Last active
December 9, 2021 03:13
-
-
Save alecloudenback/2e36a1aa6fc66ca30457c86a52019f92 to your computer and use it in GitHub Desktop.
Annuity Factors in Julia
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
### A Pluto.jl notebook ### | |
# v0.17.3 | |
using Markdown | |
using InteractiveUtils | |
# ╔═╡ c0b5c423-01bc-4321-9531-02f1f014d7f1 | |
using MortalityTables | |
# ╔═╡ 0a6b50cb-ec54-4e06-a88e-2178f8578c9e | |
using LifeContingencies | |
# ╔═╡ 7c2c4f1b-b969-4ee3-b967-261c53a8b2ca | |
using PlutoUI | |
# ╔═╡ cf5a8676-bece-4a0c-a75f-d4d9f1feaeed | |
using DataFrames | |
# ╔═╡ f09b587c-428d-47dd-9e3d-043fffbea9bf | |
table_name = "2001 VBT Residual Standard Select and Ultimate - Male Nonsmoker, ANB" | |
# ╔═╡ 0d2c8c95-dc01-4abb-8674-c4565018f95c | |
mortality = MortalityTables.table(table_name) | |
# ╔═╡ 61c4e4e8-5898-11ec-2c3c-674b9acb75ef | |
age_range = 20:80 | |
# ╔═╡ a4da5661-8efb-4b5a-b118-c128333aa058 | |
yield_range = 0.01:0.0025:0.06 | |
# ╔═╡ 8937648b-4aa1-4f7d-9b2c-b06c4eb32bae | |
# map over the ages and rates to calculate the annuity factors | |
factors = map(Iterators.product(age_range,yield_range)) do (age,rate) | |
# create a life contingency which is the combination of a life (or JointLife) | |
# and a yield (can be a curve, but this example uses a single rate) | |
lc = LifeContingency( | |
SingleLife(mort = mortality.select, issue_age = age), | |
rate | |
) | |
( | |
age = age, | |
yield = rate, | |
ä = LifeContingencies.ä(lc), # can be type with `a + \ddot[tab]` | |
a = LifeContingencies.a(lc), | |
) | |
end | |
# ╔═╡ 695342b3-886b-41ac-892f-7ba7305ffd94 | |
# convert into a dataframe | |
DataFrame(vec(factors)) | |
# ╔═╡ 00000000-0000-0000-0000-000000000001 | |
PLUTO_PROJECT_TOML_CONTENTS = """ | |
[deps] | |
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" | |
LifeContingencies = "c8f0d631-89cd-4a1f-93d0-7542c3692561" | |
MortalityTables = "4780e19d-04b9-53dc-86c2-9e9aa59b5a12" | |
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8" | |
[compat] | |
DataFrames = "~1.3.0" | |
LifeContingencies = "~1.3.0" | |
MortalityTables = "~2.2.0" | |
PlutoUI = "~0.7.21" | |
""" | |
# ╔═╡ 00000000-0000-0000-0000-000000000002 | |
PLUTO_MANIFEST_TOML_CONTENTS = """ | |
# This file is machine-generated - editing it directly is not advised | |
julia_version = "1.7.0" | |
manifest_format = "2.0" | |
[[deps.AbstractPlutoDingetjes]] | |
deps = ["Pkg"] | |
git-tree-sha1 = "abb72771fd8895a7ebd83d5632dc4b989b022b5b" | |
uuid = "6e696c72-6542-2067-7265-42206c756150" | |
version = "1.1.2" | |
[[deps.ActuaryUtilities]] | |
deps = ["Dates", "ForwardDiff", "QuadGK", "Roots", "StatsBase", "Yields"] | |
git-tree-sha1 = "3e609d2e768da66baefc2c9d4e471308504e6f1e" | |
uuid = "bdd23359-8b1c-4f88-b89b-d11982a786f4" | |
version = "2.7.0" | |
[[deps.Adapt]] | |
deps = ["LinearAlgebra"] | |
git-tree-sha1 = "84918055d15b3114ede17ac6a7182f68870c16f7" | |
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e" | |
version = "3.3.1" | |
[[deps.ArgCheck]] | |
git-tree-sha1 = "dedbbb2ddb876f899585c4ec4433265e3017215a" | |
uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197" | |
version = "2.1.0" | |
[[deps.ArgTools]] | |
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" | |
[[deps.Artifacts]] | |
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" | |
[[deps.AxisAlgorithms]] | |
deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"] | |
git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7" | |
uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950" | |
version = "1.0.1" | |
[[deps.BangBang]] | |
deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"] | |
git-tree-sha1 = "0ad226aa72d8671f20d0316e03028f0ba1624307" | |
uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" | |
version = "0.3.32" | |
[[deps.Base64]] | |
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" | |
