifest.toml b/Manifest.toml
index 0189dd4d7..5b53c9a2f 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -8,9 +8,9 @@ version = "0.5.0"
 
 [[AbstractMCMC]]
 deps = ["ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers"]
-git-tree-sha1 = "fbfbc0d2e44f8249c88868bcef2810527cd3522b"
+git-tree-sha1 = "31a0a7b957525748e05599488ca6eef476fef12b"
 uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
-version = "0.5.6"
+version = "1.0.1"
 
 [[AbstractTrees]]
 deps = ["Markdown"]
@@ -32,15 +32,27 @@ version = "0.2.24"
 
 [[AdvancedMH]]
 deps = ["AbstractMCMC", "Distributions", "Random", "Requires"]
-git-tree-sha1 = "372c0685ebed177af7972004561e6841d9b031b8"
+git-tree-sha1 = "0703b7faff778c7f9d2524655d50019cb6291b15"
 uuid = "5b7e9947-ddc0-4b3f-9b55-0d8042f74170"
-version = "0.4.1"
+version = "0.5.0"
+
+[[ApproxBayes]]
+deps = ["DelimitedFiles", "Distances", "Distributions", "Printf", "ProgressMeter", "Random", "RecipesBase", "Statistics", "StatsBase"]
+git-tree-sha1 = "8ece4d5d6c4c1157cbcc1c21e3082eb8c0c00c7b"
+uuid = "f5f396d3-230c-5e07-80e6-9fadf06146cc"
+version = "0.3.2"
 
 [[ArgCheck]]
 git-tree-sha1 = "59c256cf71c3982484ae4486ee86a3d7da891dea"
 uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
 version = "2.0.0"
 
+[[ArnoldiMethod]]
+deps = ["DelimitedFiles", "LinearAlgebra", "Random", "SparseArrays", "StaticArrays", "Test"]
+git-tree-sha1 = "2b6845cea546604fb4dca4e31414a6a59d39ddcd"
+uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
+version = "0.0.4"
+
 [[Arpack]]
 deps = ["Arpack_jll", "Libdl", "LinearAlgebra"]
 git-tree-sha1 = "2ff92b71ba1747c5fdd541f8fc87736d82f40ec9"
@@ -61,9 +73,9 @@ version = "2.8.7"
 
 [[ArrayLayouts]]
 deps = ["FillArrays", "LinearAlgebra"]
-git-tree-sha1 = "5a57a6158c1d340635a89d19beb34b0f325a4431"
+git-tree-sha1 = "a504dca2ac7eda8761c8f7c1ed52427a1be75a3c"
 uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
-version = "0.2.5"
+version = "0.2.6"
 
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
@@ -88,15 +100,15 @@ version = "0.5.0"
 
 [[Bijectors]]
 deps = ["ArgCheck", "Compat", "Distributions", "LinearAlgebra", "MappedArrays", "NNlib", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics", "StatsFuns"]
-git-tree-sha1 = "3ba8eb8e5ea05bc5c3fa2617f4e362e7c528d004"
+git-tree-sha1 = "1db975dd3ac386dd91b434e50a1eddb82e1ddaa3"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.6.7"
+version = "0.7.2"
 
 [[BinaryProvider]]
 deps = ["Libdl", "Logging", "SHA"]
-git-tree-sha1 = "428e9106b1ff27593cbd979afac9b45b82372b8c"
+git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058"
 uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.9"
+version = "0.5.10"
 
 [[Bzip2_jll]]
 deps = ["Libdl", "Pkg"]
@@ -105,9 +117,9 @@ uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
 version = "1.0.6+2"
 
 [[CEnum]]
-git-tree-sha1 = "62847acab40e6855a9b5905ccb99c2b5cf6b3ebb"
+git-tree-sha1 = "1b77a77c3b28e0b3f413f7567c9bb8dd9bdccd14"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
-version = "0.2.0"
+version = "0.3.0"
 
 [[CSV]]
 deps = ["CategoricalArrays", "DataFrames", "Dates", "FilePathsBase", "Mmap", "Parsers", "PooledArrays", "Tables", "Unicode", "WeakRefStrings"]
@@ -123,15 +135,21 @@ version = "4.0.0"
 
 [[CUDAdrv]]
 deps = ["CEnum", "CUDAapi", "Printf"]
-git-tree-sha1 = "17248da4169c0cdd1699da542f8e110fe4168af6"
+git-tree-sha1 = "f56bbf18c86bcff7a961a32a4947a5abb2963a29"
 uuid = "c5f51814-7f29-56b8-a69c-e4d8f6be1fde"
-version = "6.2.3"
+version = "6.3.0"
 
 [[CUDAnative]]
-deps = ["Adapt", "BinaryProvider", "CEnum", "CUDAapi", "CUDAdrv", "Cthulhu", "DataStructures", "ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Pkg", "Printf", "TimerOutputs"]
-git-tree-sha1 = "0da071ed49a6f5f62d5164de071daa07cedaa1e6"
+deps = ["Adapt", "BinaryProvider", "CEnum", "CUDAapi", "CUDAdrv", "ExprTools", "GPUCompiler", "LLVM", "Libdl", "Pkg", "Printf"]
+git-tree-sha1 = "ac86db2b05fdfec96b011e25a504ffe7476e8a68"
 uuid = "be33ccc6-a3ff-5ff2-a52e-74243cff1e17"
-version = "3.0.4"
+version = "3.1.0"
+
+[[CanonicalTraits]]
+deps = ["MLStyle"]
+git-tree-sha1 = "1728d2633a206e931daf818309d90eb39c1ce93b"
+uuid = "a603d957-0e48-4f86-8fbd-0b7bc66df689"
+version = "0.2.1"
 
 [[CategoricalArrays]]
 deps = ["Compat", "DataAPI", "Future", "JSON", "Missings", "Printf", "Reexport", "Statistics", "Unicode"]
@@ -139,11 +157,17 @@ git-tree-sha1 = "23d7324164c89638c18f6d7f90d972fa9c4fa9fb"
 uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
 version = "0.7.7"
 