[[deps.Baselet]] | |
git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e" | |
uuid = "9718e550-a3fa-408a-8086-8db961cd8217" | |
version = "0.1.1" | |
[[deps.ChainRulesCore]] | |
deps = ["Compat", "LinearAlgebra", "SparseArrays"] | |
git-tree-sha1 = "4c26b4e9e91ca528ea212927326ece5918a04b47" | |
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" | |
version = "1.11.2" | |
[[deps.ChangesOfVariables]] | |
deps = ["LinearAlgebra", "Test"] | |
git-tree-sha1 = "9a1d594397670492219635b35a3d830b04730d62" | |
uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0" | |
version = "0.1.1" | |
[[deps.CommonSolve]] | |
git-tree-sha1 = "68a0743f578349ada8bc911a5cbd5a2ef6ed6d1f" | |
uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2" | |
version = "0.2.0" | |
[[deps.CommonSubexpressions]] | |
deps = ["MacroTools", "Test"] | |
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7" | |
uuid = "bbf7d656-a473-5ed7-a52c-81e309532950" | |
version = "0.3.0" | |
[[deps.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" | |
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20" | |
version = "3.40.0" | |
[[deps.CompilerSupportLibraries_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae" | |
[[deps.CompositionsBase]] | |
git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769" | |
uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b" | |
version = "0.1.1" | |
[[deps.ConstructionBase]] | |
deps = ["LinearAlgebra"] | |
git-tree-sha1 = "f74e9d5388b8620b4cee35d4c5a618dd4dc547f4" | |
uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9" | |
version = "1.3.0" | |
[[deps.Crayons]] | |
git-tree-sha1 = "3f71217b538d7aaee0b69ab47d9b7724ca8afa0d" | |
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" | |
version = "4.0.4" | |
[[deps.DataAPI]] | |
git-tree-sha1 = "cc70b17275652eb47bc9e5f81635981f13cea5c8" | |
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" | |
version = "1.9.0" | |
[[deps.DataFrames]] | |
deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] | |
git-tree-sha1 = "2e993336a3f68216be91eb8ee4625ebbaba19147" | |
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" | |
version = "1.3.0" | |
[[deps.DataStructures]] | |
deps = ["Compat", "InteractiveUtils", "OrderedCollections"] | |
git-tree-sha1 = "3daef5523dd2e769dad2365274f760ff5f282c7d" | |
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" | |
version = "0.18.11" | |
[[deps.DataValueInterfaces]] | |
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6" | |
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464" | |
version = "1.0.0" | |
[[deps.Dates]] | |
deps = ["Printf"] | |
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" | |
[[deps.DefineSingletons]] | |
git-tree-sha1 = "77b4ca280084423b728662fe040e5ff8819347c5" | |
uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52" | |
version = "0.1.1" | |
[[deps.DelimitedFiles]] | |
deps = ["Mmap"] | |
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab" | |
[[deps.DiffResults]] | |
deps = ["StaticArrays"] | |
git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805" | |
uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5" | |
version = "1.0.3" | |
[[deps.DiffRules]] | |
deps = ["LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"] | |
git-tree-sha1 = "d8f468c5cd4d94e86816603f7d18ece910b4aaf1" | |
uuid = "b552c78f-8df3-52c6-915a-8e097449b14b" | |
version = "1.5.0" | |
[[deps.Distances]] | |
deps = ["LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI"] | |
git-tree-sha1 = "3258d0659f812acde79e8a74b11f17ac06d0ca04" | |
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" | |
version = "0.10.7" | |
[[deps.Distributed]] | |
deps = ["Random", "Serialization", "Sockets"] | |
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" | |
[[deps.DocStringExtensions]] | |
deps = ["LibGit2"] | |
git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b" | |
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" | |
version = "0.8.6" | |
[[deps.Downloads]] | |
deps = ["ArgTools", "LibCURL", "NetworkOptions"] | |
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" | |
[[deps.EzXML]] | |
deps = ["Printf", "XML2_jll"] | |
git-tree-sha1 = "0fa3b52a04a4e210aeb1626def9c90df3ae65268" | |
uuid = "8f5d6c58-4d21-5cfd-889c-e3ad7ee6a615" | |
version = "1.1.0" | |
[[deps.Formatting]] | |
deps = ["Printf"] | |
git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8" | |
uuid = "59287772-0a20-5a39-b81b-1366585eb4c0" | |
version = "0.4.2" | |
[[deps.ForwardDiff]] | |
deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"] | |
git-tree-sha1 = "6406b5112809c08b1baa5703ad274e1dded0652f" | |
uuid = "f6369f11-7733-5829-9624-2563aa707210" | |
version = "0.10.23" | |
[[deps.Future]] | |
deps = ["Random"] | |
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" | |
[[deps.Hyperscript]] | |
deps = ["Test"] | |
git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9" | |
uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91" | |
version = "0.0.4" | |
[[deps.HypertextLiteral]] | |
git-tree-sha1 = "2b078b5a615c6c0396c77810d92ee8c6f470d238" | |
uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2" | |
version = "0.9.3" | |
[[deps.IOCapture]] | |
deps = ["Logging", "Random"] | |
git-tree-sha1 = "f7be53659ab06ddc986428d3a9dcc95f6fa6705a" | |
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89" | |
version = "0.2.2" | |
[[deps.InitialValues]] | |
git-tree-sha1 = "7f6a4508b4a6f46db5ccd9799a3fc71ef5cad6e6" | |
uuid = "22cec73e-a1b8-11e9-2c92-598750a2cf9c" | |
version = "0.2.11" | |
[[deps.InteractiveUtils]] | |
deps = ["Markdown"] | |
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" | |
[[deps.Interpolations]] | |
deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"] | |
git-tree-sha1 = "61aa005707ea2cebf47c8d780da8dc9bc4e0c512" | |
uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59" | |
version = "0.13.4" | |
[[deps.InverseFunctions]] | |
deps = ["Test"] | |
git-tree-sha1 = "a7254c0acd8e62f1ac75ad24d5db43f5f19f3c65" | |
uuid = "3587e190-3f89-42d0-90ee-14403ec27112" | |
version = "0.1.2" | |
[[deps.InvertedIndices]] | |
git-tree-sha1 = "bee5f1ef5bf65df56bdd2e40447590b272a5471f" | |
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" | |
version = "1.1.0" | |
[[deps.IrrationalConstants]] | |
git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151" | |
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6" | |
version = "0.1.1" | |
[[deps.IterTools]] | |
git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5" | |
uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e" | |
version = "1.4.0" | |
[[deps.IteratorInterfaceExtensions]] | |
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" | |
uuid = "82899510-4779-5014-852e-03e436cf321d" | |
version = "1.0.0" | |
[[deps.JLLWrappers]] | |
deps = ["Preferences"] | |
git-tree-sha1 = "642a199af8b68253517b80bd3bfd17eb4e84df6e" | |
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" | |
version = "1.3.0" | |
[[deps.JSON]] | |
deps = ["Dates", "Mmap", "Parsers", "Unicode"] | |
git-tree-sha1 = "8076680b162ada2a031f707ac7b4953e30667a37" | |
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" | |
version = "0.21.2" | |
[[deps.LibCURL]] | |
deps = ["LibCURL_jll", "MozillaCACerts_jll"] | |
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21" | |
[[deps.LibCURL_jll]] | |
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] | |
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" | |
[[deps.LibGit2]] | |
deps = ["Base64", "NetworkOptions", "Printf", "SHA"] | |
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" | |
[[deps.LibSSH2_jll]] | |
deps = ["Artifacts", "Libdl", "MbedTLS_jll"] | |
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" | |
[[deps.Libdl]] | |
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" | |