+[[ChainRulesCore]]
+deps = ["MuladdMacro"]
+git-tree-sha1 = "32e2c6e44d4fdd985b5688b5e85c1f6892cf3d15"
+uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+version = "0.8.0"
+
 [[Clustering]]
 deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "SparseArrays", "Statistics", "StatsBase"]
-git-tree-sha1 = "7846d785d9e4bcc904b70689bde8413f85b0ca20"
+git-tree-sha1 = "225b796b1aa8b2e5c9c90bfb1f6779772d08bc00"
 uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
-version = "0.14.0"
+version = "0.13.4"
 
 [[CodeTracking]]
 deps = ["InteractiveUtils", "UUIDs"]
@@ -152,28 +176,33 @@ uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
 version = "0.5.11"
 
 [[CodecZlib]]
-deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
+deps = ["BinaryProvider", "Libdl", "TranscodingStreams"]
+git-tree-sha1 = "05916673a2627dd91b4969ff8ba6941bc85a960e"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.0"
+version = "0.6.0"
+
+[[ColorSchemes]]
+deps = ["ColorTypes", "Colors", "FixedPointNumbers", "Random", "StaticArrays"]
+git-tree-sha1 = "7a15e3690529fd1042f0ab954dff7445b1efc8a5"
+uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
+version = "3.9.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "b9de8dc6106e09c79f3f776c27c62360d30e5eb8"
+git-tree-sha1 = "c73d9cfc2a9d8433dc77f5bff4bddf46b1d78c20"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.9.1"
+version = "0.10.3"
 
 [[Colors]]
-deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport"]
-git-tree-sha1 = "177d8b959d3c103a6d57574c38ee79c81059c31b"
+deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Reexport"]
+git-tree-sha1 = "db9c215e2d92379d341e40dd1d5be893af2bfeb2"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.11.2"
+version = "0.12.1"
 
 [[Combinatorics]]
-deps = ["Polynomials"]
-git-tree-sha1 = "8153f2c7cc4446958920242c4caa3dc0e061918f"
+git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
 uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
-version = "1.0.1"
+version = "1.0.2"
 
 [[CommonSubexpressions]]
 deps = ["Test"]
@@ -183,9 +212,9 @@ version = "0.2.0"
 
 [[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 = "fecfed095803b86cc06fd7ee09d3d2c98fad4dac"
+git-tree-sha1 = "48c20c43e157c6eab6cf88326504ec042b05e456"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.9.0"
+version = "3.10.0"
 
 [[CompilerSupportLibraries_jll]]
 deps = ["Libdl", "Pkg"]
@@ -211,23 +240,34 @@ git-tree-sha1 = "3ab7b2136722890b9af903859afcf457fa3059e8"
 uuid = "88cd18e8-d9cc-4ea6-8889-5259c0d15c8b"
 version = "0.1.2"
 
+[[ConstructionBase]]
+git-tree-sha1 = "a2a6a5fea4d6f730ec4c18a76d27ec10e8ec1c50"
+uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
+version = "1.0.0"
+
 [[Contour]]
 deps = ["StaticArrays"]
-git-tree-sha1 = "6d56f927b33d3820561b8f89d7de311718683846"
+git-tree-sha1 = "0b17db36e7e03f8437e0d1f55aea3e4a60c74353"
 uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
-version = "0.5.2"
+version = "0.5.3"
+
+[[CpuId]]
+deps = ["Markdown", "Test"]
+git-tree-sha1 = "f0464e499ab9973b43c20f8216d088b61fda80c6"
+uuid = "adafc99b-e345-5852-983c-f28acb93d879"
+version = "0.2.2"
 
 [[Cthulhu]]
-deps = ["CodeTracking", "InteractiveUtils", "REPL", "Unicode"]
-git-tree-sha1 = "a4849ec61df9659423cc63b298ed895904ee9743"
+deps = ["CodeTracking", "InteractiveUtils", "REPL", "UUIDs", "Unicode"]
+git-tree-sha1 = "f3643e78353199d3097821e806348bd83f364155"
 uuid = "f68482b8-f384-11e8-15f7-abe071a5a75f"
-version = "1.0.2"
+version = "1.1.1"
 
 [[CuArrays]]
 deps = ["AbstractFFTs", "Adapt", "CEnum", "CUDAapi", "CUDAdrv", "CUDAnative", "DataStructures", "GPUArrays", "Libdl", "LinearAlgebra", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "Requires", "SparseArrays", "Statistics", "TimerOutputs"]
-git-tree-sha1 = "ad04351946e2ee59a0f1295de28a750dc4917704"
+git-tree-sha1 = "870a4ac61e99c36f42d15e496fd290c841541d90"
 uuid = "3a865a2d-5b23-5a0f-bc46-62713ec82fae"
-version = "2.1.0"
+version = "2.2.0"
 
 [[DataAPI]]
 git-tree-sha1 = "176e23402d80e7743fc26c19c681bfb11246af32"
@@ -242,9 +282,9 @@ version = "0.20.2"
 
 [[DataStructures]]
 deps = ["InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "6166ecfaf2b8bbf2b68d791bc1d54501f345d314"
+git-tree-sha1 = "af6d9c86e191c917c2276fbede1137e8ea20157f"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.17.15"
+version = "0.17.17"
 
 [[DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -265,6 +305,24 @@ uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 deps = ["Mmap"]
 uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
 
+[[DiffEqBase]]
+deps = ["ArrayInterface", "ChainRulesCore", "ConsoleProgressMonitor", "DataStructures", "Distributed", "DocStringExtensions", "FunctionWrappers", "IterativeSolvers", "IteratorInterfaceExtensions", "LabelledArrays", "LinearAlgebra", "Logging", "LoggingExtras", "MuladdMacro", "Parameters", "Printf", "ProgressLogging", "RecipesBase", "RecursiveArrayTools", "RecursiveFactorization", "Requires", "Roots", "SparseArrays", "StaticArrays", "Statistics", "SuiteSparse", "TableTraits", "TerminalLoggers", "TreeViews", "ZygoteRules"]
+git-tree-sha1 = "b269aefc5885524cd885f4bee9a233e7b6b6b6e5"
+uuid = "2b5f629d-d688-5b77-993f-72d75c75574e"
+version = "6.35.2"
+
+[[DiffEqBayes]]
+deps = ["ApproxBayes", "DiffEqBase", "DiffResults", "Distances", "Distributed", "Distributions", "DocStringExtensions", "DynamicHMC", "ForwardDiff", "LabelledArrays", "LinearAlgebra", "LogDensityProblems", "MacroTools", "Missings", "ModelingToolkit", "Optim", "PDMats", "Parameters", "Random", "RecursiveArrayTools", "Reexport", "Requires", "StructArrays", "TransformVariables", "Turing"]
+git-tree-sha1 = "5a5e262bc4b9cf217f30fbc5def971f1c09b7fe5"
+uuid = "ebbdde9d-f333-5424-9be2-dbf1e9acfb5e"
+version = "2.14.1"
+
+[[DiffEqJump]]
+deps = ["Compat", "DataStructures", "DiffEqBase", "FunctionWrappers", "LinearAlgebra", "Parameters", "PoissonRandom", "Random", "RandomNumbers", "RecursiveArrayTools", "StaticArrays", "Statistics", "TreeViews"]
+git-tree-sha1 = "a3a329e7a078cba4a3f5a00d2d788f4a974677a1"
+uuid = "c894b116-72e5-5b58-be3c-e6d8d4ac2b12"
+version = "6.7.5"
+
 [[DiffResults]]
 deps = ["StaticArrays"]
 git-tree-sha1 = "da24935df8e0c6cf28de340b958f6aac88eaa0cc"
@@ -279,9 +337,9 @@ version = "1.0.1"
 
 [[Distances]]
 deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "23717536c81b63e250f682b0e0933769eecd1411"
+git-tree-sha1 = "bed62cc5afcff16de797a9f38fb358b74071f785"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.8.2"
+version = "0.9.0"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -294,10 +352,10 @@ uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
 version = "0.23.2"
 
 [[DistributionsAD]]
-deps = ["Combinatorics", "Compat", "DiffRules", "Distributions", "FillArrays", "ForwardDiff", "LinearAlgebra", "MacroTools", "NaNMath", "PDMats", "Random", "ReverseDiff", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "Tracker", "Zygote", "ZygoteRules"]
-git-tree-sha1 = "36a22eb28149ee922925e0fe3f19f77a9e645d71"
+deps = ["Combinatorics", "Compat", "DiffRules", "Distributions", "FillArrays", "ForwardDiff", "LinearAlgebra", "MacroTools", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "Tracker", "ZygoteRules"]
+git-tree-sha1 = "dfd9c992785bbd7e97dc99d7c110e1f9ab07e753"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.4.10"
+version = "0.5.3"
 
 [[DocStringExtensions]]
 deps = ["LibGit2", "Markdown", "Pkg", "Test"]
@@ -307,15 +365,21 @@ version = "0.8.1"
 
 [[Documenter]]
 deps = ["Base64", "Dates", "DocStringExtensions", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"]
-git-tree-sha1 = "dcdea9bcd4126be143b4367b32affaff12bd4d08"
+git-tree-sha1 = "395fa1554c69735802bba37d9e7d9586fd44326c"
 uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "0.24.10"
+version = "0.24.11"
+
+[[DynamicHMC]]
+deps = ["ArgCheck", "DocStringExtensions", "LinearAlgebra", "LogDensityProblems", "NLSolversBase", "Optim", "Parameters", "Random", "Statistics"]
+git-tree-sha1 = "970309540e8e8c30831c191f7967d2b64b050e2c"
+uuid = "bbc10e6e-7c05-544b-b16e-64fede858acb"
+version = "2.1.5"
 
 [[DynamicPPL]]
-deps = ["AbstractMCMC", "Bijectors", "Distributions", "MacroTools"]
-git-tree-sha1 = "4a86f4d236808e1a92bff10e71833f39c54ff075"
+deps = ["AbstractMCMC", "Bijectors", "Distributions", "MacroTools", "Random", "ZygoteRules"]
+git-tree-sha1 = "653884bb5fe328060eda26a536366637ee8f076c"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.5.0"
+version = "0.8.0"
 
 [[EllipsisNotation]]
 git-tree-sha1 = "65dad386e877850e6fce4fc77f60fe75a468ce9d"
@@ -347,9 +411,9 @@ version = "0.3.0"
 
 [[FFMPEG_jll]]
 deps = ["Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "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 = "814bf7865005bee373521cb49cad46182bec53b4"
+git-tree-sha1 = "0fa07f43e5609ea54848b82b4bb330b250e9645b"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "4.1.0+2"
+version = "4.1.0+3"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "IntelOpenMP_jll", "Libdl", "LinearAlgebra", "MKL_jll", "Reexport"]
@@ -377,20 +441,20 @@ version = "0.7.0"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "5322d34d7600d3429665b37bcf7628dc602a28cc"
+git-tree-sha1 = "44f561e293987ffc84272cd3d2b14b0b93123d63"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.8.8"
+version = "0.8.10"
 
 [[FiniteDiff]]
 deps = ["ArrayInterface", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "f60e5d6944975f7140bde67278e10b6b01fb4f29"
+git-tree-sha1 = "fec7c2cb45c27071ef487fa7cae4fcac7509aa10"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.3.0"
+version = "2.3.2"
 
 [[FixedPointNumbers]]
-git-tree-sha1 = "4aaea64dd0c30ad79037084f8ca2b94348e65eaa"
+git-tree-sha1 = "3ba9ea634d4c8b289d590403b4a06f8e227a6238"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.7.1"
+version = "0.8.0"
 
 [[Flux]]
 deps = ["AbstractTrees", "Adapt", "CodecZlib", "Colors", "CuArrays", "DelimitedFiles", "Juno", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "SHA", "Statistics", "StatsBase", "Test", "ZipFile", "Zygote"]
@@ -418,9 +482,9 @@ version = "2.10.1+2"
 
 [[FriBidi_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "e479537bf8a8f060c546553c14fd0633978dda7e"
+git-tree-sha1 = "2f56bee16bd0151de7b6a1eeea2ced190a2ad8d4"
 uuid = "559328eb-81f9-559d-9380-de523a88c83c"
-version = "1.0.5+2"
+version = "1.0.5+3"
 