[[deps.Libiconv_jll]] | |
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "42b62845d70a619f063a7da093d995ec8e15e778" | |
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531" | |
version = "1.16.1+1" | |
[[deps.LifeContingencies]] | |
deps = ["ActuaryUtilities", "Dates", "MortalityTables", "Transducers", "Yields"] | |
git-tree-sha1 = "2bc9eef4fc200128e37de2982aa15c48383d8947" | |
uuid = "c8f0d631-89cd-4a1f-93d0-7542c3692561" | |
version = "1.3.0" | |
[[deps.LinearAlgebra]] | |
deps = ["Libdl", "libblastrampoline_jll"] | |
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" | |
[[deps.LogExpFunctions]] | |
deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"] | |
git-tree-sha1 = "be9eef9f9d78cecb6f262f3c10da151a6c5ab827" | |
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688" | |
version = "0.3.5" | |
[[deps.Logging]] | |
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" | |
[[deps.MacroTools]] | |
deps = ["Markdown", "Random"] | |
git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf" | |
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09" | |
version = "0.5.9" | |
[[deps.Markdown]] | |
deps = ["Base64"] | |
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" | |
[[deps.MbedTLS_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" | |
[[deps.MicroCollections]] | |
deps = ["BangBang", "Setfield"] | |
git-tree-sha1 = "4f65bdbbe93475f6ff9ea6969b21532f88d359be" | |
uuid = "128add7d-3638-4c79-886c-908ea0c25c34" | |
version = "0.1.1" | |
[[deps.Missings]] | |
deps = ["DataAPI"] | |
git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f" | |
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28" | |
version = "1.0.2" | |
[[deps.Mmap]] | |
uuid = "a63ad114-7e13-5084-954f-fe012c677804" | |
[[deps.MortalityTables]] | |
deps = ["OffsetArrays", "Parsers", "Pkg", "QuadGK", "Requires", "StringDistances", "UnPack", "XMLDict"] | |
git-tree-sha1 = "5e59ccabc251192ef74baa309294950e45f028ce" | |
uuid = "4780e19d-04b9-53dc-86c2-9e9aa59b5a12" | |
version = "2.2.0" | |
[[deps.MozillaCACerts_jll]] | |
uuid = "14a3606d-f60d-562e-9121-12d972cd8159" | |
[[deps.NaNMath]] | |
git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb" | |
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3" | |
version = "0.3.5" | |
[[deps.NetworkOptions]] | |
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" | |
[[deps.OffsetArrays]] | |
deps = ["Adapt"] | |
git-tree-sha1 = "043017e0bdeff61cfbb7afeb558ab29536bbb5ed" | |
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881" | |
version = "1.10.8" | |
[[deps.OpenBLAS_jll]] | |
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] | |
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" | |
[[deps.OpenLibm_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "05823500-19ac-5b8b-9628-191a04bc5112" | |
[[deps.OpenSpecFun_jll]] | |
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"] | |
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1" | |
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e" | |
version = "0.5.5+0" | |
[[deps.OrderedCollections]] | |
git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c" | |
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" | |
version = "1.4.1" | |
[[deps.Parsers]] | |
deps = ["Dates"] | |
git-tree-sha1 = "ae4bbcadb2906ccc085cf52ac286dc1377dceccc" | |
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0" | |
version = "2.1.2" | |
[[deps.Pkg]] | |
deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] | |
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" | |
[[deps.PlutoUI]] | |
deps = ["AbstractPlutoDingetjes", "Base64", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"] | |
git-tree-sha1 = "b68904528fd538f1cb6a3fbc44d2abdc498f9e8e" | |
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8" | |
version = "0.7.21" | |
[[deps.PooledArrays]] | |
deps = ["DataAPI", "Future"] | |