 [[FunctionWrappers]]
 git-tree-sha1 = "e4813d187be8c7b993cb7f85cbf2b7bfbaadc694"
@@ -439,15 +503,27 @@ version = "1.3.9"
 
 [[GPUArrays]]
 deps = ["AbstractFFTs", "Adapt", "LinearAlgebra", "Printf", "Random", "Serialization"]
-git-tree-sha1 = "c63cb01e3b6f48ab39f1e35c31ba870650814a18"
+git-tree-sha1 = "5f90fd4385ae86ab56cdd9bd4717f7bd2ff2acdf"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "3.2.0"
+version = "3.4.0"
+
+[[GPUCompiler]]
+deps = ["Cthulhu", "DataStructures", "InteractiveUtils", "LLVM", "Libdl", "TimerOutputs"]
+git-tree-sha1 = "5275aa268ecd09640b32560e1eae90c78816e4d1"
+uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
+version = "0.2.0"
 
 [[GR]]
 deps = ["Base64", "DelimitedFiles", "LinearAlgebra", "Printf", "Random", "Serialization", "Sockets", "Test", "UUIDs"]
-git-tree-sha1 = "7ea6f715b7caa10d7ee16f1cfcd12f3ccc74116a"
+git-tree-sha1 = "1185d50c5c90ec7c0784af7f8d0d1a600750dc4d"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.48.0"
+version = "0.49.1"
+
+[[GeneralizedGenerated]]
+deps = ["CanonicalTraits", "DataStructures", "JuliaVariables", "MLStyle"]
+git-tree-sha1 = "146f340e092dfe5427fb98c32a580368716c2c57"
+uuid = "6b9d7cbe-bcb9-11e9-073f-15a7a543e2eb"
+version = "0.2.3"
 
 [[GeometryTypes]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "StaticArrays"]
@@ -463,9 +539,14 @@ version = "0.4.5"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "8845400bd2d9815d37720251f1b53d27a335e1f4"
+git-tree-sha1 = "90ee39f9beaaa186e4968417ea2b8ed5673c91c0"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.3.2"
+version = "0.3.3"
+
+[[Inflate]]
+git-tree-sha1 = "f5fc07d4e706b84f72d54eedcc1c13d92fb0871c"
+uuid = "d25df0c9-e2be-5dd7-82c8-3ad0b3e990b9"
+version = "0.1.2"
 
 [[InplaceOps]]
 deps = ["LinearAlgebra", "Test"]
@@ -485,21 +566,15 @@ uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 
 [[Interpolations]]
 deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "3af735234d9b1ff9ff1af89875735cd9549c0c5f"
+git-tree-sha1 = "2b7d4e9be8b74f03115e64cf36ed2f48ae83d946"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.12.9"
+version = "0.12.10"
 
 [[IntervalSets]]
 deps = ["Dates", "EllipsisNotation", "Statistics"]
-git-tree-sha1 = "2daa370870d2a4d198642277d050aa7d34a7cad2"
+git-tree-sha1 = "3b1cef135bc532b3c3401b309e1b8a2a2ba26af5"
 uuid = "8197267c-284f-5f27-9208-e0e47529a953"
-version = "0.5.0"
-
-[[Intervals]]
-deps = ["Dates", "Printf", "RecipesBase", "TimeZones"]
-git-tree-sha1 = "5e9938f4dff72e5ed4c0f7fbe34b204cbabcf43a"
-uuid = "d8418881-c3e1-53bb-8760-2df7ec849ed5"
-version = "1.1.0"
+version = "0.5.1"
 
 [[InvertedIndices]]
 deps = ["Test"]
@@ -512,6 +587,12 @@ git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
 version = "1.3.0"
 
+[[IterativeSolvers]]
+deps = ["LinearAlgebra", "Printf", "Random", "RecipesBase", "SparseArrays"]
+git-tree-sha1 = "3b7e2aac8c94444947facea7cc7ca91c49169be0"
+uuid = "42fd0dbc-a981-5370-80f2-aaf504508153"
+version = "0.8.4"
+
 [[IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
 uuid = "82899510-4779-5014-852e-03e436cf321d"
@@ -523,11 +604,17 @@ git-tree-sha1 = "b34d7cef7b337321e97d22242c3c2b91f476748e"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 version = "0.21.0"
 
+[[JuliaVariables]]
+deps = ["MLStyle", "NameResolution"]
+git-tree-sha1 = "8868479ff35ab98588ed0a529a9c2a4f8bda3bd6"
+uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
+version = "0.2.0"
+
 [[Juno]]
 deps = ["Base64", "Logging", "Media", "Profile"]
-git-tree-sha1 = "e1ba2a612645b3e07c773c3a208f215745081fe6"
+git-tree-sha1 = "a686b0cf235fa3e491b79b4783c2d2382292b436"
 uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
-version = "0.8.1"
+version = "0.8.2"
 
 [[KernelDensity]]
 deps = ["Distributions", "FFTW", "Interpolations", "Optim", "StatsBase", "Test"]
@@ -537,21 +624,33 @@ version = "0.5.1"
 
 [[LAME_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "a46bff84977753fdba8db3c50db1435bb1eb4288"
+git-tree-sha1 = "221cc8998b9060677448cbb6375f00032554c4fd"
 uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
-version = "3.100.0+0"
+version = "3.100.0+1"
 
 [[LLVM]]
 deps = ["CEnum", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "b6b86801ae2f2682e0a4889315dc76b68db2de71"
+git-tree-sha1 = "dd3f584c3dbefe39b2a8fbafa1a3b77e31e21255"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "1.3.4"
+version = "1.5.1"
 
 [[LaTeXStrings]]
 git-tree-sha1 = "de44b395389b84fd681394d4e8d39ef14e3a2ea8"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 version = "1.1.0"
 
+[[LabelledArrays]]
+deps = ["ArrayInterface", "LinearAlgebra", "MacroTools", "StaticArrays"]
+git-tree-sha1 = "674c830a4ac858e877906405410471f5af2a4756"
+uuid = "2ee39098-c373-598a-b85f-a56591580800"
+version = "1.2.1"
+
+[[Latexify]]
+deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
+git-tree-sha1 = "3a94cd323ba13154cf1cfc9eac2a5c4f8d844445"
+uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
+version = "0.13.2"
+
 [[LearnBase]]
 deps = ["LinearAlgebra", "StatsBase"]
 git-tree-sha1 = "47e6f4623c1db88570c7a7fa66c6528b92ba4725"
@@ -585,9 +684,15 @@ version = "1.16.0+2"
 
 [[Libtask]]
 deps = ["BinaryProvider", "Libdl", "Pkg"]
-git-tree-sha1 = "3834b76e8dff6beef8ec8c39ec54b82ac9c25676"
+git-tree-sha1 = "68a658db4792dfc468ea2aabcf06f3f74f153f23"
 uuid = "6f1fad26-d15e-5dc8-ae53-837a1d7b8c9f"
-version = "0.3.4"
+version = "0.4.1"
+
+[[LightGraphs]]
+deps = ["ArnoldiMethod", "DataStructures", "Distributed", "Inflate", "LinearAlgebra", "Random", "SharedArrays", "SimpleTraits", "SparseArrays", "Statistics"]
+git-tree-sha1 = "6f85a35d2377cb2db1bc448ed0d6340d2bb1ea64"
+uuid = "093fc24a-ae57-5d10-9952-331d41423f4d"
+version = "1.3.3"
 
 [[LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf", "Test"]
@@ -613,11 +718,11 @@ git-tree-sha1 = "c867b50bfc564f0beded1c566f4fc66cfd8b5418"
 uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
 version = "0.4.0"
 
-[[MCMCChain]]
-deps = ["Distributions", "LinearAlgebra", "Pkg", "RecipesBase", "Serialization", "Showoff", "SpecialFunctions", "StatsBase", "Test"]
-git-tree-sha1 = "5db661f28ccfbf7c0844e7cc067cc94161b93ab8"
-uuid = "1671dc4f-43c8-512c-ab25-e1704a74065e"
-version = "0.2.3"
+[[LoopVectorization]]
+deps = ["DocStringExtensions", "LinearAlgebra", "OffsetArrays", "SIMDPirates", "SLEEFPirates", "UnPack", "VectorizationBase"]
+git-tree-sha1 = "525d6a27998afeac6b30a92e5cd3bfe4ae246652"
+uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
+version = "0.8.1"
 
 [[MCMCChains]]
 deps = ["AbstractMCMC", "AxisArrays", "Distributions", "Formatting", "LinearAlgebra", "Random", "RecipesBase", "Requires", "Serialization", "SpecialFunctions", "Statistics", "StatsBase"]
@@ -649,6 +754,11 @@ git-tree-sha1 = "50bbf776ef1b88075e27f1eb97e50dccfa382d58"
 uuid = "66a33bbf-0c2b-5fc8-a008-9da813334f0a"
 version = "0.5.2"
 
+[[MLStyle]]
+git-tree-sha1 = "67f9a88611bc79f992aa705d9bbc833a2547dec7"
+uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
+version = "0.3.1"
+
 [[MacroTools]]
 deps = ["Markdown", "Random"]
 git-tree-sha1 = "f7d2e3f654af75f01ec49be82c231c382214223a"
@@ -690,6 +800,17 @@ git-tree-sha1 = "916b850daad0d46b8c71f65f719c49957e9513ed"
 uuid = "78c3b35d-d492-501b-9361-3d52fe80e533"
 version = "0.7.1"
 
+[[ModelingToolkit]]
+deps = ["ArrayInterface", "DataStructures", "DiffEqBase", "DiffEqJump", "DiffRules", "Distributed", "DocStringExtensions", "GeneralizedGenerated", "Latexify", "LightGraphs", "LinearAlgebra", "MacroTools", "NaNMath", "RecursiveArrayTools", "SafeTestsets", "SparseArrays", "SpecialFunctions", "StaticArrays", "SymbolicUtils", "TreeViews", "UnPack", "Unitful"]
+git-tree-sha1 = "6bbbe56dae5cc58d1eda0b75678f24ec692051e7"
+uuid = "961ee093-0014-501f-94e3-6117800e7a78"
+version = "3.6.4"
+
+[[MuladdMacro]]
+git-tree-sha1 = "c6190f9a7fc5d9d5915ab29f2134421b12d24a68"
+uuid = "46d2c3a1-f734-5fdb-9937-b9b9aeba4221"
+version = "0.2.2"
+
 [[MultivariateStats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsBase"]
 git-tree-sha1 = "352fae519b447bf52e6de627b89f448bcd469e4e"
@@ -719,11 +840,23 @@ git-tree-sha1 = "928b8ca9b2791081dc71a51c55347c27c618760f"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
 version = "0.3.3"
 
+[[NameResolution]]
+deps = ["DataStructures", "PrettyPrint"]
+git-tree-sha1 = "f4119274d5a410c64a1d9f546312bb6ae54d41c0"
+uuid = "71a1bf82-56d0-4bbc-8a3c-48b961074391"
+version = "0.1.3"
+
+[[NamedArrays]]
+deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
+git-tree-sha1 = "7d96d4c09526458d66ff84d7648be7eb7c38a547"
+uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
+version = "0.9.4"
+
 [[NearestNeighbors]]
 deps = ["Distances", "StaticArrays"]
-git-tree-sha1 = "8bc6180f328f3c0ea2663935db880d34c57d6eae"
+git-tree-sha1 = "cd1e91835cc1de9dc1e7295c1c3b2a8858e574a7"
 uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
-version = "0.4.4"
+version = "0.4.5"
 
 [[Observables]]
 git-tree-sha1 = "11832878355305984235a2e90d0e3737383c634c"
@@ -737,15 +870,15 @@ version = "1.0.4"
 
 [[Ogg_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "f4d4d03c562f40652c0baabd3e4cb2e756e157b7"
+git-tree-sha1 = "59cf7a95bf5ac39feac80b796e0f39f9d69dc887"
 uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
-version = "1.3.3+0"
+version = "1.3.4+0"
 
 [[OpenBLAS_jll]]
 deps = ["CompilerSupportLibraries_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "2ee3e636e94b9fd95fa8364d5cba2e20dae16609"
+git-tree-sha1 = "1887096f6897306a4662f7c5af936da7d5d1a062"
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.9+2"
+version = "0.3.9+4"
 