git-tree-sha1 = "db3a23166af8aebf4db5ef87ac5b00d36eb771e2" | |
uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720" | |
version = "1.4.0" | |
[[deps.Preferences]] | |
deps = ["TOML"] | |
git-tree-sha1 = "00cfd92944ca9c760982747e9a1d0d5d86ab1e5a" | |
uuid = "21216c6a-2e73-6563-6e65-726566657250" | |
version = "1.2.2" | |
[[deps.PrettyTables]] | |
deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"] | |
git-tree-sha1 = "d940010be611ee9d67064fe559edbb305f8cc0eb" | |
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" | |
version = "1.2.3" | |
[[deps.Printf]] | |
deps = ["Unicode"] | |
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" | |
[[deps.QuadGK]] | |
deps = ["DataStructures", "LinearAlgebra"] | |
git-tree-sha1 = "78aadffb3efd2155af139781b8a8df1ef279ea39" | |
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" | |
version = "2.4.2" | |
[[deps.REPL]] | |
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] | |
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb" | |
[[deps.Random]] | |
deps = ["SHA", "Serialization"] | |
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" | |
[[deps.Ratios]] | |
deps = ["Requires"] | |
git-tree-sha1 = "01d341f502250e81f6fec0afe662aa861392a3aa" | |
uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439" | |
version = "0.4.2" | |
[[deps.Reexport]] | |
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b" | |
uuid = "189a3867-3050-52da-a836-e630ba90ab69" | |
version = "1.2.2" | |
[[deps.Requires]] | |
deps = ["UUIDs"] | |
git-tree-sha1 = "4036a3bd08ac7e968e27c203d45f5fff15020621" | |
uuid = "ae029012-a4dd-5104-9daa-d747884805df" | |
version = "1.1.3" | |
[[deps.Roots]] | |
deps = ["CommonSolve", "Printf", "Setfield"] | |
git-tree-sha1 = "51ee572776905ee34c0568f5efe035d44bf59f74" | |
uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" | |
version = "1.3.11" | |
[[deps.SHA]] | |
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" | |
[[deps.Serialization]] | |
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" | |
[[deps.Setfield]] | |
deps = ["ConstructionBase", "Future", "MacroTools", "Requires"] | |
git-tree-sha1 = "0afd9e6c623e379f593da01f20590bacc26d1d14" | |
uuid = "efcf1570-3423-57d1-acb7-fd33fddbac46" | |
version = "0.8.1" | |
[[deps.SharedArrays]] | |
deps = ["Distributed", "Mmap", "Random", "Serialization"] | |
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383" | |
[[deps.Sockets]] | |
uuid = "6462fe0b-24de-5631-8697-dd941f90decc" | |
[[deps.SortingAlgorithms]] | |
deps = ["DataStructures"] | |
git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508" | |
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" | |
version = "1.0.1" | |
[[deps.SparseArrays]] | |
deps = ["LinearAlgebra", "Random"] | |
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" | |
[[deps.SpecialFunctions]] | |
deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] | |
git-tree-sha1 = "f0bccf98e16759818ffc5d97ac3ebf87eb950150" | |
uuid = "276daf66-3868-5448-9aa4-cd146d93841b" | |
version = "1.8.1" | |
[[deps.SplittablesBase]] | |
deps = ["Setfield", "Test"] | |
git-tree-sha1 = "39c9f91521de844bad65049efd4f9223e7ed43f9" | |
uuid = "171d559e-b47b-412a-8079-5efa626c420e" | |
version = "0.1.14" | |
[[deps.StaticArrays]] | |
deps = ["LinearAlgebra", "Random", "Statistics"] | |
git-tree-sha1 = "3c76dde64d03699e074ac02eb2e8ba8254d428da" | |
uuid = "90137ffa-7385-5640-81b9-e52037218182" | |
version = "1.2.13" | |
[[deps.Statistics]] | |
deps = ["LinearAlgebra", "SparseArrays"] | |
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" | |
[[deps.StatsAPI]] | |
git-tree-sha1 = "0f2aa8e32d511f758a2ce49208181f7733a0936a" | |
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0" | |
version = "1.1.0" | |
[[deps.StatsBase]] | |
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"] | |
git-tree-sha1 = "2bb0cb32026a66037360606510fca5984ccc6b75" | |