 [[OpenSSL_jll]]
 deps = ["Libdl", "Pkg"]
@@ -761,9 +894,9 @@ version = "0.5.3+3"
 
 [[Optim]]
 deps = ["Compat", "FillArrays", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "33af70b64e8ce2f2b857e3d5de7b71f67715c121"
+git-tree-sha1 = "62054d469d3631960e3f472ceb8624be5b11c34d"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "0.21.0"
+version = "0.20.6"
 
 [[Opus_jll]]
 deps = ["Libdl", "Pkg"]
@@ -772,10 +905,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.1+1"
 
 [[OrderedCollections]]
-deps = ["Random", "Serialization", "Test"]
-git-tree-sha1 = "c4c13474d23c60d20a67b217f1d7f22a40edf8f1"
+git-tree-sha1 = "12ce190210d278e12644bcadf5b21cbdcf225cd3"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.1.0"
+version = "1.2.0"
 
 [[PDMats]]
 deps = ["Arpack", "LinearAlgebra", "SparseArrays", "SuiteSparse", "Test"]
@@ -784,16 +916,16 @@ uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
 version = "0.9.12"
 
 [[Parameters]]
-deps = ["OrderedCollections"]
-git-tree-sha1 = "b62b2558efb1eef1fa44e4be5ff58a515c287e38"
+deps = ["OrderedCollections", "UnPack"]
+git-tree-sha1 = "38b2e970043613c187bd56a995fe2e551821eb4a"
 uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
-version = "0.12.0"
+version = "0.12.1"
 
 [[Parsers]]
 deps = ["Dates", "Test"]
-git-tree-sha1 = "f8f5d2d4b4b07342e5811d2b6428e45524e241df"
+git-tree-sha1 = "f0abb338b4d00306500056a3fd44c221b8473ef2"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "1.0.2"
+version = "1.0.4"
 
 [[Pkg]]
 deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
@@ -801,27 +933,27 @@ uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 
 [[PlotThemes]]
 deps = ["PlotUtils", "Requires", "Statistics"]
-git-tree-sha1 = "87a4ea7f8c350d87d3a8ca9052663b633c0b2722"
+git-tree-sha1 = "c6f5ea535551b3b16835134697f0c65d06c94b91"
 uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
-version = "1.0.3"
+version = "2.0.0"
 
 [[PlotUtils]]
-deps = ["Colors", "Dates", "Printf", "Random", "Reexport"]
-git-tree-sha1 = "51e742162c97d35f714f9611619db6975e19384b"
+deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "ce26340b638fdf02965a6a65aa7916d40a8c774c"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "0.6.5"
+version = "1.0.4"
 
 [[Plots]]
-deps = ["Base64", "Contour", "Dates", "FFMPEG", "FixedPointNumbers", "GR", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"]
-git-tree-sha1 = "f226ff9b8e391f6a10891563c370aae8beb5d792"
+deps = ["Base64", "Contour", "Dates", "FFMPEG", "FixedPointNumbers", "GR", "GeometryTypes", "JSON", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs"]
+git-tree-sha1 = "1b0a6628c8408ef912f9d28307296851dbd9bf91"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "0.29.9"
+version = "1.3.3"
 
-[[Polynomials]]
-deps = ["Intervals", "LinearAlgebra", "RecipesBase"]
-git-tree-sha1 = "19f1b9e3f27702309880b9ccb051287729af7db4"
-uuid = "f27b6e38-b328-58d1-80ce-0feddd5e7a45"
-version = "0.8.0"
+[[PoissonRandom]]
+deps = ["Random", "Statistics", "Test"]
+git-tree-sha1 = "44d018211a56626288b5d3f8c6497d28c26dc850"
+uuid = "e409e4f3-bfea-5376-8464-e040bb5c01ab"
+version = "0.4.0"
 
 [[PooledArrays]]
 deps = ["DataAPI"]
@@ -835,6 +967,11 @@ git-tree-sha1 = "127c47b91990c101ee3752291c4f45640eeb03d1"
 uuid = "85a6dd25-e78a-55b7-8502-1745935b8125"
 version = "0.2.3"
 
+[[PrettyPrint]]
+git-tree-sha1 = "21e1f88cb73589ec39a1181f77eb444b5276151e"
+uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
+version = "0.1.0"
+
 [[Printf]]
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
@@ -851,9 +988,9 @@ version = "0.1.2"
 
 [[ProgressMeter]]
 deps = ["Distributed", "Printf"]
-git-tree-sha1 = "ea1f4fa0ff5e8b771bf130d87af5b7ef400760bd"
+git-tree-sha1 = "b3cb8834eee5410c7246734cc6f4f586fe0dc50e"
 uuid = "92933f4c-e287-5a05-a399-4b506db050ca"
-version = "1.2.0"
+version = "1.3.0"
 
 [[PyCall]]
 deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]
@@ -875,15 +1012,15 @@ version = "2.3.1"
 
 [[RData]]
 deps = ["CategoricalArrays", "CodecZlib", "DataFrames", "Dates", "FileIO", "Requires", "TimeZones"]
-git-tree-sha1 = "cb2b11bbbb18a4317a1db0ef121626945c1db51e"
+git-tree-sha1 = "820d9bf1ce85f99292656941482faa1e277e7247"
 uuid = "df47a6cb-8c03-5eed-afd8-b6050d6c41da"
-version = "0.6.3"
+version = "0.7.1"
 
 [[RDatasets]]
 deps = ["CSV", "CodecZlib", "DataFrames", "FileIO", "Printf", "RData", "Reexport"]
-git-tree-sha1 = "4b5416052f975404c65faada929cb5b571ddca12"
+git-tree-sha1 = "522cd00e7354cb39208a6c8040b1ccc421862ca4"
 uuid = "ce6b1742-4840-55fa-b093-852dadbb1d8b"
-version = "0.6.7"
+version = "0.6.8"
 
 [[REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets"]
@@ -893,6 +1030,12 @@ uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 deps = ["Serialization"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
+[[RandomNumbers]]
+deps = ["Random", "Requires"]
+git-tree-sha1 = "441e6fc35597524ada7f85e13df1f4e10137d16f"
+uuid = "e6cf234a-135c-5ec9-84dd-332b85af5143"
+version = "1.4.0"
+
 [[RangeArrays]]
 git-tree-sha1 = "b9039e93773ddcfc828f12aadf7115b4b4d225f5"
 uuid = "b3c3ace0-ae52-54e7-9d0b-2c1406fd6b9d"
@@ -904,9 +1047,27 @@ uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
 version = "0.4.0"
 
 [[RecipesBase]]
-git-tree-sha1 = "b4ed4a7f988ea2340017916f7c9e5d7560b52cae"
+git-tree-sha1 = "54f8ceb165a0f6d083f0d12cb4996f5367c6edbc"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "0.8.0"
+version = "1.0.1"
+
+[[RecipesPipeline]]
+deps = ["Dates", "PlotUtils", "RecipesBase"]
+git-tree-sha1 = "9215637e28503ca85bef843a1fc02b2f76f1ba09"
+uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
+version = "0.1.9"
+
+[[RecursiveArrayTools]]
+deps = ["ArrayInterface", "LinearAlgebra", "RecipesBase", "Requires", "StaticArrays", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "0a422065106506f75cd7a24caf49c17523884414"
+uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
+version = "2.3.3"
+
+[[RecursiveFactorization]]
+deps = ["LinearAlgebra", "LoopVectorization"]
+git-tree-sha1 = "09217cb106dd826de9960986207175b52e3035f2"
+uuid = "f2c3362d-daeb-58d1-803e-2bc74f2840b4"
+version = "0.1.2"
 
 [[Reexport]]
 deps = ["Pkg"]
@@ -920,12 +1081,6 @@ git-tree-sha1 = "d37400976e98018ee840e0ca4f9d20baa231dc6b"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
 version = "1.0.1"
 
-[[ReverseDiff]]
-deps = ["DiffResults", "DiffRules", "ForwardDiff", "FunctionWrappers", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "SpecialFunctions", "StaticArrays", "Statistics"]
-git-tree-sha1 = "1d4a01bc6fe181e4fef376affb3f90bad584b0f4"
-uuid = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
-version = "1.2.0"
-
 [[Rmath]]
 deps = ["Random", "Rmath_jll"]
 git-tree-sha1 = "86c5647b565873641538d8f812c04e4c9dbeb370"
@@ -947,6 +1102,24 @@ version = "1.0.1"
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
+[[SIMDPirates]]
+deps = ["VectorizationBase"]
+git-tree-sha1 = "1d175ca1d6e104ae7040f9f93acc34357667af90"
+uuid = "21efa798-c60a-11e8-04d3-e1a92915a26a"
+version = "0.8.4"
+
+[[SLEEFPirates]]
+deps = ["Libdl", "SIMDPirates", "VectorizationBase"]
+git-tree-sha1 = "c5c88ccad9e4aac35e7b4737bfc08296210b2d27"
+uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
+version = "0.5.0"
+
+[[SafeTestsets]]
+deps = ["Test"]
+git-tree-sha1 = "36ebc5622c82eb9324005cc75e7e2cc51181d181"
+uuid = "1bc83da4-3b8d-516f-aca4-4fe02f6d838f"
+version = "0.0.1"
+
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
@@ -965,6 +1138,12 @@ git-tree-sha1 = "e032c9df551fb23c9f98ae1064de074111b7bc39"
 uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "0.3.1"
 
+[[SimpleTraits]]
+deps = ["InteractiveUtils", "MacroTools"]
+git-tree-sha1 = "2ee666b24ab8be6a922f9d6c11a86e1a703a7dda"
+uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
+version = "0.9.2"
+
 [[Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
@@ -980,15 +1159,15 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["OpenSpecFun_jll"]
-git-tree-sha1 = "e19b98acb182567bcb7b75bb5d9eedf3a3b5ec6c"
+git-tree-sha1 = "d8d8b8a9f4119829410ecd706da4cc8594a1e020"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "0.10.0"
+version = "0.10.3"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "4118cba3529e99af61aea9a83f7bfd3cff5ffb28"
+git-tree-sha1 = "5c06c0aeb81bef54aed4b3f446847905eb6cbda0"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "0.12.2"
+version = "0.12.3"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -1002,9 +1181,9 @@ version = "0.33.0"
 
 [[StatsFuns]]
 deps = ["Rmath", "SpecialFunctions"]
-git-tree-sha1 = "f290ddd5fdedeadd10e961eb3f4d3340f09d030a"
+git-tree-sha1 = "04a5a8e6ab87966b43f247920eab053fd5fdc925"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "0.9.4"
+version = "0.9.5"
 
 [[StatsModels]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "ShiftedArrays", "SparseArrays", "StatsBase", "Tables"]
@@ -1013,15 +1192,27 @@ uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
 version = "0.6.11"
 
 [[StatsPlots]]
-deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "MultivariateStats", "Observables", "Plots", "RecipesBase", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
-git-tree-sha1 = "388e6588a1e09e763b0f38c498aeb350b5f76828"
+deps = ["Clustering", "DataStructures", "DataValues", "Distributions", "Interpolations", "KernelDensity", "MultivariateStats", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
+git-tree-sha1 = "b9b7fff81f573465fcac4685df1497d968537a9e"
 uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
-version = "0.14.5"
+version = "0.14.6"
+
+[[StructArrays]]
+deps = ["Adapt", "DataAPI", "Tables"]
+git-tree-sha1 = "10ee2e9b8a222ef7aac886b12cc8c050db9a8a45"
+uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+version = "0.4.3"
 
 [[SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
+[[SymbolicUtils]]
+deps = ["Combinatorics", "NaNMath", "SpecialFunctions", "TimerOutputs"]
+git-tree-sha1 = "7283b65889b16de32e61c81a9af9708806cb711a"
+uuid = "d1185830-fcd6-423d-90d6-eec64667417b"
+version = "0.3.2"
+
 [[TableOperations]]
 deps = ["Tables", "Test"]
 git-tree-sha1 = "208630a14884abd110a8f8008b0882f0d0f5632c"
@@ -1052,9 +1243,9 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[TimeZones]]
 deps = ["Dates", "EzXML", "Mocking", "Printf", "RecipesBase", "Serialization", "Unicode"]
-git-tree-sha1 = "07af1bd3226d644ca1a3235c93e7d0207ce4536a"
+git-tree-sha1 = "db7bc2051d4c2e5f336409224df81485c00de6cb"
 uuid = "f269a46b-ccf7-5d73-abea-4c690281aa53"
-version = "1.1.1"
+version = "1.2.0"
 
 [[TimerOutputs]]
 deps = ["Printf"]
@@ -1080,19 +1271,42 @@ git-tree-sha1 = "df748ba8b73996f2b46fe9103b45f75a4a5561e0"
 uuid = "84d833dd-6860-57f9-a1a7-6da5db126cff"
 version = "0.3.8"
 
+[[TreeViews]]
+deps = ["Test"]
+git-tree-sha1 = "8d0d7a3fe2f30d6a7f833a5f19f7c7a5b396eae6"
+uuid = "a2a6695c-b41b-5b7d-aed9-dbfdeacea5d7"
+version = "0.3.0"
+
 [[Turing]]
-deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "Bijectors", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "ProgressLogging", "Random", "Reexport", "Requires", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
-git-tree-sha1 = "4fe47347e8f3ef91388195ad2e15ed6663817a5a"
+deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "Bijectors", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "ProgressLogging", "Random", "Reexport", "Requires", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
+git-tree-sha1 = "ceb184dd12f47f258396cff86f5e94c937a6ace1"
 uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
-version = "0.11.0"
+version = "0.13.0"
 
 [[UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
+[[UnPack]]
+git-tree-sha1 = "d4bfa022cd30df012700cf380af2141961bb3bfb"
+uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
+version = "1.0.1"
+
 [[Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
+[[Unitful]]
+deps = ["ConstructionBase", "LinearAlgebra", "Random"]
+git-tree-sha1 = "3714b55de06b11b2aa788b8643d6e91f13648be5"
+uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
+version = "1.2.1"
+
+[[VectorizationBase]]
+deps = ["CpuId", "LinearAlgebra"]
+git-tree-sha1 = "13463c5703d9e75b2eab93f6c94239426af49221"
+uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
+version = "0.12.3"
+
 [[VersionParsing]]
 git-tree-sha1 = "80229be1f670524750d905f8fc8148e5a8c4537f"
 uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
@@ -1105,10 +1319,10 @@ uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
 version = "0.6.2"
 
 [[Weave]]
-deps = ["Base64", "Dates", "Highlights", "JSON", "Markdown", "Mustache", "Printf", "REPL", "Requires", "Serialization", "YAML"]
-git-tree-sha1 = "f4c004ae4ca7200a46fe1b454e11a0c7cec107c4"
+deps = ["Base64", "Dates", "Highlights", "JSON", "Markdown", "Mustache", "Pkg", "Printf", "REPL", "Requires", "Serialization", "YAML"]
+git-tree-sha1 = "62cd879ad070ff5f168d8b41756ef1275170e6ec"
 uuid = "44d3d7a6-8a23-5bf8-98c5-b353f8df5ec9"
-version = "0.9.4"
+version = "0.10.2"
 
 [[Widgets]]
 deps = ["Colors", "Dates", "Observables", "OrderedCollections"]
@@ -1136,21 +1350,21 @@ version = "0.4.0"
 
 [[ZipFile]]
 deps = ["Libdl", "Printf", "Zlib_jll"]
-git-tree-sha1 = "8748302cfdec02c4ae9c97b112cf10003f7f767f"
+git-tree-sha1 = "254975fef2fc526583bb9b7c9420fe66ffe09f2f"
 uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
-version = "0.9.1"
+version = "0.9.2"
 
 [[Zlib_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "2f6c3e15e20e036ee0a0965879b31442b7ec50fa"
+git-tree-sha1 = "a2e0d558f6031002e380a90613b199e37a8565bf"
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.11+9"
+version = "1.2.11+10"
 
 [[Zygote]]
-deps = ["AbstractFFTs", "ArrayLayouts", "DiffRules", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "9d0610bc68e2ac9d3f852babb07c863248fb44eb"
+deps = ["AbstractFFTs", "ArrayLayouts", "DiffRules", "FillArrays", "ForwardDiff", "Future", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "707ceea58e2bd0ff3077ab13a92f8355181d3ee4"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.4.19"
+version = "0.4.20"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]
@@ -1160,30 +1374,30 @@ version = "0.2.0"
 
 [[libass_jll]]
 deps = ["Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "d0259e0624e08ae9ebae16c80257caabc25f2048"
+git-tree-sha1 = "027a304b2a90de84f690949a21f94e5ae0f92c73"
 uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
-version = "0.14.0+1"
+version = "0.14.0+2"
 
 [[libfdk_aac_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "0e4ace600c20714a8dd67700c4502714d8473e8e"
+git-tree-sha1 = "480c7ed04f68ea3edd4c757f5db5b6a0a4e0bd99"
 uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
-version = "0.1.6+1"
+version = "0.1.6+2"
 
 [[libvorbis_jll]]
 deps = ["Libdl", "Ogg_jll", "Pkg"]
-git-tree-sha1 = "ba8363e25697b99f438f77aeb0a12e02dee3a4fa"
+git-tree-sha1 = "6a66f65b5275dfa799036c8a3a26616a0a271c4a"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
-version = "1.3.6+3"
+version = "1.3.6+4"
 
 [[x264_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "23664c0757c3740050ca0e22944c786c165ca25a"
+git-tree-sha1 = "d89346fe63a6465a9f44e958ac0e3d366af90b74"
 uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
-version = "2019.5.25+1"
+version = "2019.5.25+2"
 
 [[x265_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "9345e417084421a8e91373d6196bc58e660eed2a"
+git-tree-sha1 = "61324ad346b00a6e541896b94201c9426591e43a"
 uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
-version = "3.0.0+0"
+version = "3.0.0+1"
diff --git a/Project.toml b/Project.toml
index beae766d2..d634e8d62 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,6 +1,7 @@
 [deps]
 Bijectors = "76274a88-744f-5084-9051-94815aaf08c4"
 ConjugatePriors = "1624bea9-42b1-5fc1-afd3-e96f729c8d6c"
+DiffEqBayes = "ebbdde9d-f333-5424-9be2-dbf1e9acfb5e"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"