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" | |
version = "0.33.13" | |
[[deps.StringDistances]] | |
deps = ["Distances", "StatsAPI"] | |
git-tree-sha1 = "ceeef74797d961aee825aabf71446d6aba898acb" | |
uuid = "88034a9c-02f8-509d-84a9-84ec65e18404" | |
version = "0.11.2" | |
[[deps.TOML]] | |
deps = ["Dates"] | |
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" | |
[[deps.TableTraits]] | |
deps = ["IteratorInterfaceExtensions"] | |
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39" | |
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" | |
version = "1.0.1" | |
[[deps.Tables]] | |
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "TableTraits", "Test"] | |
git-tree-sha1 = "fed34d0e71b91734bf0a7e10eb1bb05296ddbcd0" | |
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" | |
version = "1.6.0" | |
[[deps.Tar]] | |
deps = ["ArgTools", "SHA"] | |
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" | |
[[deps.Test]] | |
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] | |
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" | |
[[deps.Transducers]] | |
deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"] | |
git-tree-sha1 = "bccb153150744d476a6a8d4facf5299325d5a442" | |
uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999" | |
version = "0.4.67" | |
[[deps.UUIDs]] | |
deps = ["Random", "SHA"] | |
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" | |
[[deps.UnPack]] | |
git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b" | |
uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed" | |
version = "1.0.2" | |
[[deps.Unicode]] | |
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" | |
[[deps.UnicodePlots]] | |
deps = ["Crayons", "Dates", "SparseArrays", "StatsBase"] | |
git-tree-sha1 = "78f9ced7f2db6d71db9857a3de26a0d7c5cc0853" | |
uuid = "b8865327-cd53-5732-bb35-84acbb429228" | |
version = "2.5.0" | |
[[deps.WoodburyMatrices]] | |
deps = ["LinearAlgebra", "SparseArrays"] | |
git-tree-sha1 = "de67fa59e33ad156a590055375a30b23c40299d3" | |
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6" | |
version = "0.5.5" | |
[[deps.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" | |
[[deps.XMLDict]] | |
deps = ["EzXML", "IterTools", "OrderedCollections"] | |
git-tree-sha1 = "d9a3faf078210e477b291c79117676fca54da9dd" | |
uuid = "228000da-037f-5747-90a9-8195ccbf91a5" | |
version = "0.4.1" | |
[[deps.Yields]] | |
deps = ["ForwardDiff", "Interpolations", "LinearAlgebra", "UnicodePlots"] | |
git-tree-sha1 = "71f6bb54aedbb86de59749eadca21ed31623a7eb" | |
uuid = "d7e99b2f-e7f3-4d9e-9f01-2338fc023ad3" | |
version = "0.9.2" | |
[[deps.Zlib_jll]] | |
deps = ["Libdl"] | |
uuid = "83775a58-1f1d-513f-b197-d71354ab007a" | |
[[deps.ZygoteRules]] | |
deps = ["MacroTools"] | |
git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0" | |
uuid = "700de1a5-db45-46bc-99cf-38207098b444" | |
version = "0.2.2" | |
[[deps.libblastrampoline_jll]] | |
deps = ["Artifacts", "Libdl", "OpenBLAS_jll"] | |
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" | |
[[deps.nghttp2_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" | |
[[deps.p7zip_jll]] | |
deps = ["Artifacts", "Libdl"] | |
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" | |
""" | |
# ╔═╡ Cell order: | |
# ╠═c0b5c423-01bc-4321-9531-02f1f014d7f1 | |
# ╠═0a6b50cb-ec54-4e06-a88e-2178f8578c9e | |
# ╠═7c2c4f1b-b969-4ee3-b967-261c53a8b2ca | |
# ╠═cf5a8676-bece-4a0c-a75f-d4d9f1feaeed | |
# ╠═f09b587c-428d-47dd-9e3d-043fffbea9bf | |
# ╠═0d2c8c95-dc01-4abb-8674-c4565018f95c | |
# ╠═61c4e4e8-5898-11ec-2c3c-674b9acb75ef | |
# ╠═a4da5661-8efb-4b5a-b118-c128333aa058 | |
# ╠═8937648b-4aa1-4f7d-9b2c-b06c4eb32bae | |
# ╠═695342b3-886b-41ac-892f-7ba7305ffd94 | |
# ╟─00000000-0000-0000-0000-000000000001 | |
# ╟─00000000-0000-0000-0000-000000000002 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment